From 525e9750141a73c761ca964c4e93cf045d351d4b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 5 Feb 2025 08:21:05 -0700
Subject: [PATCH 001/275] add application for kla + uq

---
 applications/compute_kla_uq.py | 65 ++++++++++++++++++++++++++++++++++
 1 file changed, 65 insertions(+)
 create mode 100644 applications/compute_kla_uq.py

diff --git a/applications/compute_kla_uq.py b/applications/compute_kla_uq.py
new file mode 100644
index 00000000..6afec4f7
--- /dev/null
+++ b/applications/compute_kla_uq.py
@@ -0,0 +1,65 @@
+import argparse
+import os
+
+from bird import BIRD_KLA_DATA_DIR
+from bird.postprocess.kla_utils import compute_kla, print_res_dict
+
+parser = argparse.ArgumentParser(description="KLA calculation with UQ")
+parser.add_argument(
+    "-i",
+    "--data_file",
+    type=str,
+    metavar="",
+    required=False,
+    help="data_file",
+    default=os.path.join(BIRD_KLA_DATA_DIR, "volume_avg.dat"),
+)
+parser.add_argument(
+    "-ti",
+    "--time_index",
+    type=int,
+    metavar="",
+    required=False,
+    help="column index for time",
+    default=0,
+)
+parser.add_argument(
+    "-ci",
+    "--conc_index",
+    type=int,
+    metavar="",
+    required=False,
+    help="column index for concentration",
+    default=1,
+)
+parser.add_argument(
+    "-no_db",
+    "--no_data_bootstrap",
+    action="store_true",
+    help="Do not do data bootstrapping",
+)
+parser.add_argument(
+    "-mc",
+    "--max_chop",
+    type=int,
+    metavar="",
+    required=False,
+    help="maximum number of early data to remove",
+    default=None,
+)
+
+args, unknown = parser.parse_known_args()
+
+if args.no_data_bootstrap:
+    bootstrap = False
+else:
+    bootstrap = True
+
+res_dict = compute_kla(
+    filename=args.data_file,
+    time_ind=args.time_index,
+    conc_ind=args.conc_index,
+    bootstrap=bootstrap,
+    max_chop=args.max_chop,
+)
+print_res_dict(res_dict)

From d5fb8ec6668fd810448295b00d31886765fee77e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 5 Feb 2025 08:21:19 -0700
Subject: [PATCH 002/275] add doc for kla + uq

---
 docs/source/postprocess.rst | 40 +++++++++++++++++++++++++++++++++++++
 1 file changed, 40 insertions(+)

diff --git a/docs/source/postprocess.rst b/docs/source/postprocess.rst
index 2dc49f8a..d5656943 100644
--- a/docs/source/postprocess.rst
+++ b/docs/source/postprocess.rst
@@ -51,5 +51,45 @@ Generates (among others)
 
  
 
+Compute kLa with uncertainty estimates
+------------
+
+Based on the time-history of the concentration of a species, one can calculate kLa by fitting the function
+
+.. math::
+
+   (C^* - C_0) (1-\exp(-kLa (t-t_0)) + C_0 
+
+where :math:`C^*` is the equilibrium concentration (to be fitted), :math:`C_0` is the initial concentration, :math:`t` is time, :math:`t_0` is the initial time after which concentration is recorded 
+
+Accurate estimates can be obtained if sufficient data is acquired. Otherwise, it may be useful to derive uncertainty estimates about :math:`C^*` and :math:`kLa` (the parameters fitted)
+
+This can be achieved with a Bayesian calibration procedure. The calibration is conducted by removing transient data, and by doing a data bootstrapping. The number of data to remove in the transient phase is automatically determined by examining how accurate is the fit.
+
+
+.. code-block:: console
+
+   python applications/compute_kla_uq.py -i bird/postprocess/data_kla/volume_avg.dat -ti 0 -ci 1 -mc 10 
+
+Generates
+
+.. code-block:: console
+
+   Chopping index = 0
+   Chopping index = 1
+   Chopping index = 2
+   Chopping index = 3
+   Chopping index = 4
+   Doing data bootstrapping
+   	 scenario 0
+   	 scenario 1
+   	 scenario 2
+   	 scenario 3
+   For bird/postprocess/data_kla/volume_avg.dat with time index: 0, concentration index: 1
+   	kla = 0.09005 +/- 0.0006387
+   	cstar = 0.3107 +/- 0.0006122
+   Without data bootstrap
+   	kla = 0.09014 +/- 0.0005957
+   	cstar = 0.3105 +/- 0.0005472
 
 

From 54c21b908063354004aab6b9207d06d618f59196 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 5 Feb 2025 08:21:39 -0700
Subject: [PATCH 003/275] update refs with accepted cherd paper

---
 README.md                  | 18 +++++++++---------
 docs/source/references.rst | 10 +++++-----
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index c7a4eaa2..6d8301d2 100644
--- a/README.md
+++ b/README.md
@@ -43,17 +43,17 @@ See the [nrel.github.io/BioReactorDesign](https://nrel.github.io/BioReactorDesig
 
 Software record [SWR 24-35](https://www.osti.gov/biblio/2319227)
 
-To cite BioReactorDesign use these articles on [CO2 interphase mass transfer (open access)](https://arxiv.org/pdf/2404.19636) on [aerobic bioreactors](https://www.sciencedirect.com/science/article/pii/S0263876218304337) 
-and on [butanediol synthesis](https://www.sciencedirect.com/science/article/pii/S0263876223004689)
-```
-@article{hassanaly2024inverse,
-  title={Bayesian calibration of bubble size dynamics applied to \ce{CO2} gas fermenters},
-  author={Hassanaly, Malik and Parra-Alvarez, John M. and Rahimi, Mohammad J. and Sitaraman, Hariswaran},
-  journal={Under Review},
-  year={2024},
-}
+To cite BiRD, please use these articles on [CO2 interphase mass transfer](https://doi.org/10.1016/j.cherd.2025.01.034) (open access [link](https://arxiv.org/pdf/2404.19636) ) on [aerobic bioreactors](https://doi.org/10.1016/j.cherd.2018.08.033) and on [butanediol synthesis](https://doi.org/10.1016/j.cherd.2023.07.031)
 
 
+```
+@article{hassanaly2025inverse,
+    title={Bayesian calibration of bubble size dynamics applied to \ce{CO2} gas fermenters},
+    author={Hassanaly, Malik and Parra-Alvarez, John M. and Rahimi, Mohammad J., Municchi, Federico and Sitaraman, Hariswaran},
+    journal={Chemical Engineering Research and Design},
+    year={2025},
+  }
+
 @article{rahimi2018computational,
   title={Computational fluid dynamics study of full-scale aerobic bioreactors: Evaluation of gas--liquid mass transfer, oxygen uptake, and dynamic oxygen distribution},
   author={Rahimi, Mohammad J and Sitaraman, Hariswaran and Humbird, David and Stickel, Jonathan J},
diff --git a/docs/source/references.rst b/docs/source/references.rst
index 88ce3b53..5b325880 100644
--- a/docs/source/references.rst
+++ b/docs/source/references.rst
@@ -3,16 +3,16 @@ References
 
 Software record `SWR 24-35 <https://www.osti.gov/biblio/2319227>`_
 
-To cite BiRD, please use these articles on `CO2 interphase mass transfer (open access) <https://arxiv.org/pdf/2404.19636>`_ on `aerobic bioreactors <https://www.sciencedirect.com/science/article/pii/S0263876218304337>`_ and on `butanediol synthesis <https://www.sciencedirect.com/science/article/pii/S0263876223004689>`_
+To cite BiRD, please use these articles on `CO2 interphase mass transfer <https://doi.org/10.1016/j.cherd.2025.01.034>`_ (open access `link <https://arxiv.org/pdf/2404.19636>`_ ) on `aerobic bioreactors <https://doi.org/10.1016/j.cherd.2018.08.033>`_ and on `butanediol synthesis <https://doi.org/10.1016/j.cherd.2023.07.031>`_
 
 
 .. code-block:: console 
 
-   @article{hassanaly2024inverse,
+   @article{hassanaly2025inverse,
      title={Bayesian calibration of bubble size dynamics applied to \ce{CO2} gas fermenters},
-     author={Hassanaly, Malik and Parra-Alvarez, John M. and Rahimi, Mohammad J. and Sitaraman, Hariswaran},
-     journal={Under Review},
-     year={2024},
+     author={Hassanaly, Malik and Parra-Alvarez, John M. and Rahimi, Mohammad J., Municchi, Federico and Sitaraman, Hariswaran},
+     journal={Chemical Engineering Research and Design},
+     year={2025},
    }
    
    

From 9c6eaeb4686d4fe312e862515be1acd7440f1adb Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 5 Feb 2025 08:26:03 -0700
Subject: [PATCH 004/275] remove assets path ignore (was moved to docs)

---
 .github/workflows/ci.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 54243aa1..852dc071 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -8,7 +8,7 @@ on:
       - '*.rst'
       - 'README*'
       - 'LICENSE'
-      - 'assets/*'
+      - 'docs/**'
 
    pull_request:
      branches: [main]
@@ -17,7 +17,7 @@ on:
       - '*.rst'
       - 'README*'
       - 'LICENSE'
-      - 'assets/*'
+      - 'docs/**'
 
 jobs:
   Lint:

From 20371e80e8f8196e53c0f4f88613462dc5adf2fa Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 7 May 2025 15:47:32 -0600
Subject: [PATCH 005/275] add bubble column tutorial

---
 docs/source/bubbleColumn.rst | 296 ++++++++++++++++++++++++++++++++++-
 1 file changed, 293 insertions(+), 3 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 4de5e4b4..d4c1779e 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -1,12 +1,302 @@
 Bubble column
 =====
 
-This tutorial demonstrates how to run a bubble column reactor case
+This tutorial demonstrates how to run a basic bubble column reactor case. The tutorial assumed you have created and activated the ``bird`` environment and setup path variables as
 
-Running the tutorial
+.. code-block:: console
+
+   conda activate bird
+   BIRD_HOME = `python -c "import bird; print(bird.BIRD_DIR)"`
+   BCE_CASE = ${BIRD_HOME}/../tutorial_cases/bubble_column_20L
+
+The tutorial is located under ``${BCE_CASE}``
+
+This is a code-along tutorial, and the steps are shown in order of how one would go about setting up a case. The reader can execute the command in the order shown here
+
+To simply run the entire tutorial, do:
+
+.. code-block:: console
+
+   cd ${BCE_CASE}
+   bash run.sh
+
+This test is run as part of the continuous integration
+
+Geometry
+------------
+
+The geometry details are described in ``${BCE_CASE}/system/mesh.json`` and ``${BCE_CASE}/system/topology.json``
+
+All the steps in this section are done by executing 
+
+.. code-block:: console
+
+   python ${BIRD_HOME}/../applications/write_block_cyl_mesh.py -i system/mesh.json -t system/topology.json -o system
+
+This command generates the appropriate ``blockMeshDict``
+
+Block geometry
+~~~~~~~~~~~
+BiRD uses a block cyclindral geometry description (:ref:`Block cylindrical meshing<block_cyl>`). The block description of the geometry is in ``${BCE_CASE}/system/mesh.json`` under the ``Geometry`` key
+
+.. code-block:: json
+
+   "Geometry": {
+            "Radial": {
+                    "column_trans" : 275,
+                    "column" : 360
+            },
+            "Longitudinal": {
+                    "column_top" : 12000,
+                    "head_space" : 9000,
+                    "sparger_trans": 1000,
+                    "bottom" : 0
+            }
+   }
+
+
+Those numbers describes the coordinates of the cylindrical blocks. Using the block diagram discussed in (:ref:`Block cylindrical meshing<block_cyl>`), the geometry is 
+
+.. container:: figures-block-geom-bce
+
+   .. figure:: ../assets/tutorials/bubble_column_20L/block_geom.png
+      :width: 50%
+      :align: center
+      :alt: Schematic of the block cylindrical geometry
+
+Note that the first radial number ``"column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate (275/2=137.5). The second radial block is the outer-shell of the pillow. 
+
+Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`
+
+The coordinate are shown in the figure above in radial coordinates but OpenFOAM only uses cartesian coordinates. The radial coordinates are transformed in ``(x,y)`` cartesian coordinate for you. The longitudinal coordinate always matches the ``z`` cartesian coordinate. In our present case, we want the bubble column axis of revolution to be along the y-direction (not z). We will show in :ref:`Mesh post-treatment<posttreat_bce>`
+
+Boundaries
+~~~~~~~~~~~
+The boundary conditions are described in ``${BCE_CASE}/system/topology.json`` and are used to define the outlet boundary named  ``outlet`` as
+
+
+.. code-block:: json
+
+   "Boundary": {
+                "outlet":[
+                           {"type": "top", "Rmin": 0, "Rmax": 0, "Lmin": 0, "Lmax": 1},
+                           {"type": "top", "Rmin": 1, "Rmax": 1, "Lmin": 0, "Lmax": 1},
+                           {"type": "top", "Rmin": 2, "Rmax": 2, "Lmin": 0, "Lmax": 1}
+                         ]
+   }
+
+
+Here, ``outlet`` contains the face of three blocks. First is the face boundary between the block ``(Lmin=0, Rmin=0)`` and the block ``(Lmax=1, Rmax=0)``, where ``Lmin`` and ``Lmax`` denote the index of the longitudinal blocks, and ``Rmin`` and ``Rmax`` denote the index of the radial blocks. This face is shown in orange below. Second (in red) is the face boundary between the block ``(Lmin=0, Rmin=1)`` and the block ``(Lmax=1, Rmax=1)``. Third (in blue) is the face boundary between the block ``(Lmin=0, Rmin=2)`` and the block ``(Lmax=1, Rmax=2)``.
+
+
+.. container:: figures-bound-geom-bce
+
+   .. figure:: ../assets/tutorials/bubble_column_20L/bound_geom.png
+      :width: 50%
+      :align: center
+      :alt: Schematic of the boundary
+
+
+To finish defining the boundaries of the bubble column, we would need to define the outer walls and the inlet. We do not define any other boundaries for now and BiRD automatically sets non-defined patches as walls. We will show how to set the inlet boundary in the next sections.
+
+Mesh
+~~~~~~~~~~~
+The meshing is defined based on ``Meshing`` in ``${BCE_CASE}/system/mesh.json`` 
+
+.. code-block:: json
+
+   "Meshing": {
+           "NRSmallest": 4,
+           "NVertSmallest": 12,
+
+The size of the radial mesh is defined using ``NRSmallest``. It denotes the number of mesh point through the smallest radial block. Blocks at R=0 have radial size 137.5, at R=1 have size 275-137.5=137.5, and at R=2 have size 360-275=85. So 4 mesh points will be used to mesh the radial blocks at R=2. 
+
+Starting from this number, the number of points in the other radial blocks will be adjusted based on the size of the blocks, to make sure that the mesh size is constant radially. We refer to these numbers as the *base mesh numbers*.
+
+The same goes for ``NVertSmallest`` in the longitudinal direction. 
+
+The mesh size can be further adjusted with the coarsening keys
+
+.. code-block:: json
+
+   "Meshing": {
+    ...
+           "verticalCoarsening":[
+                                  {"ratio": 0.5, "direction": "+", "directionRef": "-"},
+                                  {"ratio": 1.0, "direction": "+", "directionRef": "-"},
+                                  {"ratio": 1.0, "direction": "+", "directionRef": "-"}
+                                ],
+           "radialCoarsening":  [
+                                  {"ratio": 1.0, "direction": "+", "directionRef": "-"},
+                                  {"ratio": 1.0, "direction": "+", "directionRef": "-"}
+                                ]
+
+The ratios denote the how the base mesh numbers should be altered. By default, no alteration is done.
+
+In the radial direction, no coarsening or refinement is done in the first two blocks. For the third one, the default setting is used (no coarsening). We recommend to avoid coarsening or refining in the radial direction at the moment: this feature is rarely used and would be prone to bugs.
+
+In the vertical direction, no coarsening is used, except for the first block. In the first block, we reduce the number of mesh points compared to the base mesh by a factor ``0.5``. The mesh size is adjusted using a grading so that a smooth mesh size transition is achieved. The ``direction`` and ``directionRef`` should always be opposite signs. The ``directionRef`` denotes where to look to define a smooth transition. Here, ``directionRef : "-"`` so mesh size to achieve at the bottom of the block should match the size of the mesh in block below. Here is this what we want, because the first vertical block is meshing the headspace, and less and less resolution is needed as z increases.
+
+The resulting mesh looks as the picture below. The white line denotes the boundary between the first and the second vertical (also called longitudinal) block.
+
+
+.. container:: figures-grading-bce
+
+   .. figure:: ../assets/tutorials/bubble_column_20L/grading.png
+      :width: 50%
+      :align: center
+      :alt: Illustration of the grading
+
+.. _posttreat_bce:
+
+Mesh post-treatment
 ------------
 
-To be completed ...
+Once ``blockMeshDict`` is generated, the mesh can be constructed using the ``blockMesh`` utility of OpenFOAM
+
+.. code-block:: console
+
+   blockMesh -dict system/blockMeshDict
+
+As mentioned earlier, one might want to define the axis of revolution of the column along the y direction, in which case, one can use
+
+.. code-block:: console
+
+   transformPoints "rotate=((0 0 1) (0 1 0))"
+
+Finally, one might want to convert the units into mm, which can be done as 
+
+.. code-block:: console
+
+   transformPoints "scale=(0.001 0.001 0.001)"
+
+
+Inlet patch
+------------
+
+BiRD makes the generation of patches easy through the generation of ``.stl`` files that be used to define a patch in OpenFOAM.
+
+Here, we would like to create a circular sparger centered on (x,y,z)=(0,0,0), and of radius 0.2 mm, with a normal face along the y-direction
+Recall that we scaled our mesh so the outer radius of the column is now 0.360m, and not 360m
+
+The inlet patch geometry is defined in ``${BCE_CASE}/system/inlets_outlets.json`` as 
+
+.. code-block:: json
+
+   "inlets": [
+        {"type": "circle", "radius": 0.2, "centx": 0.0, "centy": 0.0, "centz": 0.0, "normal_dir": 1, "nelements": 50}
+   ]
+
+This describes exactly the properties shown above. The ``nelements`` key denote the number of triangles in the ``.stl``. 
+
+The following command generates ``inlets.stl``
+
+.. code-block:: console
+
+   python ${BIRD_HOME}/../applications/write_stl_patch.py -i system/inlets_outlets.json
+
+
+Now, the inlet must be added to the boundary in place of some of the default wall patches. This can be done using OpenFOAM utilities. By default, OpenFOAM names the patch after the ``.stl`` filename. We can change that using ``sed``. In the end, the new patch is created as 
+
+.. code-block:: console
+
+   cd ${BCE_CASE}/
+   surfaceToPatch -tol 1e-3 inlets.stl
+   export newmeshdir=$(foamListTimes -latestTime)
+   rm -rf constant/polyMesh/
+   cp -r $newmeshdir/polyMesh ./constant
+   rm -rf $newmeshdir
+   cp ${BCE_CASE}/constant/polyMesh/boundary /tmp
+   sed -i -e 's/inlets\.stl/inlet/g' /tmp/boundary
+   cat /tmp/boundary > constant/polyMesh/boundary
+ 
+
+Initial conditions
+------------
+The initial conditions are defined through the ``${BCE_CASE}/0/`` time folder. We provide a premade folder ``${BCE_CASE}/0.orig/``. Two fields, the volume fraction of gas and liquid are essential in a bubble column and are left for the user to define. We typically define them with the ``setFields`` utility in OpenFOAM which looks up the values defined in ``${BCE_CASE}/system/setFieldsDict``. The important part of the file is shown below
+
+.. code-block:: txt
+
+   defaultFieldValues
+   (
+       volScalarFieldValue alpha.gas 0.99
+       volScalarFieldValue alpha.liquid 0.01
+   );
+   
+   regions
+   (
+       boxToCell
+       {
+           box (-1.0 -1.0 -1.0) (10 7 10);
+           fieldValues
+           (
+               volScalarFieldValue alpha.gas 0.01
+               volScalarFieldValue alpha.liquid 0.99
+           );
+       }
+   );
+
+Here, everything below y=7m is (almost) pure liquid and the rest (``defaultFieldValues``) is (almost) pure gas. 
+
+In the end, the initial conditions are defined by running
+
+.. code-block:: console
+
+   cd ${BCE_CASE}
+   cp -r 0.orig 0
+   setFields -dict system/setFieldsDict
+
+Mesh post-treatment 2
+------------
+At this point, the reactor can still be post treated. We can, for example, ensure that the liquid volume is 20L by doing 
+
+.. code-block:: console
+
+   transformPoints "scale=(0.19145161188225573 0.19145161188225573 0.19145161188225573)"
+
+
+Global variables
+------------
+Several cases in BiRD adjust the boundary conditions according to the ``${BCE_CASE}/constant/globalVars`` file. This is useful to get a holistic view of the whole case setup. In this case, ``globalVars`` defines ``uGasPhase`` which is used as an inlet boundary condition in ``${BCE_CASE}/0.orig/U.gas``.
+
+In practice, the gas velocity is set using a ``VVM`` which can result in different gas velocity depending on the size of the inlet or the size of the reactor. This is shown in ``globalVars_temp`` and ``globalVars`` as  ``uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";``.
+Crucially, one needs to set ``liqVol`` (total volume of liquid in m3) and ``inletA`` (inlet area in m2) correctly. This can be done using a mix of OpenFOAM utilities (to get the ``inletA`` value) and BiRD utilities (to get the ``liqVol`` value). The script ``writeGlobalVars.py`` reads the erroneous ``globalVars_temp`` and writes the correct ``globalVars`` with the appropriate ``liqVol`` and ``inletA``.
+
+
+This step can be done as
+
+.. code-block:: console
+
+   cd ${BCE_CASE}
+   postProcess -func 'patchIntegrate(patch="inlet", field="alpha.gas")'
+   postProcess -func writeCellVolumes
+   writeMeshObj
+   python writeGlobalVars.py
+
+
+Setup the bubble model
+------------
+
+The bubble model is defined with ``${BCE_CASE}/constant/phaseProperties``. We provide templates of this file for population balance modeling (``${BCE_CASE}/constant/phaseProperties_pbe``) and constant diameter modeling (``${BCE_CASE}/constant/phaseProperties_constantd``).
+
+For example, one choose to use the constant diameter model and do
+
+.. code-block:: console
+
+   cd ${BCE_CASE}
+   cp constant/phaseProperties_constantd constant/phaseProperties
+
+Run the solver
+------------
+The solver can be run by executing
+
+.. code-block:: console
+
+   cd ${BCE_CASE}
+   birdmultiphaseEulerFoam
+
+By default, the solver will stop after one timestep because it is a case run as part of the continuous integration. To change this, one can modify ``stopAt`` in ``${BCE_CASE}/system/controlDict``
+
 
  
 

From 3a437c48fc64b8845b677d06c8c0916043ed80bf Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 7 May 2025 15:52:21 -0600
Subject: [PATCH 006/275] add placeholder for future tutorials

---
 docs/source/tutorials.rst | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst
index 1d19efcf..df14a45b 100644
--- a/docs/source/tutorials.rst
+++ b/docs/source/tutorials.rst
@@ -13,3 +13,7 @@ Tutorials
    bubbleColumn.rst
    calibration_normal_beta.rst
    calibration_bsd.rst
+   loopReactor.rst 
+   airlift.rst
+   stirred_tank.rst
+   side_sparger.rst

From 18177ee36748e7525b4627b9d766238fb5f8dff2 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 7 May 2025 15:52:42 -0600
Subject: [PATCH 007/275] placeholder tutorials

---
 docs/source/airlift.rst      | 25 +++++++++++++++++++++++++
 docs/source/loopReactor.rst  | 25 +++++++++++++++++++++++++
 docs/source/side_sparger.rst | 25 +++++++++++++++++++++++++
 docs/source/stirred_tank.rst | 25 +++++++++++++++++++++++++
 4 files changed, 100 insertions(+)
 create mode 100644 docs/source/airlift.rst
 create mode 100644 docs/source/loopReactor.rst
 create mode 100644 docs/source/side_sparger.rst
 create mode 100644 docs/source/stirred_tank.rst

diff --git a/docs/source/airlift.rst b/docs/source/airlift.rst
new file mode 100644
index 00000000..f64d8200
--- /dev/null
+++ b/docs/source/airlift.rst
@@ -0,0 +1,25 @@
+Airlift reactor
+=====
+
+Geometry
+------------
+
+
+Inlet patch
+------------
+ 
+
+Initial conditions
+------------
+
+Setup the bubble model
+------------
+
+Run the solver
+------------
+
+
+ 
+
+
+
diff --git a/docs/source/loopReactor.rst b/docs/source/loopReactor.rst
new file mode 100644
index 00000000..887a9c25
--- /dev/null
+++ b/docs/source/loopReactor.rst
@@ -0,0 +1,25 @@
+Loop reactor
+=====
+
+Geometry
+------------
+
+
+Inlet patch
+------------
+ 
+
+Initial conditions
+------------
+
+Setup the bubble model
+------------
+
+Run the solver
+------------
+
+
+ 
+
+
+
diff --git a/docs/source/side_sparger.rst b/docs/source/side_sparger.rst
new file mode 100644
index 00000000..8e948ed2
--- /dev/null
+++ b/docs/source/side_sparger.rst
@@ -0,0 +1,25 @@
+Side sparger in bubble column
+=====
+
+Geometry
+------------
+
+
+Inlet patch
+------------
+ 
+
+Initial conditions
+------------
+
+Setup the bubble model
+------------
+
+Run the solver
+------------
+
+
+ 
+
+
+
diff --git a/docs/source/stirred_tank.rst b/docs/source/stirred_tank.rst
new file mode 100644
index 00000000..db8177fc
--- /dev/null
+++ b/docs/source/stirred_tank.rst
@@ -0,0 +1,25 @@
+Stirred-tank reactor
+=====
+
+Geometry
+------------
+
+
+Inlet patch
+------------
+ 
+
+Initial conditions
+------------
+
+Setup the bubble model
+------------
+
+Run the solver
+------------
+
+
+ 
+
+
+

From 7ce21b22911a88435f6a3788521a192ee05646b8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 7 May 2025 15:54:41 -0600
Subject: [PATCH 008/275] add tutorial images

---
 .../tutorials/bubble_column_20L/block_geom.png | Bin 0 -> 29596 bytes
 .../tutorials/bubble_column_20L/bound_geom.png | Bin 0 -> 29547 bytes
 .../tutorials/bubble_column_20L/grading.png    | Bin 0 -> 147580 bytes
 3 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 docs/assets/tutorials/bubble_column_20L/block_geom.png
 create mode 100644 docs/assets/tutorials/bubble_column_20L/bound_geom.png
 create mode 100644 docs/assets/tutorials/bubble_column_20L/grading.png

diff --git a/docs/assets/tutorials/bubble_column_20L/block_geom.png b/docs/assets/tutorials/bubble_column_20L/block_geom.png
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From eb6d84f45ef1b708a3ed4ac7a264185d562e3ee7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 07:58:58 -0600
Subject: [PATCH 009/275] Adress pr comments

---
 docs/source/bubbleColumn.rst | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index d4c1779e..4460edef 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -213,7 +213,7 @@ Now, the inlet must be added to the boundary in place of some of the default wal
 
 Initial conditions
 ------------
-The initial conditions are defined through the ``${BCE_CASE}/0/`` time folder. We provide a premade folder ``${BCE_CASE}/0.orig/``. Two fields, the volume fraction of gas and liquid are essential in a bubble column and are left for the user to define. We typically define them with the ``setFields`` utility in OpenFOAM which looks up the values defined in ``${BCE_CASE}/system/setFieldsDict``. The important part of the file is shown below
+The initial conditions are defined through the ``${BCE_CASE}/0/`` time folder. We provide a pre-made folder ``${BCE_CASE}/0.orig/``. Two fields, the volume fraction of gas (``alpha.gas``) and liquid (``alpha.liquid``) are essential in a bubble column and are left for the user to define. We typically define them with the ``setFields`` utility in OpenFOAM which looks up the values defined in ``${BCE_CASE}/system/setFieldsDict``. The important part of the file is shown below
 
 .. code-block:: txt
 
@@ -248,7 +248,7 @@ In the end, the initial conditions are defined by running
 
 Mesh post-treatment 2
 ------------
-At this point, the reactor can still be post treated. We can, for example, ensure that the liquid volume is 20L by doing 
+At this point, the reactor can still be post-treated. We can, for example, ensure that the liquid volume is 20L by doing 
 
 .. code-block:: console
 
@@ -259,8 +259,8 @@ Global variables
 ------------
 Several cases in BiRD adjust the boundary conditions according to the ``${BCE_CASE}/constant/globalVars`` file. This is useful to get a holistic view of the whole case setup. In this case, ``globalVars`` defines ``uGasPhase`` which is used as an inlet boundary condition in ``${BCE_CASE}/0.orig/U.gas``.
 
-In practice, the gas velocity is set using a ``VVM`` which can result in different gas velocity depending on the size of the inlet or the size of the reactor. This is shown in ``globalVars_temp`` and ``globalVars`` as  ``uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";``.
-Crucially, one needs to set ``liqVol`` (total volume of liquid in m3) and ``inletA`` (inlet area in m2) correctly. This can be done using a mix of OpenFOAM utilities (to get the ``inletA`` value) and BiRD utilities (to get the ``liqVol`` value). The script ``writeGlobalVars.py`` reads the erroneous ``globalVars_temp`` and writes the correct ``globalVars`` with the appropriate ``liqVol`` and ``inletA``.
+In practice, the gas velocity is set using a vessel-volume-per-minute (or ``VVM`` in ``globalsVars``) which can result in different gas velocity depending on the size of the inlet or the size of the reactor. This is shown in ``globalVars_temp`` and ``globalVars`` as  ``uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";``.
+Crucially, one needs to set ``liqVol`` (total volume of liquid in m3) and ``inletA`` (inlet area in m2) correctly. This can be done using a mix of OpenFOAM utilities (to get the ``inletA`` value) and BiRD utilities (to get the ``liqVol`` value). The script ``${BCE_CASE}/writeGlobalVars.py`` reads the erroneous ``globalVars_temp`` and writes the correct ``globalVars`` with the appropriate ``liqVol`` and ``inletA``.
 
 
 This step can be done as
@@ -273,6 +273,8 @@ This step can be done as
    writeMeshObj
    python writeGlobalVars.py
 
+The ``globalVars`` file is also used to set up gas composition through the mass fractions. In this case, ``f_O2`` and ``f_N2`` are set through ``globalVars`` and are used to set the inlet boundary conditions in ``0.orig/O2.gas`` and ``0.orig/N2.gas``.
+
 
 Setup the bubble model
 ------------

From 62c9bee96f42f68dd09aa99fb98c27bf8ed660b9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 08:28:08 -0600
Subject: [PATCH 010/275] get rid of spaces when setting the path var

---
 docs/source/bubbleColumn.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 4460edef..cbe9c01b 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -6,8 +6,8 @@ This tutorial demonstrates how to run a basic bubble column reactor case. The tu
 .. code-block:: console
 
    conda activate bird
-   BIRD_HOME = `python -c "import bird; print(bird.BIRD_DIR)"`
-   BCE_CASE = ${BIRD_HOME}/../tutorial_cases/bubble_column_20L
+   BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+   BCE_CASE=${BIRD_HOME}/../tutorial_cases/bubble_column_20L
 
 The tutorial is located under ``${BCE_CASE}``
 

From 8dc0240e6b9430e3e974a50380520465c70aa85a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 08:32:58 -0600
Subject: [PATCH 011/275] typo in inlet size

---
 docs/source/bubbleColumn.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index cbe9c01b..70d0aa2c 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -176,7 +176,7 @@ Inlet patch
 
 BiRD makes the generation of patches easy through the generation of ``.stl`` files that be used to define a patch in OpenFOAM.
 
-Here, we would like to create a circular sparger centered on (x,y,z)=(0,0,0), and of radius 0.2 mm, with a normal face along the y-direction
+Here, we would like to create a circular sparger centered on (x,y,z)=(0,0,0), and of radius 0.2 m, with a normal face along the y-direction
 Recall that we scaled our mesh so the outer radius of the column is now 0.360m, and not 360m
 
 The inlet patch geometry is defined in ``${BCE_CASE}/system/inlets_outlets.json`` as 

From ebe9426b782a2f9f7198b5fc8312560cbd5b06b6 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 08:35:24 -0600
Subject: [PATCH 012/275] rogue quotes

---
 docs/source/bubbleColumn.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 70d0aa2c..8ac9d387 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -11,7 +11,7 @@ This tutorial demonstrates how to run a basic bubble column reactor case. The tu
 
 The tutorial is located under ``${BCE_CASE}``
 
-This is a code-along tutorial, and the steps are shown in order of how one would go about setting up a case. The reader can execute the command in the order shown here
+This is a code-along tutorial, and the steps are shown in order of how one would go about setting up a case. The reader can execute the commands in the order shown below
 
 To simply run the entire tutorial, do:
 
@@ -64,7 +64,7 @@ Those numbers describes the coordinates of the cylindrical blocks. Using the blo
       :align: center
       :alt: Schematic of the block cylindrical geometry
 
-Note that the first radial number ``"column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate (275/2=137.5). The second radial block is the outer-shell of the pillow. 
+Note that the first radial number ``column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate (275/2=137.5). The second radial block is the outer-shell of the pillow. 
 
 Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`
 

From df43184274440d61ad967d43bcce262e82db3ed7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 08:49:42 -0600
Subject: [PATCH 013/275] fixing typos and making the tutorial math pretty

---
 docs/source/bubbleColumn.rst | 24 +++++++++++++-----------
 1 file changed, 13 insertions(+), 11 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 8ac9d387..f47bd300 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -64,11 +64,11 @@ Those numbers describes the coordinates of the cylindrical blocks. Using the blo
       :align: center
       :alt: Schematic of the block cylindrical geometry
 
-Note that the first radial number ``column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate (275/2=137.5). The second radial block is the outer-shell of the pillow. 
+Note that the first radial number ``column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate :math:`(275/2=137.5)`. The second radial block is the outer-shell of the pillow. 
 
 Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`
 
-The coordinate are shown in the figure above in radial coordinates but OpenFOAM only uses cartesian coordinates. The radial coordinates are transformed in ``(x,y)`` cartesian coordinate for you. The longitudinal coordinate always matches the ``z`` cartesian coordinate. In our present case, we want the bubble column axis of revolution to be along the y-direction (not z). We will show in :ref:`Mesh post-treatment<posttreat_bce>`
+The coordinate are shown in the figure above in radial coordinates but OpenFOAM only uses cartesian coordinates. The radial coordinates are transformed in :math:`(x,y)` cartesian coordinate for you. The longitudinal coordinate always matches the :math:`z` cartesian coordinate. In our present case, we want the bubble column axis of revolution to be along the :math:`y`-direction (not :math:`z`). We will show in :ref:`Mesh post-treatment<posttreat_bce>`
 
 Boundaries
 ~~~~~~~~~~~
@@ -97,7 +97,7 @@ Here, ``outlet`` contains the face of three blocks. First is the face boundary b
       :alt: Schematic of the boundary
 
 
-To finish defining the boundaries of the bubble column, we would need to define the outer walls and the inlet. We do not define any other boundaries for now and BiRD automatically sets non-defined patches as walls. We will show how to set the inlet boundary in the next sections.
+To finish defining the boundaries of the bubble column, we would need to define the outer walls and the inlet. We do not define any other boundaries for now and BiRD automatically sets non-defined patches as walls. We will show how to set the inlet boundary in :ref:`Inlet path<inletpatch_bce>`.
 
 Mesh
 ~~~~~~~~~~~
@@ -109,7 +109,7 @@ The meshing is defined based on ``Meshing`` in ``${BCE_CASE}/system/mesh.json``
            "NRSmallest": 4,
            "NVertSmallest": 12,
 
-The size of the radial mesh is defined using ``NRSmallest``. It denotes the number of mesh point through the smallest radial block. Blocks at R=0 have radial size 137.5, at R=1 have size 275-137.5=137.5, and at R=2 have size 360-275=85. So 4 mesh points will be used to mesh the radial blocks at R=2. 
+The size of the radial mesh is defined using ``NRSmallest``. It denotes the number of mesh point through the smallest radial block. Blocks at :math:`R=0` (where :math:`R` is the radial index of the block shown in the block diagrams above) have radial size :math:`137.5`, at :math:`R=1` have size :math:`275-137.5=137.5`, and at :math:`R=2` have size :math:`360-275=85`. The smallest radial block is at :math:`R=2`, so 4 mesh points will be used to mesh the radial blocks at :math:`R=2`. 
 
 Starting from this number, the number of points in the other radial blocks will be adjusted based on the size of the blocks, to make sure that the mesh size is constant radially. We refer to these numbers as the *base mesh numbers*.
 
@@ -135,7 +135,7 @@ The ratios denote the how the base mesh numbers should be altered. By default, n
 
 In the radial direction, no coarsening or refinement is done in the first two blocks. For the third one, the default setting is used (no coarsening). We recommend to avoid coarsening or refining in the radial direction at the moment: this feature is rarely used and would be prone to bugs.
 
-In the vertical direction, no coarsening is used, except for the first block. In the first block, we reduce the number of mesh points compared to the base mesh by a factor ``0.5``. The mesh size is adjusted using a grading so that a smooth mesh size transition is achieved. The ``direction`` and ``directionRef`` should always be opposite signs. The ``directionRef`` denotes where to look to define a smooth transition. Here, ``directionRef : "-"`` so mesh size to achieve at the bottom of the block should match the size of the mesh in block below. Here is this what we want, because the first vertical block is meshing the headspace, and less and less resolution is needed as z increases.
+In the vertical direction, no coarsening is used, except for the first block. In the first block, we reduce the number of mesh points compared to the base mesh by a factor ``0.5``. The mesh size is adjusted using a grading so that a smooth mesh size transition is achieved. The ``direction`` and ``directionRef`` should always be opposite signs. The ``directionRef`` denotes where to look to define a smooth transition. Here, ``directionRef : "-"`` so mesh size to achieve at the bottom of the block should match the size of the mesh in block below. This what we want, because the first vertical block is meshing the headspace, and less and less resolution is needed as :math:`z` increases.
 
 The resulting mesh looks as the picture below. The white line denotes the boundary between the first and the second vertical (also called longitudinal) block.
 
@@ -158,26 +158,28 @@ Once ``blockMeshDict`` is generated, the mesh can be constructed using the ``blo
 
    blockMesh -dict system/blockMeshDict
 
-As mentioned earlier, one might want to define the axis of revolution of the column along the y direction, in which case, one can use
+As mentioned earlier, one might want to define the axis of revolution of the column along the :math:`y` direction, in which case, one can use
 
 .. code-block:: console
 
    transformPoints "rotate=((0 0 1) (0 1 0))"
 
-Finally, one might want to convert the units into mm, which can be done as 
+Finally, one might want to convert the units from :math:`m` into :math:`mm` , which can be done as 
 
 .. code-block:: console
 
    transformPoints "scale=(0.001 0.001 0.001)"
 
 
+.. _inletpatch_bce:
+
 Inlet patch
 ------------
 
 BiRD makes the generation of patches easy through the generation of ``.stl`` files that be used to define a patch in OpenFOAM.
 
-Here, we would like to create a circular sparger centered on (x,y,z)=(0,0,0), and of radius 0.2 m, with a normal face along the y-direction
-Recall that we scaled our mesh so the outer radius of the column is now 0.360m, and not 360m
+Here, we would like to create a circular sparger centered on :math:`(x,y,z)=(0,0,0)`, and of radius :math:`0.2 m`, with a normal face along the y-direction
+Recall that we scaled our mesh so the outer radius of the column is now :math:`0.360m`, and not :math:`360m`.
 
 The inlet patch geometry is defined in ``${BCE_CASE}/system/inlets_outlets.json`` as 
 
@@ -236,7 +238,7 @@ The initial conditions are defined through the ``${BCE_CASE}/0/`` time folder. W
        }
    );
 
-Here, everything below y=7m is (almost) pure liquid and the rest (``defaultFieldValues``) is (almost) pure gas. 
+Here, everything below :math:`y=7m` is (almost) pure liquid and the rest (``defaultFieldValues``) is (almost) pure gas. 
 
 In the end, the initial conditions are defined by running
 
@@ -260,7 +262,7 @@ Global variables
 Several cases in BiRD adjust the boundary conditions according to the ``${BCE_CASE}/constant/globalVars`` file. This is useful to get a holistic view of the whole case setup. In this case, ``globalVars`` defines ``uGasPhase`` which is used as an inlet boundary condition in ``${BCE_CASE}/0.orig/U.gas``.
 
 In practice, the gas velocity is set using a vessel-volume-per-minute (or ``VVM`` in ``globalsVars``) which can result in different gas velocity depending on the size of the inlet or the size of the reactor. This is shown in ``globalVars_temp`` and ``globalVars`` as  ``uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";``.
-Crucially, one needs to set ``liqVol`` (total volume of liquid in m3) and ``inletA`` (inlet area in m2) correctly. This can be done using a mix of OpenFOAM utilities (to get the ``inletA`` value) and BiRD utilities (to get the ``liqVol`` value). The script ``${BCE_CASE}/writeGlobalVars.py`` reads the erroneous ``globalVars_temp`` and writes the correct ``globalVars`` with the appropriate ``liqVol`` and ``inletA``.
+Crucially, one needs to set ``liqVol`` (total volume of liquid in :math:`m^3`) and ``inletA`` (inlet area in :math:`m^2`) correctly. This can be done using a mix of OpenFOAM utilities (to get the ``inletA`` value) and BiRD utilities (to get the ``liqVol`` value). The script ``${BCE_CASE}/writeGlobalVars.py`` reads the erroneous ``globalVars_temp`` and writes the correct ``globalVars`` with the appropriate ``liqVol`` and ``inletA``.
 
 
 This step can be done as

From feaf52209b1d6b6107ffce9df99c139a3c6890cd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 14:44:22 -0600
Subject: [PATCH 014/275] add the modifs from will

---
 docs/source/bubbleColumn.rst | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index f47bd300..8d4597df 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -66,9 +66,9 @@ Those numbers describes the coordinates of the cylindrical blocks. Using the blo
 
 Note that the first radial number ``column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate :math:`(275/2=137.5)`. The second radial block is the outer-shell of the pillow. 
 
-Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`
+Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`).
 
-The coordinate are shown in the figure above in radial coordinates but OpenFOAM only uses cartesian coordinates. The radial coordinates are transformed in :math:`(x,y)` cartesian coordinate for you. The longitudinal coordinate always matches the :math:`z` cartesian coordinate. In our present case, we want the bubble column axis of revolution to be along the :math:`y`-direction (not :math:`z`). We will show in :ref:`Mesh post-treatment<posttreat_bce>`
+The coordinate are shown in the figure above in radial coordinates but OpenFOAM only uses cartesian coordinates. The radial coordinates are transformed in :math:`(x,y)` cartesian coordinate for you. The longitudinal coordinate always matches the :math:`z` cartesian coordinate. In our present case, we want the bubble column axis of revolution to be along the :math:`y`-direction (not :math:`z`). We will show in :ref:`Mesh post-treatment<posttreat_bce>`.
 
 Boundaries
 ~~~~~~~~~~~
@@ -164,7 +164,7 @@ As mentioned earlier, one might want to define the axis of revolution of the col
 
    transformPoints "rotate=((0 0 1) (0 1 0))"
 
-Finally, one might want to convert the units from :math:`m` into :math:`mm` , which can be done as 
+Finally, one might want to convert the units from :math:`mm` into :math:`m` , which can be done as 
 
 .. code-block:: console
 
@@ -176,10 +176,10 @@ Finally, one might want to convert the units from :math:`m` into :math:`mm` , wh
 Inlet patch
 ------------
 
-BiRD makes the generation of patches easy through the generation of ``.stl`` files that be used to define a patch in OpenFOAM.
+BiRD makes the generation of patches easy through the generation of ``.stl`` files that will be used to define a patch in OpenFOAM.
 
-Here, we would like to create a circular sparger centered on :math:`(x,y,z)=(0,0,0)`, and of radius :math:`0.2 m`, with a normal face along the y-direction
-Recall that we scaled our mesh so the outer radius of the column is now :math:`0.360m`, and not :math:`360m`.
+Here, we would like to create a circular sparger centered on :math:`(x,y,z)=(0,0,0)`, and of radius :math:`0.2` m, with a normal face along the :math:`y`-direction
+Recall that we scaled our mesh so the outer radius of the column is now :math:`0.360` m, and not :math:`360` m.
 
 The inlet patch geometry is defined in ``${BCE_CASE}/system/inlets_outlets.json`` as 
 

From 569f79e63636df26bca0b556b080e4db63fc6b44 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 8 May 2025 15:41:42 -0600
Subject: [PATCH 015/275] addressing will's comments

---
 .../bubble_column_20L/inlet_patch.png         | Bin 0 -> 435412 bytes
 .../tutorials/bubble_column_20L/stl_inlet.png | Bin 0 -> 148075 bytes
 docs/source/bubbleColumn.rst                  |  31 ++++++++++++++++--
 3 files changed, 29 insertions(+), 2 deletions(-)
 create mode 100644 docs/assets/tutorials/bubble_column_20L/inlet_patch.png
 create mode 100644 docs/assets/tutorials/bubble_column_20L/stl_inlet.png

diff --git a/docs/assets/tutorials/bubble_column_20L/inlet_patch.png b/docs/assets/tutorials/bubble_column_20L/inlet_patch.png
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HcmV?d00001

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 8d4597df..012017f4 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -86,7 +86,11 @@ The boundary conditions are described in ``${BCE_CASE}/system/topology.json`` an
    }
 
 
-Here, ``outlet`` contains the face of three blocks. First is the face boundary between the block ``(Lmin=0, Rmin=0)`` and the block ``(Lmax=1, Rmax=0)``, where ``Lmin`` and ``Lmax`` denote the index of the longitudinal blocks, and ``Rmin`` and ``Rmax`` denote the index of the radial blocks. This face is shown in orange below. Second (in red) is the face boundary between the block ``(Lmin=0, Rmin=1)`` and the block ``(Lmax=1, Rmax=1)``. Third (in blue) is the face boundary between the block ``(Lmin=0, Rmin=2)`` and the block ``(Lmax=1, Rmax=2)``.
+The snippet above defines ``outlet`` as the concatenation of 3 faces of cylindrical blocks. The blocks faces are defined by a pair of block: a ``min`` block and a ``max`` block. Each one of the blocks is defined by its radial index (``Rmin`` or ``Rmax``) and its longitudinal index (``Lmin`` or ``Lmax``). In the bubble column case, the three block faces that define the outlet are
+ 
+1. The boundary between the block ``(Lmin=0, Rmin=0)`` and the block ``(Lmax=1, Rmax=0)``
+2. The boundary between the block ``(Lmin=0, Rmin=1)`` and the block ``(Lmax=1, Rmax=1)``
+3. The boundary between the block ``(Lmin=0, Rmin=2)`` and the block ``(Lmax=1, Rmax=2)``
 
 
 .. container:: figures-bound-geom-bce
@@ -176,7 +180,8 @@ Finally, one might want to convert the units from :math:`mm` into :math:`m` , wh
 Inlet patch
 ------------
 
-BiRD makes the generation of patches easy through the generation of ``.stl`` files that will be used to define a patch in OpenFOAM.
+BiRD allows for the generation of complex patches through the generation of ``.stl`` files that describe the patch geometry. 
+Note that we could have generated the outlet patch with another stl file (we do it in the case of the loop reactor tutorial). Here, since the outlet can be simply defined as an entire block cyclindrical face, we prefer to define it that way. In the case of the inlet, only part of a block cyclindrical face is the inlet, and it is more convenient to use the ``.stl`` approach.
 
 Here, we would like to create a circular sparger centered on :math:`(x,y,z)=(0,0,0)`, and of radius :math:`0.2` m, with a normal face along the :math:`y`-direction
 Recall that we scaled our mesh so the outer radius of the column is now :math:`0.360` m, and not :math:`360` m.
@@ -197,6 +202,15 @@ The following command generates ``inlets.stl``
 
    python ${BIRD_HOME}/../applications/write_stl_patch.py -i system/inlets_outlets.json
 
+One can visualize the inlet STL patch with Paraview and see that it indeed contains 50 triangles, and that its normal is the :math:`y`-direction.
+ 
+.. container:: figures-stlin-bce
+
+   .. figure:: ../assets/tutorials/bubble_column_20L/stl_inlet.png
+      :width: 50%
+      :align: center
+      :alt: Illustration of the inlet .stl
+
 
 Now, the inlet must be added to the boundary in place of some of the default wall patches. This can be done using OpenFOAM utilities. By default, OpenFOAM names the patch after the ``.stl`` filename. We can change that using ``sed``. In the end, the new patch is created as 
 
@@ -211,6 +225,19 @@ Now, the inlet must be added to the boundary in place of some of the default wal
    cp ${BCE_CASE}/constant/polyMesh/boundary /tmp
    sed -i -e 's/inlets\.stl/inlet/g' /tmp/boundary
    cat /tmp/boundary > constant/polyMesh/boundary
+
+At this point, you can visualize the inlet patch in paraview. The figure below shows the inlet patch in red. One can see that the inlet patch only approximately matches the stl file. In most applications, this amount of approximation is acceptable. If it is not one could
+
+1. modify the block-cylindrical mesh and make sure that the inlet exactly matches an ensemble of block cylindrical faces. Then one defines the inlet patch similarly to the way the outlet patch was constructed. This allows for a very close match to the .stl
+
+2. If 1. is not possible because the sparger geometry is complex, one could use a finer mesh to allow for a close match between the stl and inlet patch.
+
+.. container:: figures-stlin-bce
+
+   .. figure:: ../assets/tutorials/bubble_column_20L/inlet_patch.png
+      :width: 50%
+      :align: center
+      :alt: Illustration of the inlet .stl
  
 
 Initial conditions

From c6c80c7be95d540f93f875a537d8d807e6109d04 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 9 May 2025 09:38:41 -0600
Subject: [PATCH 016/275] explicit that coordinates are in meters

---
 docs/source/bubbleColumn.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 012017f4..b41c730c 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -64,8 +64,11 @@ Those numbers describes the coordinates of the cylindrical blocks. Using the blo
       :align: center
       :alt: Schematic of the block cylindrical geometry
 
+
 Note that the first radial number ``column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate :math:`(275/2=137.5)`. The second radial block is the outer-shell of the pillow. 
 
+By default, the coordinates of the block cyclindrical geometry are in meters. In this case, the intention was to indicate milimeters instead. This will be handled during the :ref:`Mesh post-treatment<posttreat_bce>` below.
+
 Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`).
 
 The coordinate are shown in the figure above in radial coordinates but OpenFOAM only uses cartesian coordinates. The radial coordinates are transformed in :math:`(x,y)` cartesian coordinate for you. The longitudinal coordinate always matches the :math:`z` cartesian coordinate. In our present case, we want the bubble column axis of revolution to be along the :math:`y`-direction (not :math:`z`). We will show in :ref:`Mesh post-treatment<posttreat_bce>`.

From 016f9e0a0aa46ee4075269d85df58cd1377dd777 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 9 May 2025 09:41:52 -0600
Subject: [PATCH 017/275] fix enumeration format

---
 docs/source/bubbleColumn.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index b41c730c..cf67974b 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -91,9 +91,9 @@ The boundary conditions are described in ``${BCE_CASE}/system/topology.json`` an
 
 The snippet above defines ``outlet`` as the concatenation of 3 faces of cylindrical blocks. The blocks faces are defined by a pair of block: a ``min`` block and a ``max`` block. Each one of the blocks is defined by its radial index (``Rmin`` or ``Rmax``) and its longitudinal index (``Lmin`` or ``Lmax``). In the bubble column case, the three block faces that define the outlet are
  
-1. The boundary between the block ``(Lmin=0, Rmin=0)`` and the block ``(Lmax=1, Rmax=0)``
-2. The boundary between the block ``(Lmin=0, Rmin=1)`` and the block ``(Lmax=1, Rmax=1)``
-3. The boundary between the block ``(Lmin=0, Rmin=2)`` and the block ``(Lmax=1, Rmax=2)``
+#. 1. The boundary between the block ``(Lmin=0, Rmin=0)`` and the block ``(Lmax=1, Rmax=0)``
+#. 2. The boundary between the block ``(Lmin=0, Rmin=1)`` and the block ``(Lmax=1, Rmax=1)``
+#. 3. The boundary between the block ``(Lmin=0, Rmin=2)`` and the block ``(Lmax=1, Rmax=2)``
 
 
 .. container:: figures-bound-geom-bce
@@ -231,9 +231,9 @@ Now, the inlet must be added to the boundary in place of some of the default wal
 
 At this point, you can visualize the inlet patch in paraview. The figure below shows the inlet patch in red. One can see that the inlet patch only approximately matches the stl file. In most applications, this amount of approximation is acceptable. If it is not one could
 
-1. modify the block-cylindrical mesh and make sure that the inlet exactly matches an ensemble of block cylindrical faces. Then one defines the inlet patch similarly to the way the outlet patch was constructed. This allows for a very close match to the .stl
+#. 1. modify the block-cylindrical mesh and make sure that the inlet exactly matches an ensemble of block cylindrical faces. Then one defines the inlet patch similarly to the way the outlet patch was constructed. This allows for a very close match to the .stl
 
-2. If 1. is not possible because the sparger geometry is complex, one could use a finer mesh to allow for a close match between the stl and inlet patch.
+#. 2. If 1. is not possible because the sparger geometry is complex, one could use a finer mesh to allow for a close match between the stl and inlet patch.
 
 .. container:: figures-stlin-bce
 

From 32650634ca24e88f57891b969fcb75b71cfa5f53 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 13 May 2025 16:30:59 -0600
Subject: [PATCH 018/275] fix mixing writing

---
 bird/preprocess/dynamic_mixer/io_fvModels.py  | 26 ++++++++++++-------
 .../dynamic_mixer/mixing_fvModels.py          | 12 ++++++---
 bird/preprocess/stl_patch/stl_bc.py           |  2 +-
 3 files changed, 27 insertions(+), 13 deletions(-)

diff --git a/bird/preprocess/dynamic_mixer/io_fvModels.py b/bird/preprocess/dynamic_mixer/io_fvModels.py
index f41b701d..6d405984 100644
--- a/bird/preprocess/dynamic_mixer/io_fvModels.py
+++ b/bird/preprocess/dynamic_mixer/io_fvModels.py
@@ -42,18 +42,26 @@ def write_preamble(output_folder):
         f.write("\t\tconst volVectorField& UL =\n")
         f.write('\t\t\tmesh().lookupObject<volVectorField>("U.liquid");\n')
         f.write("\t\tdouble pi=3.141592654;\n")
+        f.write(f"\t\tdouble source_pt_x;\n")
+        f.write(f"\t\tdouble source_pt_y;\n")
+        f.write(f"\t\tdouble source_pt_z;\n")
+        f.write(f"\t\tdouble disk_rad;\n")
+        f.write("\t\tdouble disk_area;\n")
+        f.write(f"\t\tdouble power;\n")
+        f.write(f"\t\tdouble smear_factor;\n")
+        f.write(f"\t\tdouble startTime;\n")
 
 
 def write_mixer(mixer, output_folder):
     with open(os.path.join(output_folder, "fvModels"), "a+") as f:
-        f.write(f"\t\tdouble source_pt_x={mixer.x};\n")
-        f.write(f"\t\tdouble source_pt_y={mixer.y};\n")
-        f.write(f"\t\tdouble source_pt_z={mixer.z};\n")
-        f.write(f"\t\tdouble disk_rad={mixer.rad};\n")
-        f.write("\t\tdouble disk_area=pi*disk_rad*disk_rad;\n")
-        f.write(f"\t\tdouble power={mixer.power};\n")
-        f.write(f"\t\tdouble smear_factor={float(mixer.smear)};\n")
-        f.write(f"\t\tconst scalar startTime = {mixer.start_time};\n")
+        f.write(f"\t\tsource_pt_x={mixer.x};\n")
+        f.write(f"\t\tsource_pt_y={mixer.y};\n")
+        f.write(f"\t\tsource_pt_z={mixer.z};\n")
+        f.write(f"\t\tdisk_rad={mixer.rad};\n")
+        f.write("\t\tdisk_area=pi*disk_rad*disk_rad;\n")
+        f.write(f"\t\tpower={mixer.power};\n")
+        f.write(f"\t\tsmear_factor={float(mixer.smear)};\n")
+        f.write(f"\t\tstartTime = {mixer.start_time};\n")
         f.write("\t\tif (time.value() > startTime)\n")
         f.write("\t\t{\n")
         f.write("\t\t\t// Get V1\n")
@@ -61,7 +69,7 @@ def write_mixer(mixer, output_folder):
         f.write("\t\t\tdouble V1 = 0;\n")
         f.write("\t\t\tdouble V2 = 0;\n")
         f.write("\t\t\tdouble rhoV;\n")
-        f.write("\t\t\tdouble dist_tol = disk_rad*5;\n")
+        f.write("\t\t\tdouble dist_tol = disk_rad*3;\n")
         f.write("\n")
         f.write("\t\t\tdouble dist_n;\n")
         f.write("\t\t\tdouble upV = 0;\n")
diff --git a/bird/preprocess/dynamic_mixer/mixing_fvModels.py b/bird/preprocess/dynamic_mixer/mixing_fvModels.py
index 95eb04f6..146fc510 100644
--- a/bird/preprocess/dynamic_mixer/mixing_fvModels.py
+++ b/bird/preprocess/dynamic_mixer/mixing_fvModels.py
@@ -28,7 +28,7 @@ def check_input(input_dict):
     return mix_type
 
 
-def write_fvModel(input_dict, output_folder="."):
+def write_fvModel(input_dict, output_folder=".", force_sign=False):
     mix_type = check_input(input_dict)
     write_preamble(output_folder)
     if "loop" in mix_type:
@@ -39,13 +39,19 @@ def write_fvModel(input_dict, output_folder="."):
         if mtype == "expl":
             mixer.update_from_expl_dict(input_dict["mixers"][imix])
             if mixer.ready:
-                write_mixer(mixer, output_folder)
+                if force_sign:
+                    write_mixer_force_sign(mixer, output_folder)
+                else:
+                    write_mixer(mixer, output_folder)
         elif mtype == "loop":
             mixer.update_from_loop_dict(
                 input_dict["mixers"][imix], geom_dict, mesh_dict
             )
             if mixer.ready:
-                write_mixer(mixer, output_folder)
+                if force_sign:
+                    write_mixer_force_sign(mixer, output_folder)
+                else:
+                    write_mixer(mixer, output_folder)
 
     write_end(output_folder)
 
diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index 29a96c4c..a14584fa 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -12,7 +12,7 @@ def check_input(input_dict):
     assert isinstance(input_dict, dict)
     need_geom = False
     for bound in input_dict:
-        if not bound == "Geometry":
+        if not bound == "Geometry" and not bound == "Meshing":
             assert isinstance(input_dict[bound], list)
             for patch in input_dict[bound]:
                 assert isinstance(patch, dict)

From c9aa506a1b79084c536e39f5023c07872c12c53b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 19 May 2025 11:48:16 -0600
Subject: [PATCH 019/275] add turbulence model tutorial

---
 docs/source/airlift.rst      |  3 +++
 docs/source/bubbleColumn.rst | 14 +++++++++++---
 docs/source/loopReactor.rst  |  3 +++
 docs/source/side_sparger.rst |  3 +++
 docs/source/stirred_tank.rst |  3 +++
 docs/source/tutorials.rst    |  4 ----
 6 files changed, 23 insertions(+), 7 deletions(-)

diff --git a/docs/source/airlift.rst b/docs/source/airlift.rst
index f64d8200..3147febd 100644
--- a/docs/source/airlift.rst
+++ b/docs/source/airlift.rst
@@ -15,6 +15,9 @@ Initial conditions
 Setup the bubble model
 ------------
 
+Turbulence model
+------------
+
 Run the solver
 ------------
 
diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index cf67974b..74dcd692 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -37,7 +37,7 @@ This command generates the appropriate ``blockMeshDict``
 
 Block geometry
 ~~~~~~~~~~~
-BiRD uses a block cyclindral geometry description (:ref:`Block cylindrical meshing<block_cyl>`). The block description of the geometry is in ``${BCE_CASE}/system/mesh.json`` under the ``Geometry`` key
+BiRD uses a block cylindral geometry description (:ref:`Block cylindrical meshing<block_cyl>`). The block description of the geometry is in ``${BCE_CASE}/system/mesh.json`` under the ``Geometry`` key
 
 .. code-block:: json
 
@@ -67,7 +67,7 @@ Those numbers describes the coordinates of the cylindrical blocks. Using the blo
 
 Note that the first radial number ``column_trans`` is special and results in 2 radial blocks. The first radial block is the square of the pillow-mesh where the edge is half of the first coordinate :math:`(275/2=137.5)`. The second radial block is the outer-shell of the pillow. 
 
-By default, the coordinates of the block cyclindrical geometry are in meters. In this case, the intention was to indicate milimeters instead. This will be handled during the :ref:`Mesh post-treatment<posttreat_bce>` below.
+By default, the coordinates of the block cylindrical geometry are in meters. In this case, the intention was to indicate millimeters instead. This will be handled during the :ref:`Mesh post-treatment<posttreat_bce>` below.
 
 Each one of the cylindrical blocks will be meshed because we are constructing a bubble column. So there is no need for defining one of the blocks as a wall (conversely to the example shown in :ref:`Block cylindrical meshing<block_cyl>`).
 
@@ -184,7 +184,7 @@ Inlet patch
 ------------
 
 BiRD allows for the generation of complex patches through the generation of ``.stl`` files that describe the patch geometry. 
-Note that we could have generated the outlet patch with another stl file (we do it in the case of the loop reactor tutorial). Here, since the outlet can be simply defined as an entire block cyclindrical face, we prefer to define it that way. In the case of the inlet, only part of a block cyclindrical face is the inlet, and it is more convenient to use the ``.stl`` approach.
+Note that we could have generated the outlet patch with another stl file (we do it in the case of the loop reactor tutorial). Here, since the outlet can be simply defined as an entire block cylindrical face, we prefer to define it that way. In the case of the inlet, only part of a block cylindrical face is the inlet, and it is more convenient to use the ``.stl`` approach.
 
 Here, we would like to create a circular sparger centered on :math:`(x,y,z)=(0,0,0)`, and of radius :math:`0.2` m, with a normal face along the :math:`y`-direction
 Recall that we scaled our mesh so the outer radius of the column is now :math:`0.360` m, and not :math:`360` m.
@@ -320,6 +320,14 @@ For example, one choose to use the constant diameter model and do
    cd ${BCE_CASE}
    cp constant/phaseProperties_constantd constant/phaseProperties
 
+Turbulence model
+------------
+
+The turbulence model is set as :math:`k-\varepsilon` in the gas phase and the liquid phase. The turbulence model can be activated through ``${BCE_CASE}/constant/momentumTransport.gas`` for the gas phase and ``${BCE_CASE}/constant/momentumTransport.liquid`` for the liquid phase. 
+
+The boundary conditions for the turbulence model are set in ``0.orig/k.*``, ``0.orig/epsilon.*``, ``0.orig/nut.*``. The inlet boundary values are calculated from freestream turbulence correlations shown in ``constant/globalVars``. For example, ``k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";``. 
+
+
 Run the solver
 ------------
 The solver can be run by executing
diff --git a/docs/source/loopReactor.rst b/docs/source/loopReactor.rst
index 887a9c25..8c737223 100644
--- a/docs/source/loopReactor.rst
+++ b/docs/source/loopReactor.rst
@@ -15,6 +15,9 @@ Initial conditions
 Setup the bubble model
 ------------
 
+Turbulence model
+------------
+
 Run the solver
 ------------
 
diff --git a/docs/source/side_sparger.rst b/docs/source/side_sparger.rst
index 8e948ed2..06cba44c 100644
--- a/docs/source/side_sparger.rst
+++ b/docs/source/side_sparger.rst
@@ -15,6 +15,9 @@ Initial conditions
 Setup the bubble model
 ------------
 
+Turbulence model
+------------
+
 Run the solver
 ------------
 
diff --git a/docs/source/stirred_tank.rst b/docs/source/stirred_tank.rst
index db8177fc..66f56ece 100644
--- a/docs/source/stirred_tank.rst
+++ b/docs/source/stirred_tank.rst
@@ -15,6 +15,9 @@ Initial conditions
 Setup the bubble model
 ------------
 
+Turbulence model
+------------
+
 Run the solver
 ------------
 
diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst
index df14a45b..1d19efcf 100644
--- a/docs/source/tutorials.rst
+++ b/docs/source/tutorials.rst
@@ -13,7 +13,3 @@ Tutorials
    bubbleColumn.rst
    calibration_normal_beta.rst
    calibration_bsd.rst
-   loopReactor.rst 
-   airlift.rst
-   stirred_tank.rst
-   side_sparger.rst

From 99f0742e3c1d3c9534b23852b815329916767f7e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 19 May 2025 11:48:52 -0600
Subject: [PATCH 020/275] add turbulence in gas phase

---
 tutorial_cases/bubble_column_20L/0.orig/epsilon.gas  |  3 ++-
 tutorial_cases/bubble_column_20L/0.orig/k.gas        |  3 ++-
 tutorial_cases/bubble_column_20L/0.orig/nut.gas      | 12 ++++--------
 tutorial_cases/bubble_column_20L/0.orig/nut.liquid   |  4 +++-
 tutorial_cases/bubble_column_20L/constant/globalVars |  2 ++
 .../bubble_column_20L/constant/globalVars_temp       |  2 ++
 6 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/tutorial_cases/bubble_column_20L/0.orig/epsilon.gas b/tutorial_cases/bubble_column_20L/0.orig/epsilon.gas
index 09a52d7f..dfeb30b0 100644
--- a/tutorial_cases/bubble_column_20L/0.orig/epsilon.gas
+++ b/tutorial_cases/bubble_column_20L/0.orig/epsilon.gas
@@ -34,7 +34,8 @@ boundaryField
 
     defaultFaces
     {
-        type            zeroGradient;
+        type            epsilonWallFunction;
+        value           $internalField;
     }
 
 }
diff --git a/tutorial_cases/bubble_column_20L/0.orig/k.gas b/tutorial_cases/bubble_column_20L/0.orig/k.gas
index 4a3d44ca..c5d6f1fb 100644
--- a/tutorial_cases/bubble_column_20L/0.orig/k.gas
+++ b/tutorial_cases/bubble_column_20L/0.orig/k.gas
@@ -36,7 +36,8 @@ boundaryField
 
     defaultFaces
     {
-        type            zeroGradient;
+        type            kqRWallFunction;
+        value           $internalField;
     }
 }
 
diff --git a/tutorial_cases/bubble_column_20L/0.orig/nut.gas b/tutorial_cases/bubble_column_20L/0.orig/nut.gas
index ba16dd4c..1e32e6e0 100644
--- a/tutorial_cases/bubble_column_20L/0.orig/nut.gas
+++ b/tutorial_cases/bubble_column_20L/0.orig/nut.gas
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 2 -1 0 0 0 0];
 
-internalField   uniform 1e-8;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $nut_inlet_gas;
 
 boundaryField
 {
@@ -33,16 +35,10 @@ boundaryField
 
     defaultFaces
     {
-        //type            nutkWallFunction;
-        //value           $internalField;
-        type            calculated;
+        type            nutkWallFunction;
         value           $internalField;
     }
 
-    // defaultFaces
-    // {
-    //     type            empty;
-    // }
 }
 
 // ************************************************************************* //
diff --git a/tutorial_cases/bubble_column_20L/0.orig/nut.liquid b/tutorial_cases/bubble_column_20L/0.orig/nut.liquid
index 1442e07f..e197d74f 100644
--- a/tutorial_cases/bubble_column_20L/0.orig/nut.liquid
+++ b/tutorial_cases/bubble_column_20L/0.orig/nut.liquid
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 2 -1 0 0 0 0];
 
-internalField   uniform 1e-4;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $nut_inlet_liq;
 
 boundaryField
 {
diff --git a/tutorial_cases/bubble_column_20L/constant/globalVars b/tutorial_cases/bubble_column_20L/constant/globalVars
index 4cb668c3..8d745c68 100644
--- a/tutorial_cases/bubble_column_20L/constant/globalVars
+++ b/tutorial_cases/bubble_column_20L/constant/globalVars
@@ -87,3 +87,5 @@ eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale *
 eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
 omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
 omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
+nut_inlet_gas #calc "0.09 * Foam::pow(($k_inlet_gas), 2) / $eps_inlet_gas";
+nut_inlet_liq #calc "0.09 * Foam::pow(($k_inlet_liq), 2) / $eps_inlet_liq";
diff --git a/tutorial_cases/bubble_column_20L/constant/globalVars_temp b/tutorial_cases/bubble_column_20L/constant/globalVars_temp
index 1e219071..2e3dfeb8 100644
--- a/tutorial_cases/bubble_column_20L/constant/globalVars_temp
+++ b/tutorial_cases/bubble_column_20L/constant/globalVars_temp
@@ -87,3 +87,5 @@ eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale *
 eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
 omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
 omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
+nut_inlet_gas #calc "0.09 * Foam::pow(($k_inlet_gas), 2) / $eps_inlet_gas";
+nut_inlet_liq #calc "0.09 * Foam::pow(($k_inlet_liq), 2) / $eps_inlet_liq";

From f654449fea6150a6d745423d166f2405aa3dbf99 Mon Sep 17 00:00:00 2001
From: Malik Hassanaly <mhassana@kl3.head.cm.kestrel.hpc.nrel.gov>
Date: Tue, 20 May 2025 12:52:57 -0600
Subject: [PATCH 021/275] add remove zero option

---
 bird/utilities/ofio.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 503780fc..a8cd223f 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -129,13 +129,16 @@ def readSizeGroups(file):
     return sizeGroup, binGroup
 
 
-def getCaseTimes(casePath):
+def getCaseTimes(casePath, remove_zero=False):
     # Read Time
     times_tmp = os.listdir(casePath)
     # remove non floats
     for i, entry in reversed(list(enumerate(times_tmp))):
         try:
             a = float(entry)
+            if remove_zero:
+                if abs(a) < 1e-12:
+                    _ = times_tmp.pop(i)
         except ValueError:
             print(f"{entry} not a time folder, removing")
             a = times_tmp.pop(i)

From 5c5347cc5fec43b29c5f95e04fac599f0f7ca185 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 20 May 2025 14:12:17 -0600
Subject: [PATCH 022/275] update pypi v

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 3afce8fc..75d8e719 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.18"
+__version__ = "0.0.19"

From 68a360fa0eb71f4273d1b7e3a36426c2fb60905c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 21 May 2025 09:35:25 -0600
Subject: [PATCH 023/275] template case and utilities to move spargers

---
 applications/sparger_placement_opt.py         |  17 +
 bird/__init__.py                              |   1 +
 bird/preprocess/json_gen/design_io.py         |  85 ++
 bird/preprocess/json_gen/generate_designs.py  | 531 +++++++++++++
 .../.vim/.netrwhist                           |   3 +
 .../0.orig/CO2.gas                            |  47 ++
 .../0.orig/CO2.liquid                         |  42 +
 .../0.orig/H2.gas                             |  47 ++
 .../0.orig/H2.liquid                          |  42 +
 .../0.orig/N2.gas                             |  47 ++
 .../0.orig/T.gas                              |  44 ++
 .../0.orig/T.liquid                           |  43 +
 .../0.orig/U.gas                              |  47 ++
 .../0.orig/U.liquid                           |  46 ++
 .../0.orig/Ydefault.gas                       |  42 +
 .../0.orig/Ydefault.liquid                    |  42 +
 .../0.orig/alpha.gas                          |  43 +
 .../0.orig/alpha.liquid                       |  40 +
 .../0.orig/alphat.gas                         |  46 ++
 .../0.orig/alphat.liquid                      |  44 ++
 .../0.orig/epsilon.gas                        |  48 ++
 .../0.orig/epsilon.liquid                     |  43 +
 .../0.orig/f.gas                              |  41 +
 .../0.orig/k.gas                              |  43 +
 .../0.orig/k.liquid                           |  44 ++
 .../0.orig/nut.gas                            |  48 ++
 .../0.orig/nut.liquid                         |  43 +
 .../0.orig/p                                  |  39 +
 .../0.orig/p_rgh                              |  43 +
 .../Allclean                                  |  18 +
 .../computeQOI.sh                             |  13 +
 .../constant/dynamicMix_util.H                |  37 +
 .../constant/fvModels                         | 128 +++
 .../constant/g                                |  21 +
 .../constant/globalVars                       |  83 ++
 .../constant/globalVars_temp                  |  83 ++
 .../constant/momentumTransport.gas            |  26 +
 .../constant/momentumTransport.liquid         |  27 +
 .../constant/phaseProperties                  | 295 +++++++
 .../constant/phaseProperties_constantd        | 261 ++++++
 .../constant/phaseProperties_pbe              | 295 +++++++
 .../constant/thermophysicalProperties.gas     | 142 ++++
 .../constant/thermophysicalProperties.liquid  | 108 +++
 .../get_qoi.py                                | 183 +++++
 .../presteps.sh                               |  71 ++
 .../read_history.py                           | 239 ++++++
 .../run.sh                                    |   5 +
 .../script                                    |  14 +
 .../script_post                               |  10 +
 .../system/blockMeshDict                      | 746 ++++++++++++++++++
 .../system/controlDict                        |  67 ++
 .../system/decomposeParDict                   |  30 +
 .../system/fvConstraints                      |  56 ++
 .../system/fvSchemes                          |  70 ++
 .../system/fvSolution                         | 120 +++
 .../system/inlets_outlets.json                |  28 +
 .../system/mesh.json                          |  26 +
 .../system/mixers.json                        |  29 +
 .../system/setFieldsDict                      |  37 +
 .../writeGlobalVars.py                        |  47 ++
 60 files changed, 5006 insertions(+)
 create mode 100644 applications/sparger_placement_opt.py
 create mode 100644 bird/preprocess/json_gen/design_io.py
 create mode 100644 bird/preprocess/json_gen/generate_designs.py
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
 create mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
 create mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
 create mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
 create mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
 create mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py

diff --git a/applications/sparger_placement_opt.py b/applications/sparger_placement_opt.py
new file mode 100644
index 00000000..9074715d
--- /dev/null
+++ b/applications/sparger_placement_opt.py
@@ -0,0 +1,17 @@
+import os
+import pickle
+import shutil
+
+import numpy as np
+
+from bird.preprocess.json_gen.design_io import *
+from bird.preprocess.json_gen.generate_designs import *
+
+if __name__ == "__main__":
+
+    generate_single_scaledup_reactor_sparger_cases(
+        sparger_locs=[0.3, 0.5, 1.4],
+        sim_id=0,
+        vvm=0.4,
+        study_folder=".",
+    )
diff --git a/bird/__init__.py b/bird/__init__.py
index 1c16af5e..38b9be87 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -5,6 +5,7 @@
 from bird.version import __version__
 
 BIRD_DIR = os.path.dirname(os.path.realpath(__file__))
+BIRD_CASE_DIR = os.path.join(BIRD_DIR, "../tutorial_cases")
 BIRD_MESH_DIR = os.path.join(BIRD_DIR, "meshing")
 BIRD_POST_DIR = os.path.join(BIRD_DIR, "postprocess")
 BIRD_PRE_DIR = os.path.join(BIRD_DIR, "preprocess")
diff --git a/bird/preprocess/json_gen/design_io.py b/bird/preprocess/json_gen/design_io.py
new file mode 100644
index 00000000..d6ed2c72
--- /dev/null
+++ b/bird/preprocess/json_gen/design_io.py
@@ -0,0 +1,85 @@
+import json
+
+
+def generate_stl_patch(filename, bc_dict, geom_dict):
+    final_dict = {}
+    final_dict["Geometry"] = geom_dict["Geometry"]
+    for patch in bc_dict:
+        final_dict[patch] = bc_dict[patch]
+    with open(filename, "w+") as f:
+        json.dump(final_dict, f, indent=2)
+
+
+def generate_dynamic_mixer(filename, mixers_list, geom_dict):
+    final_dict = {}
+    final_dict["Meshing"] = geom_dict["Meshing"]
+    final_dict["Geometry"] = geom_dict["Geometry"]
+    final_dict["mixers"] = mixers_list
+    with open(filename, "w+") as f:
+        json.dump(final_dict, f, indent=2)
+
+
+def make_default_geom_dict_from_file(filename, rescale=2.7615275385627096):
+    with open(filename, "r+") as f:
+        geom_dict = json.load(f)
+    if "rescale" not in geom_dict["Geometry"]["OverallDomain"]["x"]:
+        geom_dict["Geometry"]["OverallDomain"]["x"]["rescale"] = rescale
+        geom_dict["Geometry"]["OverallDomain"]["y"]["rescale"] = rescale
+        geom_dict["Geometry"]["OverallDomain"]["z"]["rescale"] = rescale
+    assert "Meshing" in geom_dict
+    assert "Geometry" in geom_dict
+    return geom_dict
+
+
+if __name__ == "__main__":
+    bc_dict = {}
+    bc_dict["inlets"] = []
+    bc_dict["outlets"] = []
+    tmp_dict = {}
+    tmp_dict["type"] = "circle"
+    tmp_dict["centx"] = 5.0
+    tmp_dict["centy"] = 0.0
+    tmp_dict["centz"] = 0.5
+    tmp_dict["radius"] = 0.4
+    tmp_dict["normal_dir"] = 1
+    tmp_dict["nelements"] = 50
+    bc_dict["inlets"].append(tmp_dict)
+    tmp_dict = {}
+    tmp_dict["type"] = "circle"
+    tmp_dict["centx"] = 2.5
+    tmp_dict["centy"] = 0.0
+    tmp_dict["centz"] = 0.5
+    tmp_dict["radius"] = 0.4
+    tmp_dict["normal_dir"] = 1
+    tmp_dict["nelements"] = 50
+    bc_dict["inlets"].append(tmp_dict)
+    tmp_dict = {}
+    tmp_dict["type"] = "circle"
+    tmp_dict["centx"] = 7.5
+    tmp_dict["centy"] = 0.0
+    tmp_dict["centz"] = 0.5
+    tmp_dict["radius"] = 0.4
+    tmp_dict["normal_dir"] = 1
+    tmp_dict["nelements"] = 50
+    bc_dict["inlets"].append(tmp_dict)
+
+    tmp_dict = {}
+    tmp_dict["type"] = "circle"
+    tmp_dict["centx"] = 0.5
+    tmp_dict["centy"] = 5.0
+    tmp_dict["centz"] = 0.5
+    tmp_dict["radius"] = 0.4
+    tmp_dict["normal_dir"] = 1
+    tmp_dict["nelements"] = 50
+    bc_dict["outlets"].append(tmp_dict)
+    tmp_dict = {}
+    tmp_dict["type"] = "circle"
+    tmp_dict["centx"] = 0.5
+    tmp_dict["centy"] = 5.0
+    tmp_dict["centz"] = 0.5
+    tmp_dict["radius"] = 0.4
+    tmp_dict["normal_dir"] = 1
+    tmp_dict["nelements"] = 50
+    bc_dict["outlets"].append(tmp_dict)
+
+    generate_stl_patch("test.json", bc_dict)
diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
new file mode 100644
index 00000000..354cabd7
--- /dev/null
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -0,0 +1,531 @@
+import os
+import pickle
+import shutil
+
+import numpy as np
+
+from bird import BIRD_CASE_DIR
+from bird.preprocess.json_gen.design_io import *
+
+
+def compare_config(config1, config2):
+    same = True
+    for key in config1:
+        if np.linalg.norm(config1[key] - config2[key]) > 1e-6:
+            same = False
+            return same
+    return same
+
+
+def check_config(config):
+    success = False
+    inlet_exist = False
+    for key in config:
+        if len(np.argwhere(config[key] == 1)) > 0:
+            inlet_exist = True
+            break
+    if inlet_exist:
+        success = True
+    else:
+        success = False
+    return success
+
+
+def save_config_dict(filename, config_dict):
+    with open(filename, "wb") as f:
+        pickle.dump(config_dict, f)
+
+
+def load_config_dict(filename):
+    with open(filename, "rb") as f:
+        config_dict = pickle.load(f)
+    return config_dict
+
+
+def write_script_start(filename, n):
+    with open(filename, "w+") as f:
+        for i in range(n):
+            f.write(f"cd Sim_{i}\n")
+            f.write(f"sbatch script\n")
+            f.write(f"cd ..\n")
+
+
+def write_script_post(filename, n):
+    with open(filename, "w+") as f:
+        for i in range(n):
+            f.write(f"cd Sim_{i}\n")
+            f.write(f"sbatch script_post\n")
+            f.write(f"cd ..\n")
+
+
+def write_prep(filename, n):
+    with open(filename, "w+") as f:
+        f.write("prep () {\n")
+        f.write(f"\tcd $1\n")
+        f.write(f"\treconstructPar -newTimes\n")
+        f.write(f"\tcd ..\n")
+        f.write("}\n")
+        f.write(f"\n")
+        f.write(
+            f"source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc\n"
+        )
+        for i in range(n):
+            f.write(f"prep Sim_{i}\n")
+
+
+def overwrite_vvm(case_folder, vvm):
+    list_dir = os.listdir(case_folder)
+    if not "constant" in list_dir:
+        sys.exit(
+            f"ERROR: {case_folder} is likely not a case folder, could not find constant/"
+        )
+    else:
+        filename = os.path.join(case_folder, "constant", "globalVars_temp")
+        filename_write = os.path.join(
+            case_folder, "constant", "globalVars_temp2"
+        )
+        with open(filename, "r+") as f:
+            lines = f.readlines()
+        with open(filename_write, "w+") as f:
+            for line in lines:
+                if line.startswith("VVM"):
+                    f.write(f"VVM\t{vvm};\n")
+                else:
+                    f.write(line)
+        shutil.copy(
+            os.path.join(case_folder, "constant", "globalVars_temp2"),
+            os.path.join(case_folder, "constant", "globalVars_temp"),
+        )
+        os.remove(os.path.join(case_folder, "constant", "globalVars_temp2"))
+
+
+def overwrite_bubble_size_model(case_folder, constantD=False):
+    list_dir = os.listdir(case_folder)
+    if not "constant" in list_dir:
+        sys.exit(
+            f"ERROR: {case_folder} is likely not a case folder, could not find constant/"
+        )
+    else:
+        filename = os.path.join(case_folder, "presteps.sh")
+        filename_write = os.path.join(case_folder, "presteps2.sh")
+        with open(filename, "r+") as f:
+            lines = f.readlines()
+        with open(filename_write, "w+") as f:
+            for line in lines:
+                if line.startswith("cp constant/phaseProperties"):
+                    if constantD:
+                        f.write(
+                            "cp constant/phaseProperties_constantd constant/phaseProperties\n"
+                        )
+                    else:
+                        f.write(
+                            "cp constant/phaseProperties_pbe constant/phaseProperties\n"
+                        )
+                else:
+                    f.write(line)
+        shutil.copy(
+            os.path.join(case_folder, "presteps2.sh"),
+            os.path.join(case_folder, "presteps.sh"),
+        )
+        os.remove(os.path.join(case_folder, "presteps2.sh"))
+
+
+def generate_small_reactor_cases(
+    config_dict, branchcom_spots, vvm, power, constantD, study_folder
+):
+    templateFolder = "loop_reactor_pbe_dynmix_nonstat_headbranch"
+
+    geom_dict = make_default_geom_dict_from_file(
+        f"{BIRD_CASE_DIR}/{templateFolder}/system/mesh.json",
+        rescale=0.05,
+    )
+    try:
+        shutil.rmtree(study_folder)
+    except:
+        pass
+    os.makedirs(study_folder)
+    for simid in config_dict:
+        shutil.copytree(
+            f"{BIRD_CASE_DIR}/{templateFolder}",
+            f"{study_folder}/Sim_{simid}",
+        )
+        bc_dict = {}
+        bc_dict["inlets"] = []
+        bc_dict["outlets"] = []
+        bc_dict["outlets"].append(
+            {
+                "branch_id": 6,
+                "type": "circle",
+                "frac_space": 1,
+                "normal_dir": 1,
+                "radius": 0.4,
+                "nelements": 50,
+                "block_pos": "top",
+            }
+        )
+        bc_dict["outlets"].append(
+            {
+                "branch_id": 4,
+                "type": "circle",
+                "frac_space": 1,
+                "normal_dir": 1,
+                "radius": 0.4,
+                "nelements": 50,
+                "block_pos": "top",
+            }
+        )
+        for branch in config_dict:
+            if branch in [0, 1, 2]:
+                ind = np.argwhere(config_dict[simid][branch] == 1)
+                if len(ind) > 0:
+                    ind = list(ind[:, 0])
+                    for iind in ind:
+                        bc_dict["inlets"].append(
+                            {
+                                "branch_id": branch,
+                                "type": "circle",
+                                "frac_space": branchcom_spots[branch][iind],
+                                "normal_dir": 1,
+                                "radius": 0.4,
+                                "nelements": 50,
+                                "block_pos": "bottom",
+                            }
+                        )
+        generate_stl_patch(
+            os.path.join(
+                study_folder, f"Sim_{simid}", "system", "inlets_outlets.json"
+            ),
+            bc_dict,
+            geom_dict,
+        )
+
+        mix_list = []
+        for branch in config_dict:
+            if branch in [0, 1, 2]:
+                ind = np.argwhere(config_dict[simid][branch] == 0)
+                if len(ind) > 0:
+                    ind = list(ind[:, 0])
+                    for iind in ind:
+                        if branch == 0:
+                            sign = "+"
+                        else:
+                            sign = "-"
+                        mix_list.append(
+                            {
+                                "branch_id": branch,
+                                "frac_space": branchcom_spots[branch][iind],
+                                "start_time": 1,
+                                "power": power,
+                                "sign": sign,
+                            }
+                        )
+        generate_dynamic_mixer(
+            os.path.join(
+                study_folder, f"Sim_{simid}", "system", "mixers.json"
+            ),
+            mix_list,
+            geom_dict,
+        )
+        overwrite_vvm(
+            case_folder=os.path.join(study_folder, f"Sim_{simid}"), vvm=vvm
+        )
+        overwrite_bubble_size_model(
+            case_folder=os.path.join(study_folder, f"Sim_{simid}"),
+            constantD=constantD,
+        )
+
+    geom_dict = make_default_geom_dict_from_file(
+        f"{BIRD_CASE_DIR}/{templateFolder}/system/mesh.json",
+        rescale=0.05,
+    )
+
+
+def generate_scaledup_reactor_cases(
+    config_dict, branchcom_spots, vvm, power, constantD, study_folder
+):
+
+    templateFolder = "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup"
+    geom_dict = make_default_geom_dict_from_file(
+        f"{BIRD_CASE_DIR}/{templateFolder}/system/mesh.json"
+    )
+    try:
+        shutil.rmtree(study_folder)
+    except:
+        pass
+    os.makedirs(study_folder)
+    for simid in config_dict:
+        shutil.copytree(
+            f"{BIRD_CASE_DIR}/{templateFolder}",
+            f"{study_folder}/Sim_{simid}",
+        )
+        bc_dict = {}
+        bc_dict["inlets"] = []
+        bc_dict["outlets"] = []
+        bc_dict["outlets"].append(
+            {
+                "branch_id": 6,
+                "type": "circle",
+                "frac_space": 1,
+                "normal_dir": 1,
+                "radius": 0.4,
+                "nelements": 50,
+                "block_pos": "top",
+            }
+        )
+        bc_dict["outlets"].append(
+            {
+                "branch_id": 4,
+                "type": "circle",
+                "frac_space": 1,
+                "normal_dir": 1,
+                "radius": 0.4,
+                "nelements": 50,
+                "block_pos": "top",
+            }
+        )
+        for branch in config_dict:
+            if branch in [0, 1, 2]:
+                ind = np.argwhere(config_dict[simid][branch] == 1)
+                if len(ind) > 0:
+                    ind = list(ind[:, 0])
+                    for iind in ind:
+                        bc_dict["inlets"].append(
+                            {
+                                "branch_id": branch,
+                                "type": "circle",
+                                "frac_space": branchcom_spots[branch][iind],
+                                "normal_dir": 1,
+                                "radius": 0.4,
+                                "nelements": 50,
+                                "block_pos": "bottom",
+                            }
+                        )
+        generate_stl_patch(
+            os.path.join(
+                study_folder, f"Sim_{simid}", "system", "inlets_outlets.json"
+            ),
+            bc_dict,
+            geom_dict,
+        )
+
+        mix_list = []
+        for branch in config_dict:
+            if branch in [0, 1, 2]:
+                ind = np.argwhere(config_dict[simid][branch] == 0)
+                if len(ind) > 0:
+                    ind = list(ind[:, 0])
+                    for iind in ind:
+                        if branch == 0:
+                            sign = "+"
+                        else:
+                            sign = "-"
+                        mix_list.append(
+                            {
+                                "branch_id": branch,
+                                "frac_space": branchcom_spots[branch][iind],
+                                "start_time": 3,
+                                "power": power,
+                                "sign": sign,
+                            }
+                        )
+        generate_dynamic_mixer(
+            os.path.join(
+                study_folder, f"Sim_{simid}", "system", "mixers.json"
+            ),
+            mix_list,
+            geom_dict,
+        )
+        overwrite_vvm(
+            case_folder=os.path.join(study_folder, f"Sim_{simid}"), vvm=vvm
+        )
+        overwrite_bubble_size_model(
+            case_folder=os.path.join(study_folder, f"Sim_{simid}"),
+            constantD=constantD,
+        )
+
+
+def check_sparger_config(
+    sparger_locs: list[float],
+    n_spargers: int | None,
+    sparger_spacing: float,
+    edge_spacing: float,
+    n_branches: int,
+) -> None:
+    """
+    Check realizability of the sparger placement configuration
+
+    Parameters
+    ----------
+    sparger_locs : list[float]
+        Location of every sparger along the loop reactor coordinate [-]
+        There are 3 branches. Spargers can be placed anywhere
+        between edge_spacing and (1-edge_spacing) fractions of the branch
+        Each sparger locations must be between 0 and 3*1=3
+    n_spargers : int|None
+        Number of spargers
+    sparger_spacing : float
+        Spacing between two spargers [-]
+    edge_spacing : float
+        Spacing required between any sparger and the edges of the branches [-]
+    n_branches : int
+        Number of loop reactor branches
+    """
+
+    # Check that number of spargers is consistent
+    if n_spargers is None:
+        n_spargers = len(sparger_locs)
+    else:
+        assert n_spargers == len(sparger_locs)
+    assert n_spargers >= 1
+
+    # Basis check on the number of branches
+    assert n_branches > 0
+
+    # Check that locations of spargers is consistent
+    # There are n_branches branches. Spargers can be placed anywhere
+    # between edge_spacing and (1-edge_spacing) fractions of the branch
+    # Each sparger locations must be between 0 and n_branches*1=n_branches
+    assert edge_spacing > 0
+    assert edge_spacing < 1
+    assert all(np.array(sparger_locs) >= 0)
+    assert all(np.array(sparger_locs) <= float(n_branches))
+    for ibranch in range(n_branches):
+        if ibranch == 0:
+            assert not np.any(np.array(sparger_locs) < edge_spacing)
+        if ibranch == n_branches - 1:
+            assert not np.any(
+                np.array(sparger_locs) > float(n_branches) - edge_spacing
+            )
+        assert not np.any(
+            (np.array(sparger_locs) > float(ibranch) + 1.0 - edge_spacing)
+            & (np.array(sparger_locs) < float(ibranch) + 1.0 + edge_spacing)
+        )
+
+    # Check that spargers are sufficiently spaced out
+    assert sparger_spacing >= 0
+    assert all(np.diff(np.sort(np.array(sparger_locs))) >= sparger_spacing)
+
+
+def generate_single_scaledup_reactor_sparger_cases(
+    sparger_locs: list[float],
+    n_spargers: int | None = None,
+    sparger_spacing: float = 0.15,
+    edge_spacing: float = 0.2,
+    n_branches: int = 3,
+    sim_id: int = 0,
+    constantD: bool = True,
+    vvm: float = 0.4,
+    study_folder: str = ".",
+):
+    """
+    Generates loop reactor case with desired sparger placement configuration
+
+    Parameters
+    ----------
+    sparger_locs : list[float]
+        Location of every sparger along the loop reactor coordinate [-]
+    n_spargers : int|None
+        Number of spargers
+    sparger_spacing : float
+        Spacing between two spargers [-]
+    edge_spacing : float
+        Spacing required between any sparger and the edges of the branches [-]
+    n_branches : int
+        Number of loop reactor branches
+    sim_id : int
+        Index identifier of the simulation
+    constantD : bool
+        If true, use constant bubble diameter
+        If false, use population balance
+    vvm : float
+        VVM value [-]
+    study_folder : str
+        Where to generate the case
+    """
+
+    # Sanity checks
+    check_sparger_config(
+        sparger_locs=sparger_locs,
+        n_spargers=n_spargers,
+        sparger_spacing=sparger_spacing,
+        edge_spacing=edge_spacing,
+        n_branches=n_branches,
+    )
+
+    # Find on which branch is each sparger
+    branch_id = [int(entry) for entry in sparger_locs]
+
+    # Case generation
+    templateFolder = "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup"
+    geom_dict = make_default_geom_dict_from_file(
+        os.path.join(
+            f"{BIRD_CASE_DIR}", f"{templateFolder}", "system", "mesh.json"
+        )
+    )
+
+    # Start from template
+    shutil.copytree(
+        os.path.join(f"{BIRD_CASE_DIR}", f"{templateFolder}"),
+        os.path.join(f"{study_folder}", f"Sim_{sim_id}"),
+    )
+
+    bc_dict = {}
+    bc_dict["inlets"] = []
+    bc_dict["outlets"] = []
+    bc_dict["outlets"].append(
+        {
+            "branch_id": 6,
+            "type": "circle",
+            "frac_space": 1,
+            "normal_dir": 1,
+            "radius": 0.4,
+            "nelements": 50,
+            "block_pos": "top",
+        }
+    )
+    bc_dict["outlets"].append(
+        {
+            "branch_id": 4,
+            "type": "circle",
+            "frac_space": 1,
+            "normal_dir": 1,
+            "radius": 0.4,
+            "nelements": 50,
+            "block_pos": "top",
+        }
+    )
+
+    for branch, loc in zip(branch_id, sparger_locs):
+        bc_dict["inlets"].append(
+            {
+                "branch_id": branch,
+                "type": "circle",
+                "frac_space": loc - branch,
+                "normal_dir": 1,
+                "radius": 0.4,
+                "nelements": 50,
+                "block_pos": "bottom",
+            }
+        )
+
+    generate_stl_patch(
+        os.path.join(
+            study_folder, f"Sim_{sim_id}", "system", "inlets_outlets.json"
+        ),
+        bc_dict,
+        geom_dict,
+    )
+
+    mix_list = []
+    generate_dynamic_mixer(
+        os.path.join(study_folder, f"Sim_{sim_id}", "system", "mixers.json"),
+        mix_list,
+        geom_dict,
+    )
+    overwrite_vvm(
+        case_folder=os.path.join(study_folder, f"Sim_{sim_id}"), vvm=vvm
+    )
+    overwrite_bubble_size_model(
+        case_folder=os.path.join(study_folder, f"Sim_{sim_id}"),
+        constantD=constantD,
+    )
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
new file mode 100644
index 00000000..b9691c3b
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
@@ -0,0 +1,3 @@
+let g:netrw_dirhistmax  =10
+let g:netrw_dirhistcnt =1
+let g:netrw_dirhist_1='/home/openfoam/postProcessing/patchIntegrate(patch=inlet,field=alpha.gas)/0'
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
new file mode 100644
index 00000000..e4165b1a
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      CO2.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 0;
+
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $f_CO2;
+    }
+
+    outlet
+    {
+        //type            inletOutlet;
+        //phi             phi.gas;
+        //inletValue      $f_CO2;
+        //value           $f_CO2;
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
new file mode 100644
index 00000000..4b8ea6a0
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      CO2.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            zeroGradient;
+        //type            fixedValue;
+        //value           uniform 0.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
new file mode 100644
index 00000000..9f66b2d2
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      H2.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 0;
+
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $f_H2;
+    }
+
+    outlet
+    {
+        //type            inletOutlet;
+        //phi             phi.gas;
+        //inletValue      $f_H2;
+        //value           $f_H2;
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
new file mode 100644
index 00000000..65ae8d34
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      H2.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            zeroGradient;
+        //type            fixedValue;
+        //value           uniform 0.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
new file mode 100644
index 00000000..c1d7225f
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      N2.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 1;
+
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $f_N2;
+    }
+
+    outlet
+    {
+        //type            inletOutlet;
+        //phi             phi.gas;
+        //inletValue      $f_N2;
+        //value           $f_N2;
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
new file mode 100644
index 00000000..bf0199a0
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      T.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 1 0 0 0];
+
+internalField   uniform 300;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
new file mode 100644
index 00000000..7101ea31
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      T.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 1 0 0 0];
+
+internalField   uniform 300;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.liquid;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
new file mode 100644
index 00000000..e696566f
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volVectorField;
+    object      U.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+internalField   uniform (0 0.0 0);
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        //type            flowRateInletVelocity;
+        //massFlowRate    $mflowRateGas;
+        //rho             thermo:rho.gas;
+        //value           $internalField;
+        type            fixedValue;
+        value           uniform (0 $uGasPhase 0);       
+    }
+    outlet
+    {
+        type            pressureInletOutletVelocity;
+        phi             phi.gas;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            slip;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
new file mode 100644
index 00000000..1879e020
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
@@ -0,0 +1,46 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volVectorField;
+    object      U.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform (0 0 0);
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"  
+
+    inlet
+    {
+        //type            flowRateInletVelocity;
+        //massFlowRate    $mflowRateLiq;
+        //rho             thermo:rho.liquid;
+        //value           $internalField;
+        type            fixedValue;
+        value           uniform (0 0 0);
+    }
+    outlet
+    {
+        type            noSlip;
+    }
+    defaultFaces
+    {
+        type            noSlip;
+    }
+
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
new file mode 100644
index 00000000..fba2945d
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      Ydefault.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 0.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
new file mode 100644
index 00000000..a5108564
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      Ydefault.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 1.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 1.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
new file mode 100644
index 00000000..1e303fbe
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    location    "0";
+    object      alpha.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $alphaGas;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $alphaGas;
+    }
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      uniform 1;
+        value           uniform 1;
+    }
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
new file mode 100644
index 00000000..5c92070b
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alpha.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 1;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $alphaLiq;
+    }
+    outlet
+    {
+        type            fixedValue;
+        value           uniform 0;
+    }
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
new file mode 100644
index 00000000..b867958f
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
@@ -0,0 +1,46 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alphat.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [1 -1 -1 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            calculated;
+        value           $internalField;
+        //type            compressible::alphatWallFunction;
+        //Prt             0.85;
+        //value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
new file mode 100644
index 00000000..2569c3ee
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alphat.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [1 -1 -1 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            compressible::alphatWallFunction;
+        Prt             0.85;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
new file mode 100644
index 00000000..707a1cda
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilon.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $eps_inlet_gas;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $eps_inlet_gas;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+        //type            epsilonWallFunction;
+        //value         $internalField;
+    }
+
+    // defaultFaces
+    // {
+    //     type            empty;
+    // }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
new file mode 100644
index 00000000..0a4236fd
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilon.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $eps_inlet_liq;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $eps_inlet_liq;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            epsilonWallFunction;
+        value           $internalField;
+    }
+
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
new file mode 100644
index 00000000..76ee77a9
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
@@ -0,0 +1,41 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      f.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 1.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 1.0; //$internalField; //
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
new file mode 100644
index 00000000..4a3d44ca
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      k.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $k_inlet_gas;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type           fixedValue;
+        value          uniform $k_inlet_gas;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
new file mode 100644
index 00000000..cde8f6c1
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      k.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $k_inlet_liq;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type           fixedValue;
+        value          uniform $k_inlet_liq;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            kqRWallFunction;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
new file mode 100644
index 00000000..ba16dd4c
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      nut.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -1 0 0 0 0];
+
+internalField   uniform 1e-8;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        //type            nutkWallFunction;
+        //value           $internalField;
+        type            calculated;
+        value           $internalField;
+    }
+
+    // defaultFaces
+    // {
+    //     type            empty;
+    // }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
new file mode 100644
index 00000000..1442e07f
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      nut.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -1 0 0 0 0];
+
+internalField   uniform 1e-4;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            nutkWallFunction;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
new file mode 100644
index 00000000..b3a295fb
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
@@ -0,0 +1,39 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      p;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [1 -1 -2 0 0 0 0];
+
+internalField       uniform 101325;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            calculated;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
new file mode 100644
index 00000000..88ee7d80
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      p_rgh;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [1 -1 -2 0 0 0 0];
+
+internalField       uniform 101325;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedFluxPressure;
+        value           $internalField;
+    }
+    outlet
+    {
+        type            prghTotalPressure;
+        p0              $internalField;
+        U               U.gas;
+        phi             phi.gas;
+        rho             thermo:rho.gas;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            fixedFluxPressure;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
new file mode 100755
index 00000000..f55e0ec9
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
@@ -0,0 +1,18 @@
+#!/bin/sh
+cd ${0%/*} || exit 1    # Run from this directory
+
+# Source tutorial clean functions
+. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+
+# Remove surface, features and solution
+#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
+#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
+#rm -rf constant/polyMesh > /dev/null 2>&1
+#rm -rf processor* > /dev/null 2>&1
+rm -rf 0
+cleanCase
+
+#rm *.obj
+#rm *.stl
+
+#------------------------------------------------------------------------------
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
new file mode 100644
index 00000000..3756ed7f
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
@@ -0,0 +1,13 @@
+if [ ! -f qoi.txt ]; then
+    # Reconstruct if needed
+    source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
+    reconstructPar -newTimes
+    module load anaconda3/2023
+    conda activate /projects/gas2fuels/conda_env/bird
+    python read_history.py -cr .. -cn local -df data
+    python get_qoi.py
+    conda deactivate
+else
+   echo "WARNING: QOI already computed"
+fi
+
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
new file mode 100644
index 00000000..8fa7daf7
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
@@ -0,0 +1,37 @@
+#include <string>
+
+double gradfunMix(double V1, double V2){
+    return 3.0*V2*V2 + 2.0*V1*V2 - V1*V1;
+}
+
+double funMix(double V1, double V2, double P, double rhoL, double A){
+    return V2*V2*V2 + V1*V2*V2 - V2*V1*V1 - V1*V1*V1 - 4.0*P/(rhoL * A);
+}
+
+double findV2(double P, double rhoL, double A, double V1) {
+    int newton_iter = 100;
+    double V2 = 2*V1;
+    double V2_old;
+    double V2_new;
+    if (std::abs(V1) < 1e-12) {
+            V2=std::pow((4.0*P/rhoL/A),0.333333);
+            V2_new = V2;
+            V2_old = V2;
+    } else { 
+        for (int i=0; i<newton_iter; i++) {
+            V2_old = V2;
+            //std::cout << "funMix(V1, V2, P, rhoL, A) = " << funMix(V1, V2, P, rhoL, A) << "\n";
+            //std::cout << "gradfunMix(V1,V2) = " << gradfunMix(V1,V2) << "\n";
+            
+            V2 = V2_old - funMix(V1, V2, P, rhoL, A) / gradfunMix(V1,V2);
+            V2_new = V2;
+            if (std::abs(V2_new - V2_old) < 1e-12) {
+                break;
+            }
+        }
+    }
+    Foam::Info << "[BIRD:DYNMIX INFO] V2 = " << V2 << " residual = " << std::abs(V2_new - V2_old) << "\n";
+    return V2;
+}
+
+
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
new file mode 100644
index 00000000..353551df
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
@@ -0,0 +1,128 @@
+FoamFile
+{
+	version  9.0;
+	format   ascii;
+	class    dictionary;
+	location "constant";
+	object   fvModels;
+}
+
+codedSource
+{
+	type	coded;
+	selectionMode	all;
+	field	U.liquid;
+	name	sourceTime;
+
+	codeInclude
+	#{
+		#include "dynamicMix_util.H"
+	#};
+
+	codeOptions
+	#{
+		-I${FOAM_CASE}/constant
+	#};
+	codeAddAlphaRhoSup
+	#{
+		const Time& time = mesh().time();
+		const scalarField& V = mesh().V();
+		vectorField& Usource = eqn.source();
+		const vectorField& C = mesh().C();
+		const volScalarField& rhoL =
+			mesh().lookupObject<volScalarField>("thermo:rho.liquid");
+		const volScalarField& alphaL =
+			mesh().lookupObject<volScalarField>("alpha.liquid");
+		const volVectorField& UL =
+			mesh().lookupObject<volVectorField>("U.liquid");
+		double pi=3.141592654;
+		double source_pt_x=13.807637692813548;
+		double source_pt_y=1.3807637692813548;
+		double source_pt_z=12.426873923532193;
+		double disk_rad=0.9665346384969483;
+		double disk_area=pi*disk_rad*disk_rad;
+		double power=7626.034346240216;
+		double smear_factor=3.0;
+		const scalar startTime = 1;
+		if (time.value() > startTime)
+		{
+			// Get V1
+			double source_sign_factor = 1.0;
+			double V1 = 0;
+			double V2 = 0;
+			double rhoV;
+			double dist_tol = disk_rad*5;
+
+			double dist_n;
+			double upV = 0;
+			double uprhoV = 0;
+			double upVvol = 0;
+			double downV = 0;
+			double downrhoV = 0;
+			double downVvol = 0;
+			double dist2;
+			forAll(C,i)
+			{
+				dist2 = (C[i].x()-source_pt_x)*(C[i].x()-source_pt_x);
+				dist2 += (C[i].y()-source_pt_y)*(C[i].y()-source_pt_y);
+				dist2 += (C[i].z()-source_pt_z)*(C[i].z()-source_pt_z);
+
+				dist_n = (C[i].x()-source_pt_x);
+
+				if (dist2 < dist_tol*dist_tol && dist_n < -dist_tol/2) {
+					upVvol += V[i] * alphaL[i];
+					upV += V[i] * alphaL[i] * UL[i][0];
+					uprhoV += V[i] * alphaL[i] * rhoL[i];
+				}
+				if (dist2 < dist_tol*dist_tol && dist_n > dist_tol/2) {
+					downVvol += V[i] * alphaL[i];
+					downV += V[i] * alphaL[i] * UL[i][0];
+					downrhoV += V[i] * alphaL[i] * rhoL[i];
+				}
+			}
+
+			reduce(uprhoV, sumOp<scalar>());
+			reduce(downrhoV, sumOp<scalar>());
+			reduce(upV, sumOp<scalar>());
+			reduce(downV, sumOp<scalar>());
+			reduce(downVvol, sumOp<scalar>());
+			reduce(upVvol, sumOp<scalar>());
+
+			downV /= downVvol;
+			upV /= upVvol;
+			downrhoV /= downVvol;
+			uprhoV /= upVvol;
+
+			if (upV <= 0 && downV <= 0) {
+				source_sign_factor = -1.0;
+				V1 = std::abs(upV);
+				rhoV = uprhoV;
+			} else if (upV >= 0 && downV >= 0) {
+				source_sign_factor = 1.0;
+				V1 = std::abs(downV);
+				rhoV = downrhoV;
+			} else {
+				V1 = 0.0;
+				source_sign_factor = -1.0;
+				rhoV = uprhoV;
+				Foam::Info << "[BIRD:DYNMIX WARN] " << "upV = " << upV << " downV = " << downV << " for source at " << source_pt_x << ", " << source_pt_y << ", " << source_pt_z <<  endl;
+			}
+			Foam::Info << "[BIRD:DYNMIX INFO] V1 = " << V1 << endl;
+			
+			// Get V2
+			V2 = findV2(power, rhoV, disk_area, V1);
+
+			forAll(C,i)
+			{
+				double Thrust=0.5*rhoL[i]*(V2*V2 - V1*V1)*disk_area;
+				double dist2=(C[i].x()-source_pt_x)*(C[i].x()-source_pt_x);
+				dist2 += (C[i].y()-source_pt_y)*(C[i].y()-source_pt_y);
+				dist2 += (C[i].z()-source_pt_z)*(C[i].z()-source_pt_z);
+				double epsilon=pow(V[i],0.33333)*smear_factor;
+				double sourceterm=alphaL[i]*(Thrust/pow(pi,1.5)/pow(epsilon,3.0))*
+					exp(-dist2/(epsilon*epsilon));
+				Usource[i][0] -=  source_sign_factor*sourceterm*V[i];
+			}
+		}
+	#};
+};
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
new file mode 100644
index 00000000..770a5619
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
@@ -0,0 +1,21 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       uniformDimensionedVectorField;
+    location    "constant";
+    object      g;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -2 0 0 0 0];
+value           (0 -9.81 0);
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
new file mode 100644
index 00000000..1a0ce724
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
@@ -0,0 +1,83 @@
+T0	300; //initial T(K) which stays constant
+VVM	1.6;
+//****water Liquid properties**************
+CpMixLiq        4181;
+muMixLiq #calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"; //viscosity (Pa.s) of water as a function of T(K)  
+kThermLiq       0.62; // W/m-K
+rho0MixLiq      1000; // kg/m^3
+sigmaLiq        0.07; //surface tension N/m
+//Wilke-Chang params for diffusion coefficient of a given solute in water (solvent)
+WC_psi          2.6;
+WC_M            18; // kg/kmol
+WC_V_O2         25.6e-3; // m3/kmol molar volume at normal boiling temperature (Treybal 1968) 
+WC_V_H2         14.3e-3; 
+WC_V_CO2        34e-3;
+WC_V_CO         30.7e-3;
+WC_V_N2		31.2e-3;
+WC_V_CH4        35e-3; // V_b[cm3/mol]=0.285*V_critical^1.048 (Tyn and Calus; ESTIMATING LIQUID MOLAL VOLUME; Processing, Volume 21, Issue 4, Pages 16 - 17)
+//****** diffusion coeff ***********
+D_H2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"; 
+D_CO2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)"; 
+D_CO #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)";
+D_CH4 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)";
+D_N2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)";
+//****** Henry coeff ***************
+H_O2_298 0.032;
+DH_O2   1700;
+H_CO2_298 0.83;
+DH_CO2  2400;
+H_CO_298 0.023;
+DH_CO  1300;
+H_H2_298 0.019;
+DH_H2   500;
+H_CH4_298 0.032;
+DH_CH4   1900;
+H_N2_298 0.015;
+DH_N2   1300;
+He_H2  #calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))";
+He_CO  #calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))";
+He_CO2 #calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))";
+He_CH4 #calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))";
+He_N2 #calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))";
+//*******inlet gas frac*************
+f_H2 0.1;
+f_CO2 0.9;
+f_N2 0.0;
+//*******inlet gas frac*************
+inletA	11.8966;
+liqVol	606.514;
+alphaGas 1;
+alphaLiq 0;
+uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";
+//*********************************
+LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
+LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
+LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"; // = 74
+LeLiqCH4 #calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq";
+LeLiqN2 #calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq";
+LeLiqMix #calc "$f_CO2*$LeLiqCO2+$f_H2*$LeLiqH2";
+PrMixLiq #calc "$CpMixLiq * $muMixLiq / $kThermLiq";
+//*********************************
+kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
+
+kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
+
+kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
+
+kCH4 #calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCH4 #calc "$muMixLiq*$CpMixLiq / $kCH4";
+
+kN2 #calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrN2 #calc "$muMixLiq*$CpMixLiq / $kN2";
+//*********************************
+l_scale 0.5;
+intensity 0.05;
+k_inlet_gas #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale * 0.07)";
+eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
+omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
+omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
new file mode 100644
index 00000000..fcb076a7
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
@@ -0,0 +1,83 @@
+T0	300; //initial T(K) which stays constant
+VVM	0.2;
+//****water Liquid properties**************
+CpMixLiq        4181;
+muMixLiq #calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"; //viscosity (Pa.s) of water as a function of T(K)  
+kThermLiq       0.62; // W/m-K
+rho0MixLiq      1000; // kg/m^3
+sigmaLiq        0.07; //surface tension N/m
+//Wilke-Chang params for diffusion coefficient of a given solute in water (solvent)
+WC_psi          2.6;
+WC_M            18; // kg/kmol
+WC_V_O2         25.6e-3; // m3/kmol molar volume at normal boiling temperature (Treybal 1968) 
+WC_V_H2         14.3e-3; 
+WC_V_CO2        34e-3;
+WC_V_CO         30.7e-3;
+WC_V_N2		31.2e-3;
+WC_V_CH4        35e-3; // V_b[cm3/mol]=0.285*V_critical^1.048 (Tyn and Calus; ESTIMATING LIQUID MOLAL VOLUME; Processing, Volume 21, Issue 4, Pages 16 - 17)
+//****** diffusion coeff ***********
+D_H2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"; 
+D_CO2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)"; 
+D_CO #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)";
+D_CH4 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)";
+D_N2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)";
+//****** Henry coeff ***************
+H_O2_298 0.032;
+DH_O2   1700;
+H_CO2_298 0.83;
+DH_CO2  2400;
+H_CO_298 0.023;
+DH_CO  1300;
+H_H2_298 0.019;
+DH_H2   500;
+H_CH4_298 0.032;
+DH_CH4   1900;
+H_N2_298 0.015;
+DH_N2   1300;
+He_H2  #calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))";
+He_CO  #calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))";
+He_CO2 #calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))";
+He_CH4 #calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))";
+He_N2 #calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))";
+//*******inlet gas frac*************
+f_H2 0.1;
+f_CO2 0.9;
+f_N2 0.0;
+//*******inlet gas frac*************
+inletA ;
+liqVol ;
+alphaGas 1;
+alphaLiq 0;
+uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";
+//*********************************
+LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
+LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
+LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"; // = 74
+LeLiqCH4 #calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq";
+LeLiqN2 #calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq";
+LeLiqMix #calc "$f_CO2*$LeLiqCO2+$f_H2*$LeLiqH2";
+PrMixLiq #calc "$CpMixLiq * $muMixLiq / $kThermLiq";
+//*********************************
+kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
+
+kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
+
+kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
+
+kCH4 #calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCH4 #calc "$muMixLiq*$CpMixLiq / $kCH4";
+
+kN2 #calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrN2 #calc "$muMixLiq*$CpMixLiq / $kN2";
+//*********************************
+l_scale 0.5;
+intensity 0.05;
+k_inlet_gas #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale * 0.07)";
+eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
+omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
+omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
new file mode 100644
index 00000000..ca916714
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
@@ -0,0 +1,26 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      momentumTransport.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+//simulationType  laminar;
+simulationType RAS;
+RAS
+{
+  model  mixtureKEpsilon;
+  turbulence  on;
+  printCoeff  on;
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
new file mode 100644
index 00000000..2063de0d
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
@@ -0,0 +1,27 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      momentumTransport.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+//simulationType  laminar;
+simulationType  RAS;
+
+RAS
+{
+    model  mixtureKEpsilon;
+    turbulence      on;
+    printCoeffs     on;
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
new file mode 100644
index 00000000..a3c90f5a
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
@@ -0,0 +1,295 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
+
+phases (gas liquid);
+
+populationBalances (bubbles);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+   
+    diameterModel   velocityGroup;
+
+    velocityGroupCoeffs
+    {
+        populationBalance    bubbles;
+
+        shapeModel           spherical;
+
+        sizeGroups
+        (
+            f1 {dSph  1.4e-3; value 0.0;}
+            f2 {dSph  1.8e-3; value 0.0;}
+            f3 {dSph  2.2e-3; value 0.0;}
+            f4 {dSph  2.6e-3; value 0.0;}
+            f5 {dSph  3e-3; value 1.0;}
+            f6 {dSph  3.4e-3; value 0.0;}
+            f7 {dSph  3.8e-3; value 0.0;}
+            f8 {dSph  4.2e-3; value 0.0;}
+            f9 {dSph  4.6e-3; value 0.0;}
+            f10 {dSph 5.0e-3; value 0.0;}
+        );
+    }
+
+    residualAlpha   1e-6;
+
+    Sc              0.7;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        (
+            LehrMilliesMewes{
+               efficiency 4.695;
+               uCrit 0.08;
+               alphaMax 0.6;
+            }
+        );
+
+        binaryBreakupModels
+        ();
+
+        breakupModels
+        (
+            Laakkonen {
+                efficiency 13.83;
+                daughterSizeDistributionModel Laakkonen;
+            }
+
+        );
+
+        driftModels
+        (
+            densityChange{}
+        );
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+
+drag
+(
+    (gas in liquid)
+    {
+        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type           IshiiZuber;
+        residualRe 1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 H2 );
+        k ( $He_CO2 $He_H2 );
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type Frossling;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
new file mode 100644
index 00000000..e029df99
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
@@ -0,0 +1,261 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangeMultiphaseSystem;
+
+phases (gas liquid);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+   
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d	3e-3;
+    }
+    residualAlpha   1e-6;
+    Sc              0.7;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        ();
+
+        binaryBreakupModels
+        ();
+
+        breakupModels
+        ();
+
+        driftModels
+        ();
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+
+drag
+(
+    (gas in liquid)
+    {
+        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type           IshiiZuber;
+        residualRe 1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 H2 );
+        k ( $He_CO2 $He_H2 );
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type Frossling;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
new file mode 100644
index 00000000..a3c90f5a
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
@@ -0,0 +1,295 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
+
+phases (gas liquid);
+
+populationBalances (bubbles);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+   
+    diameterModel   velocityGroup;
+
+    velocityGroupCoeffs
+    {
+        populationBalance    bubbles;
+
+        shapeModel           spherical;
+
+        sizeGroups
+        (
+            f1 {dSph  1.4e-3; value 0.0;}
+            f2 {dSph  1.8e-3; value 0.0;}
+            f3 {dSph  2.2e-3; value 0.0;}
+            f4 {dSph  2.6e-3; value 0.0;}
+            f5 {dSph  3e-3; value 1.0;}
+            f6 {dSph  3.4e-3; value 0.0;}
+            f7 {dSph  3.8e-3; value 0.0;}
+            f8 {dSph  4.2e-3; value 0.0;}
+            f9 {dSph  4.6e-3; value 0.0;}
+            f10 {dSph 5.0e-3; value 0.0;}
+        );
+    }
+
+    residualAlpha   1e-6;
+
+    Sc              0.7;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        (
+            LehrMilliesMewes{
+               efficiency 4.695;
+               uCrit 0.08;
+               alphaMax 0.6;
+            }
+        );
+
+        binaryBreakupModels
+        ();
+
+        breakupModels
+        (
+            Laakkonen {
+                efficiency 13.83;
+                daughterSizeDistributionModel Laakkonen;
+            }
+
+        );
+
+        driftModels
+        (
+            densityChange{}
+        );
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+
+drag
+(
+    (gas in liquid)
+    {
+        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type           IshiiZuber;
+        residualRe 1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 H2 );
+        k ( $He_CO2 $He_H2 );
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type Frossling;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
new file mode 100644
index 00000000..11b1c4b9
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
@@ -0,0 +1,142 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      thermophysicalProperties.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         multiComponentMixture;
+    transport       sutherland;
+    thermo          janaf;
+    equationOfState perfectGas;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+    //energy          sensibleEnthalpy;
+}
+
+
+species
+(
+    H2
+    CO2
+    N2
+);
+
+defaultSpecie N2;
+
+CO2
+{
+    specie
+    {
+        molWeight       44.00995;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.85746029 0.00441437026 -2.21481404e-06 5.23490188e-10 -4.72084164e-14 -48759.166 2.27163806 );
+        lowCpCoeffs     ( 2.35677352 0.00898459677 -7.12356269e-06 2.45919022e-09 -1.43699548e-13 -48371.9697 9.90105222 );
+    }
+    transport
+    {
+        As              1.572e-06;
+        Ts              240;
+    }
+    elements
+    {
+        C               1;
+        O               2;
+    }
+}
+
+water
+{
+    specie
+    {
+        molWeight       18.01534;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701 );
+        lowCpCoeffs     ( 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        H               2;
+        O               1;
+    }
+}
+
+N2
+{
+    specie
+    {
+        molWeight       28.0134;
+    }
+    thermodynamics
+    {
+        Tlow            250;
+        Thigh           5000;
+        Tcommon         1000;
+        highCpCoeffs    ( 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528 );
+        lowCpCoeffs     ( 3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        N               2;
+    }
+}
+
+H2
+{
+    specie
+    {
+        molWeight       2.01594;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.3372792 -4.94024731e-05 4.99456778e-07 -1.79566394e-10 2.00255376e-14 -950.158922 -3.20502331 );
+        lowCpCoeffs     ( 2.34433112 0.00798052075 -1.9478151e-05 2.01572094e-08 -7.37611761e-12 -917.935173 0.683010238 );
+    }
+    transport
+    {
+        As              6.362e-07;
+        Ts              72;
+    }
+    elements
+    {
+        H               2;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
new file mode 100644
index 00000000..d324ec51
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
@@ -0,0 +1,108 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      thermophysicalProperties.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         multiComponentMixture;
+    transport       const;
+    thermo          hConst;
+    equationOfState rhoConst;//rPolynomial;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+    //energy          sensibleEnthalpy;
+}
+
+species
+(
+    CO2
+    water
+    H2
+);
+
+inertSpecie water;
+
+water
+{
+    specie
+    {
+        molWeight   18.0153;
+    }
+    equationOfState
+    {
+        rho     $rho0MixLiq;
+    }
+    thermodynamics
+    {
+        Cp          $CpMixLiq;
+        Hf          -1.5879e+07;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrMixLiq;
+    }
+}
+
+CO2 
+{   
+    specie
+    {   
+        molWeight   44.00995;
+    }
+    equationOfState
+    {
+        rho     $rho0MixLiq;
+    }
+    thermodynamics
+    {   
+        Cp          $CpMixLiq;
+        Hf         -1.5879e+07;
+    }
+    transport           
+    {   
+        mu          $muMixLiq;
+        Pr          $PrCO2;
+    }   
+} 
+
+H2
+{
+    specie
+    {
+        molWeight   2.01594;
+    }
+    equationOfState
+    {
+        rho     $rho0MixLiq;
+    }
+    thermodynamics
+    {
+        Cp          $CpMixLiq;
+        Hf         -1.5879e+07;//-9402451;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrH2;
+    }
+}
+
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
new file mode 100644
index 00000000..9562cc65
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
@@ -0,0 +1,183 @@
+import json
+import os
+import pickle as pkl
+
+import matplotlib as mpl
+import numpy as np
+from prettyPlot.plotting import *
+from scipy.optimize import curve_fit
+
+
+def get_sim_folds(path):
+    folds = os.listdir(path)
+    sim_folds = []
+    for fold in folds:
+        if fold.startswith("loop"):
+            sim_folds.append(fold)
+    return sim_folds
+
+
+def func(t, cstar, kla):
+    t = t
+    t0 = 0
+    c0 = 0
+    return (cstar - c0) * (1 - np.exp(-kla * (t - t0))) + c0
+
+
+def get_vl(verb=False):
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if line.startswith("liqVol"):
+            vol = float(line.split()[-1][:-1])
+            break
+    if verb:
+        print(f"Read liqVol = {vol}m3")
+    return vol
+
+
+def get_vvm(verb=False):
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if line.startswith("VVM"):
+            vvm = float(line.split()[-1][:-1])
+            break
+    if verb:
+        print(f"Read VVM = {vvm} [-]")
+    return vvm
+
+
+def get_As(verb=False):
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if line.startswith("inletA"):
+            As = float(line.split()[-1][:-1])
+            break
+    if verb:
+        print(f"Read As = {As}m2")
+    return As
+
+
+def get_pmix(verb=False):
+    with open("system/mixers.json", "r+") as f:
+        data = json.load(f)
+    mixer_list = data["mixers"]
+    pmix = 0
+    for mix in mixer_list:
+        pmix += mix["power"] / 1000
+    if verb:
+        print(f"Read Mixing power = {pmix}kW")
+    return pmix
+
+
+def get_lh(verb=False):
+    filename = os.path.join("system", "setFieldsDict")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if "box (-1.0 -1.0 -1.0)" in line:
+            height = float(line.split("(")[2].split()[1])
+            break
+    if verb:
+        print(f"Read Height = {height}m")
+    return height
+
+
+def get_pinj(vvm, Vl, As, lh):
+    rhog = 1.25  # kg /m3
+    Vg = Vl * vvm / (60 * As * 1)  # m/s
+    Ptank = 101325  # Pa
+    # Ptank = 0 # Pa
+    rhoL = 1000  # kg / m3
+    Pl = 101325 + rhoL * 9.8 * lh  # Pa
+    # W
+    P1 = rhog * As * Vg**3
+    # W
+    P2 = (Pl - Ptank) * As * Vg
+    # kg /s
+    MF = rhog * Vg * As
+    # kwh / kg
+    e_m = (P1 + P2) / (3600 * 1000 * MF)
+
+    # returns kW
+    return (P1 + P2) * 1e-3
+
+
+def get_qoi(kla_co2, cs_co2, kla_h2, cs_h2, verb=False):
+    vvm = get_vvm(verb)
+    As = get_As(verb)
+    V_l = get_vl(verb)
+    liqh = get_lh(verb)
+    P_inj = get_pinj(vvm, V_l, As, liqh)
+    P_mix = get_pmix(verb)
+
+    qoi_co2 = kla_co2 * cs_co2 * V_l * 0.04401 / (P_mix / 3600 + P_inj / 3600)
+    qoi_h2 = kla_h2 * cs_h2 * V_l * 0.002016 / (P_mix / 3600 + P_inj / 3600)
+    return qoi_co2 * qoi_h2
+
+
+def get_qoi_uq(kla_co2, cs_co2, kla_h2, cs_h2):
+    qoi = []
+    for i in range(len(kla_co2)):
+        if i == 0:
+            verb = True
+        else:
+            verb = False
+        qoi.append(get_qoi(kla_co2[i], cs_co2[i], kla_h2[i], cs_h2[i], verb))
+    qoi = np.array(qoi)
+    return np.mean(qoi), np.std(qoi)
+
+
+os.makedirs("Figures", exist_ok=True)
+
+dataFolder = "data"
+fold = "local"
+
+nuq = 100
+mean_cstar_co2 = np.random.uniform(12.6, 13.3, nuq)
+mean_cstar_h2 = np.random.uniform(0.902, 0.96, nuq)
+
+
+tmp_cs_h2 = []
+tmp_cs_co2 = []
+tmp_kla_h2 = []
+tmp_kla_co2 = []
+cs_co2 = mean_cstar_co2
+cs_h2 = mean_cstar_h2
+
+a = np.load(os.path.join(dataFolder, fold, "conv.npz"))
+endindex = -1
+if (
+    "c_h2" in a
+    and "c_co2" in a
+    and len(a["time"][:endindex] > 0)
+    and (a["time"][:endindex][-1] > 95)
+):
+    for i in range(nuq):
+        fitparamsH2, _ = curve_fit(
+            func,
+            np.array(a["time"][:endindex]),
+            np.array(a["c_h2"][:endindex]),
+            bounds=[(cs_h2[i] - 1e-6, 0), (cs_h2[i] + 1e-6, 1)],
+        )
+        fitparamsCO2, _ = curve_fit(
+            func,
+            np.array(a["time"][:endindex]),
+            np.array(a["c_co2"][:endindex]),
+            bounds=[(cs_co2[i] - 1e-6, 0), (cs_co2[i] + 1e-6, 1)],
+        )
+        tmp_kla_co2.append(fitparamsCO2[1])
+        tmp_kla_h2.append(fitparamsH2[1])
+        tmp_cs_h2.append(cs_h2[i])
+        tmp_cs_co2.append(cs_co2[i])
+
+qoi_m, qoi_s = get_qoi_uq(tmp_kla_co2, tmp_cs_co2, tmp_kla_h2, tmp_cs_h2)
+
+
+with open("qoi.txt", "w+") as f:
+    f.write(f"{qoi_m},{qoi_s}\n")
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
new file mode 100644
index 00000000..6d419bf9
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
@@ -0,0 +1,71 @@
+# Clean case
+module load anaconda3/2023
+conda activate /projects/gas2fuels/conda_env/bird
+source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
+./Allclean
+
+echo PRESTEP 1
+# Generate blockmeshDict
+python /projects/gas2fuels/BioReactorDesign/applications/write_block_rect_mesh.py -i system/mesh.json -o system
+#python ../../../applications/write_block_rect_mesh.py -i system/mesh.json -o system
+
+# Generate boundary stl
+python /projects/gas2fuels/BioReactorDesign/applications/write_stl_patch.py -i system/inlets_outlets.json
+#python ../../../applications/write_stl_patch.py -i system/inlets_outlets.json
+
+# Generate mixers
+python /projects/gas2fuels/BioReactorDesign/applications/write_dynMix_fvModels_force_sign.py -i system/mixers.json -o constant
+#python ../../../applications/write_dynMix_fvModels_force_sign.py -i system/mixers.json -o constant
+
+echo PRESTEP 2
+# Mesh gen
+blockMesh -dict system/blockMeshDict
+
+# Inlet BC
+surfaceToPatch -tol 1e-3 inlets.stl
+export newmeshdir=$(foamListTimes -latestTime)
+rm -rf constant/polyMesh/
+cp -r $newmeshdir/polyMesh ./constant
+rm -rf $newmeshdir
+cp constant/polyMesh/boundary /tmp
+sed -i -e 's/inlets\.stl/inlet/g' /tmp/boundary
+cat /tmp/boundary > constant/polyMesh/boundary
+
+# Outlet BC
+surfaceToPatch -tol 1e-3 outlets.stl
+export newmeshdir=$(foamListTimes -latestTime)
+rm -rf constant/polyMesh/
+cp -r $newmeshdir/polyMesh ./constant
+rm -rf $newmeshdir
+cp constant/polyMesh/boundary /tmp
+sed -i -e 's/outlets\.stl/outlet/g' /tmp/boundary
+cat /tmp/boundary > constant/polyMesh/boundary
+
+
+# Scale
+transformPoints "scale=(2.7615275385627096 2.7615275385627096 2.7615275385627096)"
+
+
+# setup IC
+cp -r 0.orig 0
+setFields
+
+# Setup mass flow rate
+# Get inlet area
+postProcess -func 'patchIntegrate(patch="inlet", field="alpha.gas")'
+postProcess -func writeCellVolumes
+writeMeshObj
+
+echo PRESTEP 3
+python writeGlobalVars.py
+cp constant/phaseProperties_constantd constant/phaseProperties
+
+conda deactivate
+
+if [ -f qoi.txt ]; then
+    rm qoi.txt
+fi
+if [ -f data/local/conv.npz ]; then
+    rm data/local/conv.npz
+fi
+
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
new file mode 100644
index 00000000..264711f8
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -0,0 +1,239 @@
+import argparse
+import os
+import sys
+
+import numpy as np
+from prettyPlot.plotting import plt, pretty_labels
+
+from bird.utilities.ofio import *
+
+
+def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    alpha_liq = field_dict["alpha_liq"]
+    volume = field_dict["volume"]
+    holdup = np.sum((1 - alpha_liq) * volume) / np.sum(volume)
+    return holdup, field_dict
+
+
+def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
+        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
+        co2_liq = readOFScal(co2_liq_file, nCells)
+        # print("computing co2 liq")
+        field_dict["co2_liq"] = co2_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
+        alpha_liq = field_dict["alpha_liq"]
+        indliq = np.argwhere(alpha_liq > 0.5)
+        # print("computing indliq")
+        field_dict["indliq"] = indliq
+    volume = field_dict["volume"]
+    indliq = field_dict["indliq"]
+    alpha_liq = field_dict["alpha_liq"]
+    co2_liq = field_dict["co2_liq"]
+    met = np.sum(
+        alpha_liq[indliq] * co2_liq[indliq] * volume[indliq]
+    ) / np.sum(volume[indliq])
+    return met, field_dict
+
+
+def cliq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
+        rho_liq_file = os.path.join(caseFolder, timeFolder, "rhom")
+        rho_liq = readOFScal(rho_liq_file, nCells)
+        field_dict["rho_liq"] = rho_liq
+    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
+        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
+        co2_liq = readOFScal(co2_liq_file, nCells)
+        # print("computing co2 liq")
+        field_dict["co2_liq"] = co2_liq
+    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
+        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
+        h2_liq = readOFScal(h2_liq_file, nCells)
+        # print("computing h2 liq")
+        field_dict["h2_liq"] = h2_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
+        alpha_liq = field_dict["alpha_liq"]
+        indliq = np.argwhere(alpha_liq > 0.5)
+        # print("computing indliq")
+        field_dict["indliq"] = indliq
+
+    volume = field_dict["volume"]
+    indliq = field_dict["indliq"]
+    alpha_liq = field_dict["alpha_liq"]
+    co2_liq = field_dict["co2_liq"]
+    h2_liq = field_dict["h2_liq"]
+    rho_liq = field_dict["rho_liq"]
+
+    # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
+    # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+
+    c_h2 = 1000 * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
+    c_co2 = 1000 * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+
+    c_h2 = np.sum(c_h2 * volume[indliq]) / np.sum(volume[indliq])
+    c_co2 = np.sum(c_co2 * volume[indliq]) / np.sum(volume[indliq])
+
+    return c_co2, c_h2, field_dict
+
+
+def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
+        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
+        h2_liq = readOFScal(h2_liq_file, nCells)
+        # print("computing h2 liq")
+        field_dict["h2_liq"] = h2_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
+        alpha_liq = field_dict["alpha_liq"]
+        indliq = np.argwhere(alpha_liq > 0.5)
+        # print("computing indliq")
+        field_dict["indliq"] = indliq
+    volume = field_dict["volume"]
+    indliq = field_dict["indliq"]
+    alpha_liq = field_dict["alpha_liq"]
+    h2_liq = field_dict["h2_liq"]
+    met = np.sum(alpha_liq[indliq] * h2_liq[indliq] * volume[indliq]) / np.sum(
+        volume[indliq]
+    )
+    return met, field_dict
+
+
+def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    volume = field_dict["volume"]
+    alpha_liq = field_dict["alpha_liq"]
+    indliq = np.argwhere(alpha_liq > 0.0)
+    liqvol = np.sum(alpha_liq[indliq] * volume[indliq]) / np.sum(
+        volume[indliq]
+    )
+    return liqvol, field_dict
+
+
+parser = argparse.ArgumentParser(description="Convergence of GH")
+parser.add_argument(
+    "-cn",
+    "--case_name",
+    type=str,
+    metavar="",
+    required=True,
+    help="Case name",
+)
+parser.add_argument(
+    "-df",
+    "--data_folder",
+    type=str,
+    metavar="",
+    required=False,
+    help="data folder name",
+    default="data",
+)
+
+args, unknown = parser.parse_known_args()
+
+
+case_root = "."  # "../"
+case_name = args.case_name  # "12_hole_sparger_snappyRefine_700rpm_opt_coeff"
+case_path = "."
+dataFolder = args.data_folder
+
+if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
+    sys.exit("WARNING: History already created, Skipping")
+
+time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
+cellCentres = readMesh(os.path.join(case_path, f"meshCellCentres_0.obj"))
+nCells = len(cellCentres)
+
+
+co2_history = np.zeros(len(time_str_sorted))
+c_co2_history = np.zeros(len(time_str_sorted))
+h2_history = np.zeros(len(time_str_sorted))
+c_h2_history = np.zeros(len(time_str_sorted))
+gh_history = np.zeros(len(time_str_sorted))
+liqvol_history = np.zeros(len(time_str_sorted))
+print(f"case_path = {case_path}")
+field_dict = {}
+for itime, time in enumerate(time_float_sorted):
+    time_folder = time_str_sorted[itime]
+    print(f"\tTime : {time_folder}")
+    if not field_dict == {}:
+        new_field_dict = {}
+        if "volume" in field_dict:
+            new_field_dict["volume"] = field_dict["volume"]
+        field_dict = new_field_dict
+    gh_history[itime], field_dict = compute_gas_holdup(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    co2_history[itime], field_dict = co2liq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    h2_history[itime], field_dict = h2liq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    liqvol_history[itime], field_dict = vol_liq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    c_co2_history[itime], c_h2_history[itime], field_dict = cliq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+
+
+os.makedirs(dataFolder, exist_ok=True)
+os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
+np.savez(
+    os.path.join(dataFolder, case_name, "conv.npz"),
+    time=np.array(time_float_sorted),
+    gh=gh_history,
+    co2=co2_history,
+    h2=h2_history,
+    vol_liq=liqvol_history,
+    c_h2=c_h2_history,
+    c_co2=c_co2_history,
+)
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
new file mode 100644
index 00000000..6b7eb516
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
@@ -0,0 +1,5 @@
+multiphaseEulerFoam
+
+
+
+
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
new file mode 100755
index 00000000..090e5c05
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
@@ -0,0 +1,14 @@
+#!/bin/bash
+#SBATCH --qos=high
+#SBATCH --job-name=val2
+##SBATCH --partition=debug
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=16
+#SBATCH --time=07:59:00
+#SBATCH --account=co2snow
+
+bash presteps.sh
+source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
+decomposePar -fileHandler collated
+srun -n 16 multiphaseEulerFoam -parallel -fileHandler collated
+reconstructPar -newTimes
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
new file mode 100755
index 00000000..aabbc33e
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
@@ -0,0 +1,10 @@
+#!/bin/bash
+#SBATCH --qos=high
+#SBATCH --job-name=val2
+##SBATCH --partition=debug
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=16
+#SBATCH --time=00:59:00
+#SBATCH --account=co2snow
+
+bash computeQOI.sh
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
new file mode 100644
index 00000000..1183d262
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
@@ -0,0 +1,746 @@
+FoamFile
+{
+    version     2.0;
+    format      ascii;
+    class       dictionary;
+    object      blockMeshDict;
+}
+
+convertToMeters 1.0;
+
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+vertices
+(
+( 0.0 0.0  0.0)
+( 1.0 0.0  0.0)
+( 2.0 0.0  0.0)
+( 3.0 0.0  0.0)
+( 4.0 0.0  0.0)
+( 5.0 0.0  0.0)
+( 6.0 0.0  0.0)
+( 7.0 0.0  0.0)
+( 8.0 0.0  0.0)
+( 9.0 0.0  0.0)
+( 10.0 0.0  0.0)
+( 0.0 1.0  0.0)
+( 1.0 1.0  0.0)
+( 2.0 1.0  0.0)
+( 3.0 1.0  0.0)
+( 4.0 1.0  0.0)
+( 5.0 1.0  0.0)
+( 6.0 1.0  0.0)
+( 7.0 1.0  0.0)
+( 8.0 1.0  0.0)
+( 9.0 1.0  0.0)
+( 10.0 1.0  0.0)
+( 0.0 2.0  0.0)
+( 1.0 2.0  0.0)
+( 2.0 2.0  0.0)
+( 3.0 2.0  0.0)
+( 4.0 2.0  0.0)
+( 5.0 2.0  0.0)
+( 6.0 2.0  0.0)
+( 7.0 2.0  0.0)
+( 8.0 2.0  0.0)
+( 9.0 2.0  0.0)
+( 10.0 2.0  0.0)
+( 0.0 3.0  0.0)
+( 1.0 3.0  0.0)
+( 2.0 3.0  0.0)
+( 3.0 3.0  0.0)
+( 4.0 3.0  0.0)
+( 5.0 3.0  0.0)
+( 6.0 3.0  0.0)
+( 7.0 3.0  0.0)
+( 8.0 3.0  0.0)
+( 9.0 3.0  0.0)
+( 10.0 3.0  0.0)
+( 0.0 4.0  0.0)
+( 1.0 4.0  0.0)
+( 2.0 4.0  0.0)
+( 3.0 4.0  0.0)
+( 4.0 4.0  0.0)
+( 5.0 4.0  0.0)
+( 6.0 4.0  0.0)
+( 7.0 4.0  0.0)
+( 8.0 4.0  0.0)
+( 9.0 4.0  0.0)
+( 10.0 4.0  0.0)
+( 0.0 5.0  0.0)
+( 1.0 5.0  0.0)
+( 2.0 5.0  0.0)
+( 3.0 5.0  0.0)
+( 4.0 5.0  0.0)
+( 5.0 5.0  0.0)
+( 6.0 5.0  0.0)
+( 7.0 5.0  0.0)
+( 8.0 5.0  0.0)
+( 9.0 5.0  0.0)
+( 10.0 5.0  0.0)
+( 0.0 6.0  0.0)
+( 1.0 6.0  0.0)
+( 2.0 6.0  0.0)
+( 3.0 6.0  0.0)
+( 4.0 6.0  0.0)
+( 5.0 6.0  0.0)
+( 6.0 6.0  0.0)
+( 7.0 6.0  0.0)
+( 8.0 6.0  0.0)
+( 9.0 6.0  0.0)
+( 10.0 6.0  0.0)
+( 0.0 7.0  0.0)
+( 1.0 7.0  0.0)
+( 2.0 7.0  0.0)
+( 3.0 7.0  0.0)
+( 4.0 7.0  0.0)
+( 5.0 7.0  0.0)
+( 6.0 7.0  0.0)
+( 7.0 7.0  0.0)
+( 8.0 7.0  0.0)
+( 9.0 7.0  0.0)
+( 10.0 7.0  0.0)
+( 0.0 0.0  1.0)
+( 1.0 0.0  1.0)
+( 2.0 0.0  1.0)
+( 3.0 0.0  1.0)
+( 4.0 0.0  1.0)
+( 5.0 0.0  1.0)
+( 6.0 0.0  1.0)
+( 7.0 0.0  1.0)
+( 8.0 0.0  1.0)
+( 9.0 0.0  1.0)
+( 10.0 0.0  1.0)
+( 0.0 1.0  1.0)
+( 1.0 1.0  1.0)
+( 2.0 1.0  1.0)
+( 3.0 1.0  1.0)
+( 4.0 1.0  1.0)
+( 5.0 1.0  1.0)
+( 6.0 1.0  1.0)
+( 7.0 1.0  1.0)
+( 8.0 1.0  1.0)
+( 9.0 1.0  1.0)
+( 10.0 1.0  1.0)
+( 0.0 2.0  1.0)
+( 1.0 2.0  1.0)
+( 2.0 2.0  1.0)
+( 3.0 2.0  1.0)
+( 4.0 2.0  1.0)
+( 5.0 2.0  1.0)
+( 6.0 2.0  1.0)
+( 7.0 2.0  1.0)
+( 8.0 2.0  1.0)
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+);
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+blocks
+(
+
+ //block 0
+hex (0 1 12 11 88 89 100 99 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 1
+hex (1 2 13 12 89 90 101 100 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 2
+hex (2 3 14 13 90 91 102 101 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 3
+hex (3 4 15 14 91 92 103 102 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 4
+hex (4 5 16 15 92 93 104 103 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 5
+hex (5 6 17 16 93 94 105 104 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 6
+hex (6 7 18 17 94 95 106 105 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 7
+hex (7 8 19 18 95 96 107 106 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 8
+hex (8 9 20 19 96 97 108 107 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 9
+hex (9 10 21 20 97 98 109 108 )
+( 10 10 10 )
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+
+ //block 10
+hex (97 98 109 108 185 186 197 196 )
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+
+ //block 11
+hex (185 186 197 196 273 274 285 284 )
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+
+ //block 12
+hex (273 274 285 284 361 362 373 372 )
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+
+ //block 13
+hex (361 362 373 372 449 450 461 460 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 14
+hex (360 361 372 371 448 449 460 459 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 15
+hex (359 360 371 370 447 448 459 458 )
+( 10 10 10 )
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+
+ //block 16
+hex (358 359 370 369 446 447 458 457 )
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+
+ //block 17
+hex (357 358 369 368 445 446 457 456 )
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+
+ //block 18
+hex (356 357 368 367 444 445 456 455 )
+( 10 10 10 )
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+
+ //block 19
+hex (355 356 367 366 443 444 455 454 )
+( 10 10 10 )
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+
+ //block 20
+hex (354 355 366 365 442 443 454 453 )
+( 10 10 10 )
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+
+ //block 21
+hex (353 354 365 364 441 442 453 452 )
+( 10 10 10 )
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+
+ //block 22
+hex (352 353 364 363 440 441 452 451 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 23
+hex (363 364 375 374 451 452 463 462 )
+( 10 10 10 )
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+
+ //block 24
+hex (374 375 386 385 462 463 474 473 )
+( 10 10 10 )
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+
+ //block 25
+hex (385 386 397 396 473 474 485 484 )
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+
+ //block 26
+hex (396 397 408 407 484 485 496 495 )
+( 10 10 10 )
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+
+ //block 27
+hex (407 408 419 418 495 496 507 506 )
+( 10 10 10 )
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+
+ //block 28
+hex (418 419 430 429 506 507 518 517 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 29
+hex (308 309 320 319 396 397 408 407 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 30
+hex (220 221 232 231 308 309 320 319 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 31
+hex (132 133 144 143 220 221 232 231 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 32
+hex (44 45 56 55 132 133 144 143 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 33
+hex (55 56 67 66 143 144 155 154 )
+( 10 10 10 )
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+
+ //block 34
+hex (66 67 78 77 154 155 166 165 )
+( 10 10 10 )
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+
+ //block 35
+hex (33 34 45 44 121 122 133 132 )
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+
+ //block 36
+hex (22 23 34 33 110 111 122 121 )
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+SimpleGrading (1 1 1)
+
+ //block 37
+hex (11 12 23 22 99 100 111 110 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+);
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+defaultPatch
+{   type wall;}
+
+patches
+(
+);
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
new file mode 100644
index 00000000..7f457c4b
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
@@ -0,0 +1,67 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      controlDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+application     multiphaseEulerFoam;
+
+startFrom       latestTime;//startTime;
+
+startTime       0;
+
+stopAt          endTime;
+
+endTime         200;
+
+deltaT          0.0001;
+
+writeControl    adjustableRunTime;
+
+writeInterval   2;
+
+purgeWrite      0;
+
+writeFormat     ascii;
+
+writePrecision  6;
+
+writeCompression off;
+
+timeFormat      general;
+
+timePrecision   6;
+
+runTimeModifiable yes;
+
+adjustTimeStep  yes;
+
+maxCo           0.5;
+
+maxDeltaT       0.01;
+
+
+functions
+{
+
+    #includeFunc    writeObjects(d.gas)
+    #includeFunc    writeObjects(thermo:rho.gas)
+    #includeFunc    writeObjects(thermo:rho.liquid)
+}
+//functions
+//{
+//    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
+//}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
new file mode 100755
index 00000000..f8397e73
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
@@ -0,0 +1,30 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+| =========                 |                                                 |
+| \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox           |
+|  \\    /   O peration     | Version:  3.0.x                                 |
+|   \\  /    A nd           | Web:      www.OpenFOAM.org                      |
+|    \\/     M anipulation  |                                                 |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    version     2.0;
+    format      ascii;
+    class       dictionary;
+    object      decomposeParDict;
+}
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+numberOfSubdomains 16;
+
+method          scotch;
+
+hierarchicalCoeffs
+{
+    n               (4 4 1);
+    delta           0.001;
+    order           xyz;
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
new file mode 100644
index 00000000..334f1c8f
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
@@ -0,0 +1,56 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      fvConstraints;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+limitp
+{
+    type       limitPressure;
+
+    min        1e4;
+}
+limitUliq
+{
+    type       limitVelocity;
+    active yes;
+    U          U.liquid;
+    selectionMode all;
+    max        1e1;
+}
+limitUgas
+{
+    type       limitVelocity;
+    active yes;
+    U          U.gas;
+    selectionMode all;
+    max        2e1;
+}
+limitTgas
+{
+    type            limitTemperature;
+    selectionMode   all;
+    min             290;
+    max             310;
+    phase           gas;
+}
+limitTliq
+{
+    type            limitTemperature;
+    selectionMode   all;
+    min             290;
+    max             310;
+    phase           liquid;
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
new file mode 100644
index 00000000..52e6e13a
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
@@ -0,0 +1,70 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      fvSchemes;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+ddtSchemes
+{
+    default         Euler;
+}
+
+gradSchemes
+{
+    default         Gauss linear;
+    limited         cellLimited Gauss linear 1;
+}
+
+divSchemes
+{
+    default                     none;
+
+    "div\(phi,alpha.*\)"              Gauss vanLeer;
+
+    "div\(phir,alpha.*,alpha.*\)"       Gauss vanLeer;
+
+    "div\(alphaRhoPhi.*,U.*\)"          Gauss limitedLinearV 1;
+    "div\(phi.*,U.*\)"                  Gauss limitedLinearV 1;
+    "div\(alphaRhoPhi.*,Yi\)"       Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,(h|e).*\)"          Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,(K|k|epsilon|omega).*\)"          Gauss limitedLinear 1;
+    "div\(alphaPhi.*,f.*\)"         Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,\(p\|thermo:rho.*\)\)"    Gauss limitedLinear 1;
+
+    "div\(phim,(k|epsilon)m\)"      Gauss upwind;
+    "div\(\(\(\(alpha.*\*thermo:rho.*\)*nuEff.*\)*dev2\(T\(grad\(U.*\)\)\)\)\)" Gauss linear;
+}
+
+laplacianSchemes
+{
+    default         Gauss linear corrected;
+}
+
+interpolationSchemes
+{
+    default         linear;
+}
+
+snGradSchemes
+{
+    default         uncorrected;
+}
+
+wallDist
+{
+    method          Poisson;
+    nRequired       true;
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
new file mode 100644
index 00000000..2e69fdfa
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
@@ -0,0 +1,120 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      fvSolution;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+solvers
+{
+    "alpha.*"
+    {
+        nAlphaCorr      2;
+        nAlphaSubCycles 5;
+    }
+
+    bubbles
+    {
+        nCorr                1;
+        tolerance            1e-4;
+        scale                true;
+        solveOnFinalIterOnly true;
+        sourceUpdateInterval 1;
+    }
+
+    p_rgh
+    {
+        solver          GAMG;
+        smoother        DIC;
+        tolerance       1e-7;
+        relTol          0;
+    }
+
+    p_rghFinal
+    {
+        $p_rgh;
+        relTol          0;
+    }
+
+    "(k|omega).*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-7;
+        relTol          0;
+        minIter         1;
+    }
+
+    "(e|h).*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-8;
+        relTol          0;
+        minIter         0;
+        maxIter         3;
+    }
+
+    "f.*"
+    {
+        solver          PBiCGStab;
+        preconditioner  DILU;
+        tolerance       1e-6;
+        relTol          0;
+    }
+
+    "Yi.*"
+    {
+        solver          PBiCGStab;
+        preconditioner  DILU;
+        tolerance       1e-12;
+        relTol          0;
+        residualAlpha   1e-8;
+    }
+
+    "U.*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-5;
+        relTol          0;
+        minIter         1;
+    }
+
+    yPsi
+    {
+        solver          PCG;
+        preconditioner  DIC;
+        tolerance       1e-10;
+        relTol          0;
+    }
+
+}
+
+PIMPLE
+{
+    nOuterCorrectors 3;
+    nCorrectors      1;
+    nNonOrthogonalCorrectors 0;
+
+}
+
+relaxationFactors
+{
+    equations
+    {
+        ".*"            1;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
new file mode 100644
index 00000000..2b53da73
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
@@ -0,0 +1,28 @@
+{
+    "Geometry": {
+            "OverallDomain": {
+                    "x" : {"nblocks": 10, "size_per_block": 1.0},
+                    "y" : {"nblocks": 11, "size_per_block": 1.0},
+                    "z" : {"nblocks": 5, "size_per_block": 1.0}
+            },
+            "Fluids": [
+                    [ [0,0,0], [9,0,0] ],
+                    [ [9,0,0], [9,0,4] ],
+                    [ [9,0,4], [0,0,4] ],
+                    [ [0,1,4], [0,4,4] ],
+                    [ [0,4,4], [0,10,4] ],
+                    [ [0,4,4], [0,4,0] ],
+                    [ [0,4,0], [0,10,0] ],
+                    [ [0,4,0], [0,1,0] ]
+            ]
+    },
+    "inlets": [
+        {"branch_id": 0, "type": "circle", "frac_space": 0.2222222222222222, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "bottom"},
+        {"branch_id": 0, "type": "circle", "frac_space": 0.5, "radius": 0.4, "normal_dir": 1,"nelements": 50, "block_pos": "bottom"},
+        {"branch_id": 0, "type": "circle", "frac_space": 0.7777777777777778, "radius": 0.4, "normal_dir": 1,"nelements": 50, "block_pos": "bottom"}
+    ],
+    "outlets": [
+        {"branch_id": 6, "type": "circle", "frac_space": 1, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "top"},
+        {"branch_id": 4, "type": "circle", "frac_space": 1, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "top"}
+    ]
+}
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
new file mode 100644
index 00000000..29841d7e
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
@@ -0,0 +1,26 @@
+{
+        "Meshing": {
+                "Blockwise": {
+                        "x" : 10,
+                        "y" : 10,
+                        "z" : 10
+                }
+        },
+        "Geometry": {
+                "OverallDomain": {
+                        "x" : {"nblocks": 10, "size_per_block": 1.0},
+                        "y" : {"nblocks": 11, "size_per_block": 1.0},
+                        "z" : {"nblocks": 5, "size_per_block": 1.0}
+                },
+                "Fluids": [
+			[ [0,0,0], [9,0,0] ],
+                        [ [9,0,0], [9,0,4] ],
+                        [ [9,0,4], [0,0,4] ],
+                        [ [0,1,4], [0,4,4] ],
+                        [ [0,4,4], [0,10,4] ],
+                        [ [0,4,4], [0,4,0] ],
+                        [ [0,4,0], [0,10,0] ],
+                        [ [0,4,0], [0,1,0] ]
+                ]
+        }
+}
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
new file mode 100644
index 00000000..b6224fb7
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
@@ -0,0 +1,29 @@
+{
+    "Meshing": {
+                "Blockwise": {
+                        "x" : 10,
+                        "y" : 10,
+                        "z" : 10
+                }
+        },
+    "Geometry": {
+            "OverallDomain": {
+                    "x" : {"nblocks": 10, "size_per_block": 1.0, "rescale": 2.7615275385627096},
+                    "y" : {"nblocks": 11, "size_per_block": 1.0, "rescale": 2.7615275385627096},
+                    "z" : {"nblocks": 5, "size_per_block": 1.0, "rescale": 2.7615275385627096}
+            },
+            "Fluids": [
+		    [ [0,0,0], [9,0,0] ],
+                    [ [9,0,0], [9,0,4] ],
+                    [ [9,0,4], [0,0,4] ],
+                    [ [0,1,4], [0,4,4] ],
+                    [ [0,4,4], [0,10,4] ],
+                    [ [0,4,4], [0,4,0] ],
+                    [ [0,4,0], [0,10,0] ],
+                    [ [0,4,0], [0,1,0] ]
+            ]
+    },
+    "mixers": [ 
+        {"branch_id": 2, "frac_space": 0.5, "start_time": 4, "power": 1500,  "sign": "+"}
+    ]                   
+} 
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
new file mode 100644
index 00000000..89a797b9
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
@@ -0,0 +1,37 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      setFieldsDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+defaultFieldValues
+(
+    volScalarFieldValue alpha.gas 0.99
+    volScalarFieldValue alpha.liquid 0.01
+);
+
+regions
+(
+    boxToCell
+    {
+        box (-1.0 -1.0 -1.0) (552.3 11.046 552.3);
+        fieldValues
+        (
+            volScalarFieldValue alpha.gas 0.01
+            volScalarFieldValue alpha.liquid 0.99
+        );
+    }
+);
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
new file mode 100644
index 00000000..0594eccc
--- /dev/null
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
@@ -0,0 +1,47 @@
+import os
+
+import numpy as np
+
+from bird.utilities.ofio import *
+
+
+def writeGvars(inletA, liqVol):
+    filename_tmp = os.path.join("constant", "globalVars_temp")
+    with open(filename_tmp, "r+") as f:
+        lines = f.readlines()
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "w+") as f:
+        for line in lines:
+            if line.startswith("inletA"):
+                f.write(f"inletA\t{inletA:g};\n")
+            elif line.startswith("liqVol"):
+                f.write(f"liqVol\t{liqVol:g};\n")
+            else:
+                f.write(line)
+
+
+def readInletArea():
+    filename = os.path.join(
+        "postProcessing",
+        "patchIntegrate(patch=inlet,field=alpha.gas)",
+        "0",
+        "surfaceFieldValue.dat",
+    )
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    return float(lines[4].split()[-1])
+
+
+def getLiqVol():
+    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    alpha_field = readOFScal(
+        os.path.join("0", "alpha.liquid"), len(cellCentres)
+    )
+    return np.sum(volume_field * alpha_field)
+
+
+if __name__ == "__main__":
+    A = readInletArea()
+    V = getLiqVol()
+    writeGvars(A, V)

From eb12b72e0e755b926ea0a761a1878bbb25bf4f08 Mon Sep 17 00:00:00 2001
From: Malik Hassanaly <mhassana@kl3.head.cm.kestrel.hpc.nrel.gov>
Date: Wed, 21 May 2025 09:45:45 -0600
Subject: [PATCH 024/275] fix presteps

---
 .../presteps.sh                                   | 15 +++++++--------
 1 file changed, 7 insertions(+), 8 deletions(-)

diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
index 6d419bf9..77fa6d6f 100644
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
@@ -1,21 +1,20 @@
 # Clean case
-module load anaconda3/2023
-conda activate /projects/gas2fuels/conda_env/bird
+module load conda
+conda activate /projects/gas2fuels/conda_env/bird_wf
 source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 ./Allclean
 
+BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+
 echo PRESTEP 1
 # Generate blockmeshDict
-python /projects/gas2fuels/BioReactorDesign/applications/write_block_rect_mesh.py -i system/mesh.json -o system
-#python ../../../applications/write_block_rect_mesh.py -i system/mesh.json -o system
+python ${BIRD_HOME}/../applications/write_block_rect_mesh.py -i system/mesh.json -o system
 
 # Generate boundary stl
-python /projects/gas2fuels/BioReactorDesign/applications/write_stl_patch.py -i system/inlets_outlets.json
-#python ../../../applications/write_stl_patch.py -i system/inlets_outlets.json
+python ${BIRD_HOME}/../applications/write_stl_patch.py -i system/inlets_outlets.json
 
 # Generate mixers
-python /projects/gas2fuels/BioReactorDesign/applications/write_dynMix_fvModels_force_sign.py -i system/mixers.json -o constant
-#python ../../../applications/write_dynMix_fvModels_force_sign.py -i system/mixers.json -o constant
+python ${BIRD_HOME}/../applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
 
 echo PRESTEP 2
 # Mesh gen

From ff271083d80d23fe320fd7f33269c41c321e4b54 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 22 May 2025 11:45:38 -0600
Subject: [PATCH 025/275] get rid of all multiphaseEulerFoam ref

---
 experimental_cases/deckwer17/system/controlDict                 | 2 +-
 experimental_cases/deckwer19/system/controlDict                 | 2 +-
 .../disengagement/bubble_column_pbe_20L/system/controlDict      | 2 +-
 papers/co2_model/cases/breakup_17_mesh1_opt/system/controlDict  | 2 +-
 papers/co2_model/cases/breakup_19_mesh1_opt/system/controlDict  | 2 +-
 tutorial_cases/airlift_40m/submitjob                            | 2 +-
 tutorial_cases/bubble_column_20L/system/controlDict             | 2 +-
 tutorial_cases/loop_reactor_mixing/script                       | 2 +-
 tutorial_cases/loop_reactor_mixing/system/controlDict           | 2 +-
 .../loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh   | 2 +-
 .../loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script   | 2 +-
 .../system/controlDict                                          | 2 +-
 tutorial_cases/loop_reactor_reacting/system/controlDict         | 2 +-
 tutorial_cases/side_sparger/system/controlDict                  | 2 +-
 tutorial_cases/side_sparger/system/controlDict.first            | 2 +-
 tutorial_cases/side_sparger/system/controlDict.second           | 2 +-
 16 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/experimental_cases/deckwer17/system/controlDict b/experimental_cases/deckwer17/system/controlDict
index 61296ae9..6942e6d0 100644
--- a/experimental_cases/deckwer17/system/controlDict
+++ b/experimental_cases/deckwer17/system/controlDict
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 
diff --git a/experimental_cases/deckwer19/system/controlDict b/experimental_cases/deckwer19/system/controlDict
index 61296ae9..6942e6d0 100644
--- a/experimental_cases/deckwer19/system/controlDict
+++ b/experimental_cases/deckwer19/system/controlDict
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict b/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict
index f46a636b..0f3246f2 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict
@@ -14,7 +14,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application     multiphaseEulerFoam;
+application     birdmultiphaseEulerFoam;
 
 startFrom       latestTime;//startTime;
 
diff --git a/papers/co2_model/cases/breakup_17_mesh1_opt/system/controlDict b/papers/co2_model/cases/breakup_17_mesh1_opt/system/controlDict
index f62759d0..fce220d3 100644
--- a/papers/co2_model/cases/breakup_17_mesh1_opt/system/controlDict
+++ b/papers/co2_model/cases/breakup_17_mesh1_opt/system/controlDict
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 
diff --git a/papers/co2_model/cases/breakup_19_mesh1_opt/system/controlDict b/papers/co2_model/cases/breakup_19_mesh1_opt/system/controlDict
index f62759d0..fce220d3 100644
--- a/papers/co2_model/cases/breakup_19_mesh1_opt/system/controlDict
+++ b/papers/co2_model/cases/breakup_19_mesh1_opt/system/controlDict
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 
diff --git a/tutorial_cases/airlift_40m/submitjob b/tutorial_cases/airlift_40m/submitjob
index 9f34f963..9dffb4d0 100644
--- a/tutorial_cases/airlift_40m/submitjob
+++ b/tutorial_cases/airlift_40m/submitjob
@@ -17,4 +17,4 @@ module load openmpi/1.10.7/gcc-7.3.0
 module load gcc
 source /projects/bpms/openfoam/OpenFOAM-dev/etc/bashrc
 . ./presteps.sh
-srun -n 144 multiphaseEulerFoam -parallel
+srun -n 144 birdmultiphaseEulerFoam -parallel
diff --git a/tutorial_cases/bubble_column_20L/system/controlDict b/tutorial_cases/bubble_column_20L/system/controlDict
index 61d4e04a..ef313841 100644
--- a/tutorial_cases/bubble_column_20L/system/controlDict
+++ b/tutorial_cases/bubble_column_20L/system/controlDict
@@ -14,7 +14,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application     multiphaseEulerFoam;
+application     birdmultiphaseEulerFoam;
 
 startFrom       latestTime;//startTime;
 
diff --git a/tutorial_cases/loop_reactor_mixing/script b/tutorial_cases/loop_reactor_mixing/script
index 090e5c05..efe675ff 100755
--- a/tutorial_cases/loop_reactor_mixing/script
+++ b/tutorial_cases/loop_reactor_mixing/script
@@ -10,5 +10,5 @@
 bash presteps.sh
 source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 decomposePar -fileHandler collated
-srun -n 16 multiphaseEulerFoam -parallel -fileHandler collated
+srun -n 16 birdmultiphaseEulerFoam -parallel -fileHandler collated
 reconstructPar -newTimes
diff --git a/tutorial_cases/loop_reactor_mixing/system/controlDict b/tutorial_cases/loop_reactor_mixing/system/controlDict
index d8c42afd..204a8cbe 100644
--- a/tutorial_cases/loop_reactor_mixing/system/controlDict
+++ b/tutorial_cases/loop_reactor_mixing/system/controlDict
@@ -14,7 +14,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application     multiphaseEulerFoam;
+application     birdmultiphaseEulerFoam;
 
 startFrom       latestTime;//startTime;
 
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
index 6b7eb516..99da4760 100644
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
@@ -1,4 +1,4 @@
-multiphaseEulerFoam
+birdmultiphaseEulerFoam
 
 
 
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
index 090e5c05..efe675ff 100755
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
@@ -10,5 +10,5 @@
 bash presteps.sh
 source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 decomposePar -fileHandler collated
-srun -n 16 multiphaseEulerFoam -parallel -fileHandler collated
+srun -n 16 birdmultiphaseEulerFoam -parallel -fileHandler collated
 reconstructPar -newTimes
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
index 7f457c4b..6f803fd2 100644
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
@@ -14,7 +14,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application     multiphaseEulerFoam;
+application     birdmultiphaseEulerFoam;
 
 startFrom       latestTime;//startTime;
 
diff --git a/tutorial_cases/loop_reactor_reacting/system/controlDict b/tutorial_cases/loop_reactor_reacting/system/controlDict
index 5e782597..99054d1c 100644
--- a/tutorial_cases/loop_reactor_reacting/system/controlDict
+++ b/tutorial_cases/loop_reactor_reacting/system/controlDict
@@ -14,7 +14,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application     multiphaseEulerFoam;
+application     birdmultiphaseEulerFoam;
 
 startFrom       latestTime;//startTime;
 
diff --git a/tutorial_cases/side_sparger/system/controlDict b/tutorial_cases/side_sparger/system/controlDict
index 812bdde3..9cf2ac1b 100644
--- a/tutorial_cases/side_sparger/system/controlDict
+++ b/tutorial_cases/side_sparger/system/controlDict
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 
diff --git a/tutorial_cases/side_sparger/system/controlDict.first b/tutorial_cases/side_sparger/system/controlDict.first
index 48186072..ff0bf772 100644
--- a/tutorial_cases/side_sparger/system/controlDict.first
+++ b/tutorial_cases/side_sparger/system/controlDict.first
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 
diff --git a/tutorial_cases/side_sparger/system/controlDict.second b/tutorial_cases/side_sparger/system/controlDict.second
index eee3a5d6..9e0d2eeb 100644
--- a/tutorial_cases/side_sparger/system/controlDict.second
+++ b/tutorial_cases/side_sparger/system/controlDict.second
@@ -13,7 +13,7 @@ FoamFile
 }
 // * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
 
-application         multiphaseEulerFoam;
+application         birdmultiphaseEulerFoam;
 
 startFrom           latestTime;
 

From 45fa2cd36971a1e05c92ae1c728a576af1b2f394 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 22 May 2025 11:51:53 -0600
Subject: [PATCH 026/275] add a troubleshoot page to help users

---
 docs/source/index.rst        |  1 +
 docs/source/troubleshoot.rst | 17 +++++++++++++++++
 2 files changed, 18 insertions(+)
 create mode 100644 docs/source/troubleshoot.rst

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7f315c91..0537e923 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -30,4 +30,5 @@ We provide a solver ``birdmultiphaseEulerFoam`` that contains custom models adde
    tutorials
    contribute
    references
+   troubleshoot
    acknowledgments
diff --git a/docs/source/troubleshoot.rst b/docs/source/troubleshoot.rst
new file mode 100644
index 00000000..be438d96
--- /dev/null
+++ b/docs/source/troubleshoot.rst
@@ -0,0 +1,17 @@
+Troubleshoot
+=====
+
+
+Unrecognized drag and mass transfer model
+------------
+
+.. code-block:: console
+
+   [6] --> FOAM FATAL ERROR: 
+   [6] Unknown dragModelType type Grace
+
+
+This may mean that you are using ``multiphaseEulerFoam`` instead of ``birdmultiphaseEulerFoam``
+
+
+

From 7c14a979534d56dfcb231070cc7ea7cace578d39 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 22 May 2025 12:01:26 -0600
Subject: [PATCH 027/275] discuss the bdofoam problem

---
 docs/source/troubleshoot.rst | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/docs/source/troubleshoot.rst b/docs/source/troubleshoot.rst
index be438d96..760c0ca6 100644
--- a/docs/source/troubleshoot.rst
+++ b/docs/source/troubleshoot.rst
@@ -15,3 +15,11 @@ This may mean that you are using ``multiphaseEulerFoam`` instead of ``birdmultip
 
 
 
+BDOFoam does not compile
+------------
+
+``birdmultiphaseEulerFoam`` requires OpenFOAM 9 but ``bdoFoam`` requires OpenFOAM 6. 
+Compiling ``bdoFoam`` also requires a little more work that ``birdmultiphaseEulerFoam``.
+Detailed step are discussed `here <https://github.com/NREL/BioReactorDesign/issues/32>`_ 
+
+In the future, we will make sure that ``bdoFoam`` works with OpenFOAM 9.

From 63df543751f2f0c2e6ec1fdd6322c318e9409d2b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 22 May 2025 16:58:16 -0600
Subject: [PATCH 028/275] update v since pypi package will change

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 75d8e719..6f41219c 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.19"
+__version__ = "0.0.20"

From 8ca45853c44a1bccf0779116b3cbe3baa969a4c7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 08:34:04 -0600
Subject: [PATCH 029/275] add test for case generation

---
 tests/preprocess/test_case_gen.py | 88 +++++++++++++++++++++++++++++++
 1 file changed, 88 insertions(+)
 create mode 100644 tests/preprocess/test_case_gen.py

diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
new file mode 100644
index 00000000..95319925
--- /dev/null
+++ b/tests/preprocess/test_case_gen.py
@@ -0,0 +1,88 @@
+
+import os
+import pickle
+import shutil
+
+import numpy as np
+
+from bird.preprocess.json_gen.design_io import *
+from bird.preprocess.json_gen.generate_designs import *
+
+
+def test_continuous_loop():
+
+    generate_single_scaledup_reactor_sparger_cases(
+        sparger_locs=[0.3, 0.5, 1.4],
+        sim_id=0,
+        vvm=0.4,
+        study_folder=".",
+    )
+
+def test_discrete_loop():
+ 
+    def optimization_setup():
+        # spots on the branches where we can place sparger or mixers
+        branchcom_spots = {}
+        branchcom_spots[0] = np.linspace(0.2, 0.8, 4)
+        branchcom_spots[1] = np.linspace(0.2, 0.8, 3)
+        branchcom_spots[2] = np.linspace(0.2, 0.8, 4)
+        # branches where the sparger and mixers are placed
+        branches_com = [0, 1, 2]
+        return branchcom_spots, branches_com
+    
+    
+    def random_sample(branches_com, branchcom_spots, config_dict={}):
+        config = {}
+        # choices = ["mix", "sparger", "none"]
+        choices_com = [0, 1, 2]
+        for branch in branches_com:
+            config[branch] = np.random.choice(
+                choices_com, size=len(branchcom_spots[branch])
+            )
+    
+        existing = False
+        new_config_key = 0
+        for old_key_conf in config_dict:
+            if compare_config(config_dict[old_key_conf], config):
+                existing = True
+                print("FOUND SAME CONFIG")
+                return config_dict
+            new_config_key = old_key_conf + 1
+    
+        if check_config(config):
+            config_dict[new_config_key] = config
+    
+        return config_dict
+
+ 
+    branchcom_spots, branches_com = optimization_setup()
+    n_sim = 20
+    config_dict = {}
+    for i in range(n_sim):
+        config_dict = random_sample(
+            branches_com, branchcom_spots, config_dict=config_dict
+        )
+
+    vvm_l = [0.1, 0.4]
+    pow_l = [3000,6000]
+
+    for vvm_v in vvm_l:
+        vvm_str = str(vvm_v).replace(".", "_")
+        for pow_v in pow_l:
+            study_folder = f"study_scaleup_{vvm_str}vvm_{pow_v}W"
+            generate_scaledup_reactor_cases(
+                config_dict,
+                branchcom_spots,
+                vvm=vvm_v,
+                power=pow_v,
+                constantD=True,
+                study_folder=study_folder,
+            )
+            write_script_start(f"{study_folder}/many_scripts_start", n_sim)
+            write_script_post(f"{study_folder}/many_scripts_post", n_sim)
+            write_prep(f"{study_folder}/prep.sh", n_sim)
+            save_config_dict(f"{study_folder}/configs.pkl", config_dict)
+            save_config_dict(
+                f"{study_folder}/branchcom_spots.pkl", branchcom_spots
+            ) 
+

From 980ec071948bc1e8fa5980ab9ce6b482da805a0f Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 08:34:46 -0600
Subject: [PATCH 030/275] fix format

---
 tests/preprocess/test_case_gen.py | 19 ++++++++-----------
 1 file changed, 8 insertions(+), 11 deletions(-)

diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 95319925..056a271b 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -1,4 +1,3 @@
-
 import os
 import pickle
 import shutil
@@ -18,8 +17,9 @@ def test_continuous_loop():
         study_folder=".",
     )
 
+
 def test_discrete_loop():
- 
+
     def optimization_setup():
         # spots on the branches where we can place sparger or mixers
         branchcom_spots = {}
@@ -29,8 +29,7 @@ def optimization_setup():
         # branches where the sparger and mixers are placed
         branches_com = [0, 1, 2]
         return branchcom_spots, branches_com
-    
-    
+
     def random_sample(branches_com, branchcom_spots, config_dict={}):
         config = {}
         # choices = ["mix", "sparger", "none"]
@@ -39,7 +38,7 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
             config[branch] = np.random.choice(
                 choices_com, size=len(branchcom_spots[branch])
             )
-    
+
         existing = False
         new_config_key = 0
         for old_key_conf in config_dict:
@@ -48,13 +47,12 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
                 print("FOUND SAME CONFIG")
                 return config_dict
             new_config_key = old_key_conf + 1
-    
+
         if check_config(config):
             config_dict[new_config_key] = config
-    
+
         return config_dict
 
- 
     branchcom_spots, branches_com = optimization_setup()
     n_sim = 20
     config_dict = {}
@@ -64,7 +62,7 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
         )
 
     vvm_l = [0.1, 0.4]
-    pow_l = [3000,6000]
+    pow_l = [3000, 6000]
 
     for vvm_v in vvm_l:
         vvm_str = str(vvm_v).replace(".", "_")
@@ -84,5 +82,4 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
             save_config_dict(f"{study_folder}/configs.pkl", config_dict)
             save_config_dict(
                 f"{study_folder}/branchcom_spots.pkl", branchcom_spots
-            ) 
-
+            )

From d947ba0f18fa8bb17f392bc5446acd5d6fb9bd6d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 10:50:20 -0600
Subject: [PATCH 031/275] make sure test passes

---
 bird/__init__.py                              |   1 +
 .../.vim/.netrwhist                           |   3 +
 .../0.orig/CO2.gas                            |  47 ++
 .../0.orig/CO2.liquid                         |  42 +
 .../0.orig/H2.gas                             |  47 ++
 .../0.orig/H2.liquid                          |  42 +
 .../0.orig/N2.gas                             |  47 ++
 .../0.orig/T.gas                              |  44 ++
 .../0.orig/T.liquid                           |  43 +
 .../0.orig/U.gas                              |  47 ++
 .../0.orig/U.liquid                           |  46 ++
 .../0.orig/Ydefault.gas                       |  42 +
 .../0.orig/Ydefault.liquid                    |  42 +
 .../0.orig/alpha.gas                          |  43 +
 .../0.orig/alpha.liquid                       |  40 +
 .../0.orig/alphat.gas                         |  46 ++
 .../0.orig/alphat.liquid                      |  44 ++
 .../0.orig/epsilon.gas                        |  48 ++
 .../0.orig/epsilon.liquid                     |  43 +
 .../0.orig/f.gas                              |  41 +
 .../0.orig/k.gas                              |  43 +
 .../0.orig/k.liquid                           |  44 ++
 .../0.orig/nut.gas                            |  48 ++
 .../0.orig/nut.liquid                         |  43 +
 .../0.orig/p                                  |  39 +
 .../0.orig/p_rgh                              |  43 +
 .../Allclean                                  |  18 +
 .../computeQOI.sh                             |  13 +
 .../constant/dynamicMix_util.H                |  37 +
 .../constant/fvModels                         | 128 +++
 .../constant/g                                |  21 +
 .../constant/globalVars                       |  83 ++
 .../constant/globalVars_temp                  |  83 ++
 .../constant/momentumTransport.gas            |  26 +
 .../constant/momentumTransport.liquid         |  27 +
 .../constant/phaseProperties                  | 295 +++++++
 .../constant/phaseProperties_constantd        | 261 ++++++
 .../constant/phaseProperties_pbe              | 295 +++++++
 .../constant/thermophysicalProperties.gas     | 142 ++++
 .../constant/thermophysicalProperties.liquid  | 108 +++
 .../get_qoi.py                                | 183 +++++
 .../presteps.sh                               |  70 ++
 .../read_history.py                           | 239 ++++++
 .../run.sh                                    |   5 +
 .../script                                    |  14 +
 .../script_post                               |  10 +
 .../system/blockMeshDict                      | 746 ++++++++++++++++++
 .../system/controlDict                        |  67 ++
 .../system/decomposeParDict                   |  30 +
 .../system/fvConstraints                      |  56 ++
 .../system/fvSchemes                          |  70 ++
 .../system/fvSolution                         | 120 +++
 .../system/inlets_outlets.json                |  28 +
 .../system/mesh.json                          |  26 +
 .../system/mixers.json                        |  29 +
 .../system/setFieldsDict                      |  37 +
 .../writeGlobalVars.py                        |  47 ++
 bird/preprocess/json_gen/generate_designs.py  |  57 +-
 tests/preprocess/test_case_gen.py             |   9 +
 59 files changed, 4422 insertions(+), 16 deletions(-)
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
 create mode 100755 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
 create mode 100755 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
 create mode 100755 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
 create mode 100755 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
 create mode 100644 bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py

diff --git a/bird/__init__.py b/bird/__init__.py
index 38b9be87..986a535f 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -35,4 +35,5 @@
 )
 BIRD_EARLY_PRED_DATA_DIR = os.path.join(BIRD_POST_DIR, "data_early")
 BIRD_KLA_DATA_DIR = os.path.join(BIRD_POST_DIR, "data_kla")
+BIRD_CASEGEN_DATA_DIR = os.path.join(BIRD_PRE_DIR, "data")
 BIRD_INV_DIR = os.path.join(BIRD_DIR, "inverse_modeling")
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
new file mode 100644
index 00000000..b9691c3b
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
@@ -0,0 +1,3 @@
+let g:netrw_dirhistmax  =10
+let g:netrw_dirhistcnt =1
+let g:netrw_dirhist_1='/home/openfoam/postProcessing/patchIntegrate(patch=inlet,field=alpha.gas)/0'
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
new file mode 100644
index 00000000..e4165b1a
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      CO2.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 0;
+
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $f_CO2;
+    }
+
+    outlet
+    {
+        //type            inletOutlet;
+        //phi             phi.gas;
+        //inletValue      $f_CO2;
+        //value           $f_CO2;
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
new file mode 100644
index 00000000..4b8ea6a0
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      CO2.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            zeroGradient;
+        //type            fixedValue;
+        //value           uniform 0.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
new file mode 100644
index 00000000..9f66b2d2
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      H2.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 0;
+
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $f_H2;
+    }
+
+    outlet
+    {
+        //type            inletOutlet;
+        //phi             phi.gas;
+        //inletValue      $f_H2;
+        //value           $f_H2;
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
new file mode 100644
index 00000000..65ae8d34
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      H2.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            zeroGradient;
+        //type            fixedValue;
+        //value           uniform 0.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
new file mode 100644
index 00000000..c1d7225f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      N2.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 1;
+
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $f_N2;
+    }
+
+    outlet
+    {
+        //type            inletOutlet;
+        //phi             phi.gas;
+        //inletValue      $f_N2;
+        //value           $f_N2;
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
new file mode 100644
index 00000000..bf0199a0
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      T.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 1 0 0 0];
+
+internalField   uniform 300;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
new file mode 100644
index 00000000..7101ea31
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      T.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 1 0 0 0];
+
+internalField   uniform 300;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.liquid;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
new file mode 100644
index 00000000..e696566f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volVectorField;
+    object      U.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+internalField   uniform (0 0.0 0);
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        //type            flowRateInletVelocity;
+        //massFlowRate    $mflowRateGas;
+        //rho             thermo:rho.gas;
+        //value           $internalField;
+        type            fixedValue;
+        value           uniform (0 $uGasPhase 0);       
+    }
+    outlet
+    {
+        type            pressureInletOutletVelocity;
+        phi             phi.gas;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            slip;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
new file mode 100644
index 00000000..1879e020
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
@@ -0,0 +1,46 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volVectorField;
+    object      U.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform (0 0 0);
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"  
+
+    inlet
+    {
+        //type            flowRateInletVelocity;
+        //massFlowRate    $mflowRateLiq;
+        //rho             thermo:rho.liquid;
+        //value           $internalField;
+        type            fixedValue;
+        value           uniform (0 0 0);
+    }
+    outlet
+    {
+        type            noSlip;
+    }
+    defaultFaces
+    {
+        type            noSlip;
+    }
+
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
new file mode 100644
index 00000000..fba2945d
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      Ydefault.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 0.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
new file mode 100644
index 00000000..a5108564
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
@@ -0,0 +1,42 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      Ydefault.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 1.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 1.0;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
new file mode 100644
index 00000000..1e303fbe
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    location    "0";
+    object      alpha.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $alphaGas;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $alphaGas;
+    }
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      uniform 1;
+        value           uniform 1;
+    }
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
new file mode 100644
index 00000000..5c92070b
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alpha.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform 1;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $alphaLiq;
+    }
+    outlet
+    {
+        type            fixedValue;
+        value           uniform 0;
+    }
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
new file mode 100644
index 00000000..b867958f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
@@ -0,0 +1,46 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alphat.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [1 -1 -1 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            calculated;
+        value           $internalField;
+        //type            compressible::alphatWallFunction;
+        //Prt             0.85;
+        //value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
new file mode 100644
index 00000000..2569c3ee
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alphat.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [1 -1 -1 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            compressible::alphatWallFunction;
+        Prt             0.85;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
new file mode 100644
index 00000000..707a1cda
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilon.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $eps_inlet_gas;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $eps_inlet_gas;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+        //type            epsilonWallFunction;
+        //value         $internalField;
+    }
+
+    // defaultFaces
+    // {
+    //     type            empty;
+    // }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
new file mode 100644
index 00000000..0a4236fd
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilon.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $eps_inlet_liq;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform $eps_inlet_liq;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            epsilonWallFunction;
+        value           $internalField;
+    }
+
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
new file mode 100644
index 00000000..76ee77a9
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
@@ -0,0 +1,41 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      f.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 1.0;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 1.0; //$internalField; //
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
new file mode 100644
index 00000000..4a3d44ca
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      k.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $k_inlet_gas;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type           fixedValue;
+        value          uniform $k_inlet_gas;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
new file mode 100644
index 00000000..cde8f6c1
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      k.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $k_inlet_liq;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type           fixedValue;
+        value          uniform $k_inlet_liq;
+    }
+
+    outlet
+    {
+        type            zeroGradient;
+    }
+
+    defaultFaces
+    {
+        type            kqRWallFunction;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
new file mode 100644
index 00000000..ba16dd4c
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      nut.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -1 0 0 0 0];
+
+internalField   uniform 1e-8;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        //type            nutkWallFunction;
+        //value           $internalField;
+        type            calculated;
+        value           $internalField;
+    }
+
+    // defaultFaces
+    // {
+    //     type            empty;
+    // }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
new file mode 100644
index 00000000..1442e07f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      nut.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -1 0 0 0 0];
+
+internalField   uniform 1e-4;
+
+boundaryField
+{
+    #includeEtc "caseDicts/setConstraintTypes"
+
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            nutkWallFunction;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
new file mode 100644
index 00000000..b3a295fb
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
@@ -0,0 +1,39 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      p;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [1 -1 -2 0 0 0 0];
+
+internalField       uniform 101325;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            calculated;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
new file mode 100644
index 00000000..88ee7d80
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
@@ -0,0 +1,43 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      p_rgh;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [1 -1 -2 0 0 0 0];
+
+internalField       uniform 101325;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedFluxPressure;
+        value           $internalField;
+    }
+    outlet
+    {
+        type            prghTotalPressure;
+        p0              $internalField;
+        U               U.gas;
+        phi             phi.gas;
+        rho             thermo:rho.gas;
+        value           $internalField;
+    }
+    defaultFaces
+    {
+        type            fixedFluxPressure;
+        value           $internalField;
+    }
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
new file mode 100755
index 00000000..f55e0ec9
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
@@ -0,0 +1,18 @@
+#!/bin/sh
+cd ${0%/*} || exit 1    # Run from this directory
+
+# Source tutorial clean functions
+. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+
+# Remove surface, features and solution
+#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
+#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
+#rm -rf constant/polyMesh > /dev/null 2>&1
+#rm -rf processor* > /dev/null 2>&1
+rm -rf 0
+cleanCase
+
+#rm *.obj
+#rm *.stl
+
+#------------------------------------------------------------------------------
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
new file mode 100644
index 00000000..3756ed7f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
@@ -0,0 +1,13 @@
+if [ ! -f qoi.txt ]; then
+    # Reconstruct if needed
+    source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
+    reconstructPar -newTimes
+    module load anaconda3/2023
+    conda activate /projects/gas2fuels/conda_env/bird
+    python read_history.py -cr .. -cn local -df data
+    python get_qoi.py
+    conda deactivate
+else
+   echo "WARNING: QOI already computed"
+fi
+
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
new file mode 100644
index 00000000..8fa7daf7
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
@@ -0,0 +1,37 @@
+#include <string>
+
+double gradfunMix(double V1, double V2){
+    return 3.0*V2*V2 + 2.0*V1*V2 - V1*V1;
+}
+
+double funMix(double V1, double V2, double P, double rhoL, double A){
+    return V2*V2*V2 + V1*V2*V2 - V2*V1*V1 - V1*V1*V1 - 4.0*P/(rhoL * A);
+}
+
+double findV2(double P, double rhoL, double A, double V1) {
+    int newton_iter = 100;
+    double V2 = 2*V1;
+    double V2_old;
+    double V2_new;
+    if (std::abs(V1) < 1e-12) {
+            V2=std::pow((4.0*P/rhoL/A),0.333333);
+            V2_new = V2;
+            V2_old = V2;
+    } else { 
+        for (int i=0; i<newton_iter; i++) {
+            V2_old = V2;
+            //std::cout << "funMix(V1, V2, P, rhoL, A) = " << funMix(V1, V2, P, rhoL, A) << "\n";
+            //std::cout << "gradfunMix(V1,V2) = " << gradfunMix(V1,V2) << "\n";
+            
+            V2 = V2_old - funMix(V1, V2, P, rhoL, A) / gradfunMix(V1,V2);
+            V2_new = V2;
+            if (std::abs(V2_new - V2_old) < 1e-12) {
+                break;
+            }
+        }
+    }
+    Foam::Info << "[BIRD:DYNMIX INFO] V2 = " << V2 << " residual = " << std::abs(V2_new - V2_old) << "\n";
+    return V2;
+}
+
+
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
new file mode 100644
index 00000000..353551df
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
@@ -0,0 +1,128 @@
+FoamFile
+{
+	version  9.0;
+	format   ascii;
+	class    dictionary;
+	location "constant";
+	object   fvModels;
+}
+
+codedSource
+{
+	type	coded;
+	selectionMode	all;
+	field	U.liquid;
+	name	sourceTime;
+
+	codeInclude
+	#{
+		#include "dynamicMix_util.H"
+	#};
+
+	codeOptions
+	#{
+		-I${FOAM_CASE}/constant
+	#};
+	codeAddAlphaRhoSup
+	#{
+		const Time& time = mesh().time();
+		const scalarField& V = mesh().V();
+		vectorField& Usource = eqn.source();
+		const vectorField& C = mesh().C();
+		const volScalarField& rhoL =
+			mesh().lookupObject<volScalarField>("thermo:rho.liquid");
+		const volScalarField& alphaL =
+			mesh().lookupObject<volScalarField>("alpha.liquid");
+		const volVectorField& UL =
+			mesh().lookupObject<volVectorField>("U.liquid");
+		double pi=3.141592654;
+		double source_pt_x=13.807637692813548;
+		double source_pt_y=1.3807637692813548;
+		double source_pt_z=12.426873923532193;
+		double disk_rad=0.9665346384969483;
+		double disk_area=pi*disk_rad*disk_rad;
+		double power=7626.034346240216;
+		double smear_factor=3.0;
+		const scalar startTime = 1;
+		if (time.value() > startTime)
+		{
+			// Get V1
+			double source_sign_factor = 1.0;
+			double V1 = 0;
+			double V2 = 0;
+			double rhoV;
+			double dist_tol = disk_rad*5;
+
+			double dist_n;
+			double upV = 0;
+			double uprhoV = 0;
+			double upVvol = 0;
+			double downV = 0;
+			double downrhoV = 0;
+			double downVvol = 0;
+			double dist2;
+			forAll(C,i)
+			{
+				dist2 = (C[i].x()-source_pt_x)*(C[i].x()-source_pt_x);
+				dist2 += (C[i].y()-source_pt_y)*(C[i].y()-source_pt_y);
+				dist2 += (C[i].z()-source_pt_z)*(C[i].z()-source_pt_z);
+
+				dist_n = (C[i].x()-source_pt_x);
+
+				if (dist2 < dist_tol*dist_tol && dist_n < -dist_tol/2) {
+					upVvol += V[i] * alphaL[i];
+					upV += V[i] * alphaL[i] * UL[i][0];
+					uprhoV += V[i] * alphaL[i] * rhoL[i];
+				}
+				if (dist2 < dist_tol*dist_tol && dist_n > dist_tol/2) {
+					downVvol += V[i] * alphaL[i];
+					downV += V[i] * alphaL[i] * UL[i][0];
+					downrhoV += V[i] * alphaL[i] * rhoL[i];
+				}
+			}
+
+			reduce(uprhoV, sumOp<scalar>());
+			reduce(downrhoV, sumOp<scalar>());
+			reduce(upV, sumOp<scalar>());
+			reduce(downV, sumOp<scalar>());
+			reduce(downVvol, sumOp<scalar>());
+			reduce(upVvol, sumOp<scalar>());
+
+			downV /= downVvol;
+			upV /= upVvol;
+			downrhoV /= downVvol;
+			uprhoV /= upVvol;
+
+			if (upV <= 0 && downV <= 0) {
+				source_sign_factor = -1.0;
+				V1 = std::abs(upV);
+				rhoV = uprhoV;
+			} else if (upV >= 0 && downV >= 0) {
+				source_sign_factor = 1.0;
+				V1 = std::abs(downV);
+				rhoV = downrhoV;
+			} else {
+				V1 = 0.0;
+				source_sign_factor = -1.0;
+				rhoV = uprhoV;
+				Foam::Info << "[BIRD:DYNMIX WARN] " << "upV = " << upV << " downV = " << downV << " for source at " << source_pt_x << ", " << source_pt_y << ", " << source_pt_z <<  endl;
+			}
+			Foam::Info << "[BIRD:DYNMIX INFO] V1 = " << V1 << endl;
+			
+			// Get V2
+			V2 = findV2(power, rhoV, disk_area, V1);
+
+			forAll(C,i)
+			{
+				double Thrust=0.5*rhoL[i]*(V2*V2 - V1*V1)*disk_area;
+				double dist2=(C[i].x()-source_pt_x)*(C[i].x()-source_pt_x);
+				dist2 += (C[i].y()-source_pt_y)*(C[i].y()-source_pt_y);
+				dist2 += (C[i].z()-source_pt_z)*(C[i].z()-source_pt_z);
+				double epsilon=pow(V[i],0.33333)*smear_factor;
+				double sourceterm=alphaL[i]*(Thrust/pow(pi,1.5)/pow(epsilon,3.0))*
+					exp(-dist2/(epsilon*epsilon));
+				Usource[i][0] -=  source_sign_factor*sourceterm*V[i];
+			}
+		}
+	#};
+};
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
new file mode 100644
index 00000000..770a5619
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
@@ -0,0 +1,21 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       uniformDimensionedVectorField;
+    location    "constant";
+    object      g;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -2 0 0 0 0];
+value           (0 -9.81 0);
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
new file mode 100644
index 00000000..1a0ce724
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
@@ -0,0 +1,83 @@
+T0	300; //initial T(K) which stays constant
+VVM	1.6;
+//****water Liquid properties**************
+CpMixLiq        4181;
+muMixLiq #calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"; //viscosity (Pa.s) of water as a function of T(K)  
+kThermLiq       0.62; // W/m-K
+rho0MixLiq      1000; // kg/m^3
+sigmaLiq        0.07; //surface tension N/m
+//Wilke-Chang params for diffusion coefficient of a given solute in water (solvent)
+WC_psi          2.6;
+WC_M            18; // kg/kmol
+WC_V_O2         25.6e-3; // m3/kmol molar volume at normal boiling temperature (Treybal 1968) 
+WC_V_H2         14.3e-3; 
+WC_V_CO2        34e-3;
+WC_V_CO         30.7e-3;
+WC_V_N2		31.2e-3;
+WC_V_CH4        35e-3; // V_b[cm3/mol]=0.285*V_critical^1.048 (Tyn and Calus; ESTIMATING LIQUID MOLAL VOLUME; Processing, Volume 21, Issue 4, Pages 16 - 17)
+//****** diffusion coeff ***********
+D_H2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"; 
+D_CO2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)"; 
+D_CO #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)";
+D_CH4 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)";
+D_N2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)";
+//****** Henry coeff ***************
+H_O2_298 0.032;
+DH_O2   1700;
+H_CO2_298 0.83;
+DH_CO2  2400;
+H_CO_298 0.023;
+DH_CO  1300;
+H_H2_298 0.019;
+DH_H2   500;
+H_CH4_298 0.032;
+DH_CH4   1900;
+H_N2_298 0.015;
+DH_N2   1300;
+He_H2  #calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))";
+He_CO  #calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))";
+He_CO2 #calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))";
+He_CH4 #calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))";
+He_N2 #calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))";
+//*******inlet gas frac*************
+f_H2 0.1;
+f_CO2 0.9;
+f_N2 0.0;
+//*******inlet gas frac*************
+inletA	11.8966;
+liqVol	606.514;
+alphaGas 1;
+alphaLiq 0;
+uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";
+//*********************************
+LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
+LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
+LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"; // = 74
+LeLiqCH4 #calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq";
+LeLiqN2 #calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq";
+LeLiqMix #calc "$f_CO2*$LeLiqCO2+$f_H2*$LeLiqH2";
+PrMixLiq #calc "$CpMixLiq * $muMixLiq / $kThermLiq";
+//*********************************
+kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
+
+kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
+
+kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
+
+kCH4 #calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCH4 #calc "$muMixLiq*$CpMixLiq / $kCH4";
+
+kN2 #calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrN2 #calc "$muMixLiq*$CpMixLiq / $kN2";
+//*********************************
+l_scale 0.5;
+intensity 0.05;
+k_inlet_gas #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale * 0.07)";
+eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
+omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
+omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
new file mode 100644
index 00000000..fcb076a7
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
@@ -0,0 +1,83 @@
+T0	300; //initial T(K) which stays constant
+VVM	0.2;
+//****water Liquid properties**************
+CpMixLiq        4181;
+muMixLiq #calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"; //viscosity (Pa.s) of water as a function of T(K)  
+kThermLiq       0.62; // W/m-K
+rho0MixLiq      1000; // kg/m^3
+sigmaLiq        0.07; //surface tension N/m
+//Wilke-Chang params for diffusion coefficient of a given solute in water (solvent)
+WC_psi          2.6;
+WC_M            18; // kg/kmol
+WC_V_O2         25.6e-3; // m3/kmol molar volume at normal boiling temperature (Treybal 1968) 
+WC_V_H2         14.3e-3; 
+WC_V_CO2        34e-3;
+WC_V_CO         30.7e-3;
+WC_V_N2		31.2e-3;
+WC_V_CH4        35e-3; // V_b[cm3/mol]=0.285*V_critical^1.048 (Tyn and Calus; ESTIMATING LIQUID MOLAL VOLUME; Processing, Volume 21, Issue 4, Pages 16 - 17)
+//****** diffusion coeff ***********
+D_H2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"; 
+D_CO2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)"; 
+D_CO #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)";
+D_CH4 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)";
+D_N2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)";
+//****** Henry coeff ***************
+H_O2_298 0.032;
+DH_O2   1700;
+H_CO2_298 0.83;
+DH_CO2  2400;
+H_CO_298 0.023;
+DH_CO  1300;
+H_H2_298 0.019;
+DH_H2   500;
+H_CH4_298 0.032;
+DH_CH4   1900;
+H_N2_298 0.015;
+DH_N2   1300;
+He_H2  #calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))";
+He_CO  #calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))";
+He_CO2 #calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))";
+He_CH4 #calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))";
+He_N2 #calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))";
+//*******inlet gas frac*************
+f_H2 0.1;
+f_CO2 0.9;
+f_N2 0.0;
+//*******inlet gas frac*************
+inletA ;
+liqVol ;
+alphaGas 1;
+alphaLiq 0;
+uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";
+//*********************************
+LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
+LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
+LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"; // = 74
+LeLiqCH4 #calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq";
+LeLiqN2 #calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq";
+LeLiqMix #calc "$f_CO2*$LeLiqCO2+$f_H2*$LeLiqH2";
+PrMixLiq #calc "$CpMixLiq * $muMixLiq / $kThermLiq";
+//*********************************
+kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
+
+kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
+
+kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
+
+kCH4 #calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCH4 #calc "$muMixLiq*$CpMixLiq / $kCH4";
+
+kN2 #calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrN2 #calc "$muMixLiq*$CpMixLiq / $kN2";
+//*********************************
+l_scale 0.5;
+intensity 0.05;
+k_inlet_gas #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
+eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale * 0.07)";
+eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
+omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
+omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
new file mode 100644
index 00000000..ca916714
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
@@ -0,0 +1,26 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      momentumTransport.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+//simulationType  laminar;
+simulationType RAS;
+RAS
+{
+  model  mixtureKEpsilon;
+  turbulence  on;
+  printCoeff  on;
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
new file mode 100644
index 00000000..2063de0d
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
@@ -0,0 +1,27 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      momentumTransport.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+//simulationType  laminar;
+simulationType  RAS;
+
+RAS
+{
+    model  mixtureKEpsilon;
+    turbulence      on;
+    printCoeffs     on;
+}
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
new file mode 100644
index 00000000..a3c90f5a
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
@@ -0,0 +1,295 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
+
+phases (gas liquid);
+
+populationBalances (bubbles);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+   
+    diameterModel   velocityGroup;
+
+    velocityGroupCoeffs
+    {
+        populationBalance    bubbles;
+
+        shapeModel           spherical;
+
+        sizeGroups
+        (
+            f1 {dSph  1.4e-3; value 0.0;}
+            f2 {dSph  1.8e-3; value 0.0;}
+            f3 {dSph  2.2e-3; value 0.0;}
+            f4 {dSph  2.6e-3; value 0.0;}
+            f5 {dSph  3e-3; value 1.0;}
+            f6 {dSph  3.4e-3; value 0.0;}
+            f7 {dSph  3.8e-3; value 0.0;}
+            f8 {dSph  4.2e-3; value 0.0;}
+            f9 {dSph  4.6e-3; value 0.0;}
+            f10 {dSph 5.0e-3; value 0.0;}
+        );
+    }
+
+    residualAlpha   1e-6;
+
+    Sc              0.7;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        (
+            LehrMilliesMewes{
+               efficiency 4.695;
+               uCrit 0.08;
+               alphaMax 0.6;
+            }
+        );
+
+        binaryBreakupModels
+        ();
+
+        breakupModels
+        (
+            Laakkonen {
+                efficiency 13.83;
+                daughterSizeDistributionModel Laakkonen;
+            }
+
+        );
+
+        driftModels
+        (
+            densityChange{}
+        );
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+
+drag
+(
+    (gas in liquid)
+    {
+        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type           IshiiZuber;
+        residualRe 1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 H2 );
+        k ( $He_CO2 $He_H2 );
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type Frossling;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
new file mode 100644
index 00000000..e029df99
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
@@ -0,0 +1,261 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangeMultiphaseSystem;
+
+phases (gas liquid);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+   
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d	3e-3;
+    }
+    residualAlpha   1e-6;
+    Sc              0.7;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        ();
+
+        binaryBreakupModels
+        ();
+
+        breakupModels
+        ();
+
+        driftModels
+        ();
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+
+drag
+(
+    (gas in liquid)
+    {
+        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type           IshiiZuber;
+        residualRe 1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 H2 );
+        k ( $He_CO2 $He_H2 );
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type Frossling;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
new file mode 100644
index 00000000..a3c90f5a
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
@@ -0,0 +1,295 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
+
+phases (gas liquid);
+
+populationBalances (bubbles);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+   
+    diameterModel   velocityGroup;
+
+    velocityGroupCoeffs
+    {
+        populationBalance    bubbles;
+
+        shapeModel           spherical;
+
+        sizeGroups
+        (
+            f1 {dSph  1.4e-3; value 0.0;}
+            f2 {dSph  1.8e-3; value 0.0;}
+            f3 {dSph  2.2e-3; value 0.0;}
+            f4 {dSph  2.6e-3; value 0.0;}
+            f5 {dSph  3e-3; value 1.0;}
+            f6 {dSph  3.4e-3; value 0.0;}
+            f7 {dSph  3.8e-3; value 0.0;}
+            f8 {dSph  4.2e-3; value 0.0;}
+            f9 {dSph  4.6e-3; value 0.0;}
+            f10 {dSph 5.0e-3; value 0.0;}
+        );
+    }
+
+    residualAlpha   1e-6;
+
+    Sc              0.7;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        (
+            LehrMilliesMewes{
+               efficiency 4.695;
+               uCrit 0.08;
+               alphaMax 0.6;
+            }
+        );
+
+        binaryBreakupModels
+        ();
+
+        breakupModels
+        (
+            Laakkonen {
+                efficiency 13.83;
+                daughterSizeDistributionModel Laakkonen;
+            }
+
+        );
+
+        driftModels
+        (
+            densityChange{}
+        );
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+
+drag
+(
+    (gas in liquid)
+    {
+        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type           IshiiZuber;
+        residualRe 1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 H2 );
+        k ( $He_CO2 $He_H2 );
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
+        //type Frossling;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
new file mode 100644
index 00000000..11b1c4b9
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
@@ -0,0 +1,142 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      thermophysicalProperties.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         multiComponentMixture;
+    transport       sutherland;
+    thermo          janaf;
+    equationOfState perfectGas;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+    //energy          sensibleEnthalpy;
+}
+
+
+species
+(
+    H2
+    CO2
+    N2
+);
+
+defaultSpecie N2;
+
+CO2
+{
+    specie
+    {
+        molWeight       44.00995;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.85746029 0.00441437026 -2.21481404e-06 5.23490188e-10 -4.72084164e-14 -48759.166 2.27163806 );
+        lowCpCoeffs     ( 2.35677352 0.00898459677 -7.12356269e-06 2.45919022e-09 -1.43699548e-13 -48371.9697 9.90105222 );
+    }
+    transport
+    {
+        As              1.572e-06;
+        Ts              240;
+    }
+    elements
+    {
+        C               1;
+        O               2;
+    }
+}
+
+water
+{
+    specie
+    {
+        molWeight       18.01534;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701 );
+        lowCpCoeffs     ( 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        H               2;
+        O               1;
+    }
+}
+
+N2
+{
+    specie
+    {
+        molWeight       28.0134;
+    }
+    thermodynamics
+    {
+        Tlow            250;
+        Thigh           5000;
+        Tcommon         1000;
+        highCpCoeffs    ( 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528 );
+        lowCpCoeffs     ( 3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        N               2;
+    }
+}
+
+H2
+{
+    specie
+    {
+        molWeight       2.01594;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.3372792 -4.94024731e-05 4.99456778e-07 -1.79566394e-10 2.00255376e-14 -950.158922 -3.20502331 );
+        lowCpCoeffs     ( 2.34433112 0.00798052075 -1.9478151e-05 2.01572094e-08 -7.37611761e-12 -917.935173 0.683010238 );
+    }
+    transport
+    {
+        As              6.362e-07;
+        Ts              72;
+    }
+    elements
+    {
+        H               2;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
new file mode 100644
index 00000000..d324ec51
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
@@ -0,0 +1,108 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      thermophysicalProperties.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         multiComponentMixture;
+    transport       const;
+    thermo          hConst;
+    equationOfState rhoConst;//rPolynomial;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+    //energy          sensibleEnthalpy;
+}
+
+species
+(
+    CO2
+    water
+    H2
+);
+
+inertSpecie water;
+
+water
+{
+    specie
+    {
+        molWeight   18.0153;
+    }
+    equationOfState
+    {
+        rho     $rho0MixLiq;
+    }
+    thermodynamics
+    {
+        Cp          $CpMixLiq;
+        Hf          -1.5879e+07;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrMixLiq;
+    }
+}
+
+CO2 
+{   
+    specie
+    {   
+        molWeight   44.00995;
+    }
+    equationOfState
+    {
+        rho     $rho0MixLiq;
+    }
+    thermodynamics
+    {   
+        Cp          $CpMixLiq;
+        Hf         -1.5879e+07;
+    }
+    transport           
+    {   
+        mu          $muMixLiq;
+        Pr          $PrCO2;
+    }   
+} 
+
+H2
+{
+    specie
+    {
+        molWeight   2.01594;
+    }
+    equationOfState
+    {
+        rho     $rho0MixLiq;
+    }
+    thermodynamics
+    {
+        Cp          $CpMixLiq;
+        Hf         -1.5879e+07;//-9402451;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrH2;
+    }
+}
+
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
new file mode 100644
index 00000000..9562cc65
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
@@ -0,0 +1,183 @@
+import json
+import os
+import pickle as pkl
+
+import matplotlib as mpl
+import numpy as np
+from prettyPlot.plotting import *
+from scipy.optimize import curve_fit
+
+
+def get_sim_folds(path):
+    folds = os.listdir(path)
+    sim_folds = []
+    for fold in folds:
+        if fold.startswith("loop"):
+            sim_folds.append(fold)
+    return sim_folds
+
+
+def func(t, cstar, kla):
+    t = t
+    t0 = 0
+    c0 = 0
+    return (cstar - c0) * (1 - np.exp(-kla * (t - t0))) + c0
+
+
+def get_vl(verb=False):
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if line.startswith("liqVol"):
+            vol = float(line.split()[-1][:-1])
+            break
+    if verb:
+        print(f"Read liqVol = {vol}m3")
+    return vol
+
+
+def get_vvm(verb=False):
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if line.startswith("VVM"):
+            vvm = float(line.split()[-1][:-1])
+            break
+    if verb:
+        print(f"Read VVM = {vvm} [-]")
+    return vvm
+
+
+def get_As(verb=False):
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if line.startswith("inletA"):
+            As = float(line.split()[-1][:-1])
+            break
+    if verb:
+        print(f"Read As = {As}m2")
+    return As
+
+
+def get_pmix(verb=False):
+    with open("system/mixers.json", "r+") as f:
+        data = json.load(f)
+    mixer_list = data["mixers"]
+    pmix = 0
+    for mix in mixer_list:
+        pmix += mix["power"] / 1000
+    if verb:
+        print(f"Read Mixing power = {pmix}kW")
+    return pmix
+
+
+def get_lh(verb=False):
+    filename = os.path.join("system", "setFieldsDict")
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    for line in lines:
+        if "box (-1.0 -1.0 -1.0)" in line:
+            height = float(line.split("(")[2].split()[1])
+            break
+    if verb:
+        print(f"Read Height = {height}m")
+    return height
+
+
+def get_pinj(vvm, Vl, As, lh):
+    rhog = 1.25  # kg /m3
+    Vg = Vl * vvm / (60 * As * 1)  # m/s
+    Ptank = 101325  # Pa
+    # Ptank = 0 # Pa
+    rhoL = 1000  # kg / m3
+    Pl = 101325 + rhoL * 9.8 * lh  # Pa
+    # W
+    P1 = rhog * As * Vg**3
+    # W
+    P2 = (Pl - Ptank) * As * Vg
+    # kg /s
+    MF = rhog * Vg * As
+    # kwh / kg
+    e_m = (P1 + P2) / (3600 * 1000 * MF)
+
+    # returns kW
+    return (P1 + P2) * 1e-3
+
+
+def get_qoi(kla_co2, cs_co2, kla_h2, cs_h2, verb=False):
+    vvm = get_vvm(verb)
+    As = get_As(verb)
+    V_l = get_vl(verb)
+    liqh = get_lh(verb)
+    P_inj = get_pinj(vvm, V_l, As, liqh)
+    P_mix = get_pmix(verb)
+
+    qoi_co2 = kla_co2 * cs_co2 * V_l * 0.04401 / (P_mix / 3600 + P_inj / 3600)
+    qoi_h2 = kla_h2 * cs_h2 * V_l * 0.002016 / (P_mix / 3600 + P_inj / 3600)
+    return qoi_co2 * qoi_h2
+
+
+def get_qoi_uq(kla_co2, cs_co2, kla_h2, cs_h2):
+    qoi = []
+    for i in range(len(kla_co2)):
+        if i == 0:
+            verb = True
+        else:
+            verb = False
+        qoi.append(get_qoi(kla_co2[i], cs_co2[i], kla_h2[i], cs_h2[i], verb))
+    qoi = np.array(qoi)
+    return np.mean(qoi), np.std(qoi)
+
+
+os.makedirs("Figures", exist_ok=True)
+
+dataFolder = "data"
+fold = "local"
+
+nuq = 100
+mean_cstar_co2 = np.random.uniform(12.6, 13.3, nuq)
+mean_cstar_h2 = np.random.uniform(0.902, 0.96, nuq)
+
+
+tmp_cs_h2 = []
+tmp_cs_co2 = []
+tmp_kla_h2 = []
+tmp_kla_co2 = []
+cs_co2 = mean_cstar_co2
+cs_h2 = mean_cstar_h2
+
+a = np.load(os.path.join(dataFolder, fold, "conv.npz"))
+endindex = -1
+if (
+    "c_h2" in a
+    and "c_co2" in a
+    and len(a["time"][:endindex] > 0)
+    and (a["time"][:endindex][-1] > 95)
+):
+    for i in range(nuq):
+        fitparamsH2, _ = curve_fit(
+            func,
+            np.array(a["time"][:endindex]),
+            np.array(a["c_h2"][:endindex]),
+            bounds=[(cs_h2[i] - 1e-6, 0), (cs_h2[i] + 1e-6, 1)],
+        )
+        fitparamsCO2, _ = curve_fit(
+            func,
+            np.array(a["time"][:endindex]),
+            np.array(a["c_co2"][:endindex]),
+            bounds=[(cs_co2[i] - 1e-6, 0), (cs_co2[i] + 1e-6, 1)],
+        )
+        tmp_kla_co2.append(fitparamsCO2[1])
+        tmp_kla_h2.append(fitparamsH2[1])
+        tmp_cs_h2.append(cs_h2[i])
+        tmp_cs_co2.append(cs_co2[i])
+
+qoi_m, qoi_s = get_qoi_uq(tmp_kla_co2, tmp_cs_co2, tmp_kla_h2, tmp_cs_h2)
+
+
+with open("qoi.txt", "w+") as f:
+    f.write(f"{qoi_m},{qoi_s}\n")
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
new file mode 100644
index 00000000..77fa6d6f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
@@ -0,0 +1,70 @@
+# Clean case
+module load conda
+conda activate /projects/gas2fuels/conda_env/bird_wf
+source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
+./Allclean
+
+BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+
+echo PRESTEP 1
+# Generate blockmeshDict
+python ${BIRD_HOME}/../applications/write_block_rect_mesh.py -i system/mesh.json -o system
+
+# Generate boundary stl
+python ${BIRD_HOME}/../applications/write_stl_patch.py -i system/inlets_outlets.json
+
+# Generate mixers
+python ${BIRD_HOME}/../applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
+
+echo PRESTEP 2
+# Mesh gen
+blockMesh -dict system/blockMeshDict
+
+# Inlet BC
+surfaceToPatch -tol 1e-3 inlets.stl
+export newmeshdir=$(foamListTimes -latestTime)
+rm -rf constant/polyMesh/
+cp -r $newmeshdir/polyMesh ./constant
+rm -rf $newmeshdir
+cp constant/polyMesh/boundary /tmp
+sed -i -e 's/inlets\.stl/inlet/g' /tmp/boundary
+cat /tmp/boundary > constant/polyMesh/boundary
+
+# Outlet BC
+surfaceToPatch -tol 1e-3 outlets.stl
+export newmeshdir=$(foamListTimes -latestTime)
+rm -rf constant/polyMesh/
+cp -r $newmeshdir/polyMesh ./constant
+rm -rf $newmeshdir
+cp constant/polyMesh/boundary /tmp
+sed -i -e 's/outlets\.stl/outlet/g' /tmp/boundary
+cat /tmp/boundary > constant/polyMesh/boundary
+
+
+# Scale
+transformPoints "scale=(2.7615275385627096 2.7615275385627096 2.7615275385627096)"
+
+
+# setup IC
+cp -r 0.orig 0
+setFields
+
+# Setup mass flow rate
+# Get inlet area
+postProcess -func 'patchIntegrate(patch="inlet", field="alpha.gas")'
+postProcess -func writeCellVolumes
+writeMeshObj
+
+echo PRESTEP 3
+python writeGlobalVars.py
+cp constant/phaseProperties_constantd constant/phaseProperties
+
+conda deactivate
+
+if [ -f qoi.txt ]; then
+    rm qoi.txt
+fi
+if [ -f data/local/conv.npz ]; then
+    rm data/local/conv.npz
+fi
+
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
new file mode 100644
index 00000000..264711f8
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -0,0 +1,239 @@
+import argparse
+import os
+import sys
+
+import numpy as np
+from prettyPlot.plotting import plt, pretty_labels
+
+from bird.utilities.ofio import *
+
+
+def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    alpha_liq = field_dict["alpha_liq"]
+    volume = field_dict["volume"]
+    holdup = np.sum((1 - alpha_liq) * volume) / np.sum(volume)
+    return holdup, field_dict
+
+
+def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
+        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
+        co2_liq = readOFScal(co2_liq_file, nCells)
+        # print("computing co2 liq")
+        field_dict["co2_liq"] = co2_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
+        alpha_liq = field_dict["alpha_liq"]
+        indliq = np.argwhere(alpha_liq > 0.5)
+        # print("computing indliq")
+        field_dict["indliq"] = indliq
+    volume = field_dict["volume"]
+    indliq = field_dict["indliq"]
+    alpha_liq = field_dict["alpha_liq"]
+    co2_liq = field_dict["co2_liq"]
+    met = np.sum(
+        alpha_liq[indliq] * co2_liq[indliq] * volume[indliq]
+    ) / np.sum(volume[indliq])
+    return met, field_dict
+
+
+def cliq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
+        rho_liq_file = os.path.join(caseFolder, timeFolder, "rhom")
+        rho_liq = readOFScal(rho_liq_file, nCells)
+        field_dict["rho_liq"] = rho_liq
+    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
+        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
+        co2_liq = readOFScal(co2_liq_file, nCells)
+        # print("computing co2 liq")
+        field_dict["co2_liq"] = co2_liq
+    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
+        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
+        h2_liq = readOFScal(h2_liq_file, nCells)
+        # print("computing h2 liq")
+        field_dict["h2_liq"] = h2_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
+        alpha_liq = field_dict["alpha_liq"]
+        indliq = np.argwhere(alpha_liq > 0.5)
+        # print("computing indliq")
+        field_dict["indliq"] = indliq
+
+    volume = field_dict["volume"]
+    indliq = field_dict["indliq"]
+    alpha_liq = field_dict["alpha_liq"]
+    co2_liq = field_dict["co2_liq"]
+    h2_liq = field_dict["h2_liq"]
+    rho_liq = field_dict["rho_liq"]
+
+    # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
+    # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+
+    c_h2 = 1000 * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
+    c_co2 = 1000 * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+
+    c_h2 = np.sum(c_h2 * volume[indliq]) / np.sum(volume[indliq])
+    c_co2 = np.sum(c_co2 * volume[indliq]) / np.sum(volume[indliq])
+
+    return c_co2, c_h2, field_dict
+
+
+def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
+        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
+        h2_liq = readOFScal(h2_liq_file, nCells)
+        # print("computing h2 liq")
+        field_dict["h2_liq"] = h2_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
+        alpha_liq = field_dict["alpha_liq"]
+        indliq = np.argwhere(alpha_liq > 0.5)
+        # print("computing indliq")
+        field_dict["indliq"] = indliq
+    volume = field_dict["volume"]
+    indliq = field_dict["indliq"]
+    alpha_liq = field_dict["alpha_liq"]
+    h2_liq = field_dict["h2_liq"]
+    met = np.sum(alpha_liq[indliq] * h2_liq[indliq] * volume[indliq]) / np.sum(
+        volume[indliq]
+    )
+    return met, field_dict
+
+
+def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
+    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
+        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
+        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        # print("reading alpha_liq")
+        field_dict["alpha_liq"] = alpha_liq
+    if not ("volume" in field_dict) or field_dict["volume"] is None:
+        volume_file = os.path.join(caseFolder, "0", "V")
+        volume = readOFScal(volume_file, nCells)
+        # print("reading Volume")
+        field_dict["volume"] = volume
+    volume = field_dict["volume"]
+    alpha_liq = field_dict["alpha_liq"]
+    indliq = np.argwhere(alpha_liq > 0.0)
+    liqvol = np.sum(alpha_liq[indliq] * volume[indliq]) / np.sum(
+        volume[indliq]
+    )
+    return liqvol, field_dict
+
+
+parser = argparse.ArgumentParser(description="Convergence of GH")
+parser.add_argument(
+    "-cn",
+    "--case_name",
+    type=str,
+    metavar="",
+    required=True,
+    help="Case name",
+)
+parser.add_argument(
+    "-df",
+    "--data_folder",
+    type=str,
+    metavar="",
+    required=False,
+    help="data folder name",
+    default="data",
+)
+
+args, unknown = parser.parse_known_args()
+
+
+case_root = "."  # "../"
+case_name = args.case_name  # "12_hole_sparger_snappyRefine_700rpm_opt_coeff"
+case_path = "."
+dataFolder = args.data_folder
+
+if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
+    sys.exit("WARNING: History already created, Skipping")
+
+time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
+cellCentres = readMesh(os.path.join(case_path, f"meshCellCentres_0.obj"))
+nCells = len(cellCentres)
+
+
+co2_history = np.zeros(len(time_str_sorted))
+c_co2_history = np.zeros(len(time_str_sorted))
+h2_history = np.zeros(len(time_str_sorted))
+c_h2_history = np.zeros(len(time_str_sorted))
+gh_history = np.zeros(len(time_str_sorted))
+liqvol_history = np.zeros(len(time_str_sorted))
+print(f"case_path = {case_path}")
+field_dict = {}
+for itime, time in enumerate(time_float_sorted):
+    time_folder = time_str_sorted[itime]
+    print(f"\tTime : {time_folder}")
+    if not field_dict == {}:
+        new_field_dict = {}
+        if "volume" in field_dict:
+            new_field_dict["volume"] = field_dict["volume"]
+        field_dict = new_field_dict
+    gh_history[itime], field_dict = compute_gas_holdup(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    co2_history[itime], field_dict = co2liq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    h2_history[itime], field_dict = h2liq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    liqvol_history[itime], field_dict = vol_liq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+    c_co2_history[itime], c_h2_history[itime], field_dict = cliq(
+        case_path, time_str_sorted[itime], nCells, field_dict
+    )
+
+
+os.makedirs(dataFolder, exist_ok=True)
+os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
+np.savez(
+    os.path.join(dataFolder, case_name, "conv.npz"),
+    time=np.array(time_float_sorted),
+    gh=gh_history,
+    co2=co2_history,
+    h2=h2_history,
+    vol_liq=liqvol_history,
+    c_h2=c_h2_history,
+    c_co2=c_co2_history,
+)
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
new file mode 100644
index 00000000..99da4760
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
@@ -0,0 +1,5 @@
+birdmultiphaseEulerFoam
+
+
+
+
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
new file mode 100755
index 00000000..efe675ff
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
@@ -0,0 +1,14 @@
+#!/bin/bash
+#SBATCH --qos=high
+#SBATCH --job-name=val2
+##SBATCH --partition=debug
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=16
+#SBATCH --time=07:59:00
+#SBATCH --account=co2snow
+
+bash presteps.sh
+source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
+decomposePar -fileHandler collated
+srun -n 16 birdmultiphaseEulerFoam -parallel -fileHandler collated
+reconstructPar -newTimes
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
new file mode 100755
index 00000000..aabbc33e
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
@@ -0,0 +1,10 @@
+#!/bin/bash
+#SBATCH --qos=high
+#SBATCH --job-name=val2
+##SBATCH --partition=debug
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=16
+#SBATCH --time=00:59:00
+#SBATCH --account=co2snow
+
+bash computeQOI.sh
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
new file mode 100644
index 00000000..1183d262
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
@@ -0,0 +1,746 @@
+FoamFile
+{
+    version     2.0;
+    format      ascii;
+    class       dictionary;
+    object      blockMeshDict;
+}
+
+convertToMeters 1.0;
+
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+vertices
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+SimpleGrading (1 1 1)
+
+ //block 5
+hex (5 6 17 16 93 94 105 104 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 6
+hex (6 7 18 17 94 95 106 105 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 7
+hex (7 8 19 18 95 96 107 106 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 8
+hex (8 9 20 19 96 97 108 107 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 9
+hex (9 10 21 20 97 98 109 108 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 10
+hex (97 98 109 108 185 186 197 196 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 11
+hex (185 186 197 196 273 274 285 284 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 12
+hex (273 274 285 284 361 362 373 372 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 13
+hex (361 362 373 372 449 450 461 460 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 14
+hex (360 361 372 371 448 449 460 459 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 15
+hex (359 360 371 370 447 448 459 458 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 16
+hex (358 359 370 369 446 447 458 457 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 17
+hex (357 358 369 368 445 446 457 456 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 18
+hex (356 357 368 367 444 445 456 455 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 19
+hex (355 356 367 366 443 444 455 454 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 20
+hex (354 355 366 365 442 443 454 453 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 21
+hex (353 354 365 364 441 442 453 452 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 22
+hex (352 353 364 363 440 441 452 451 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 23
+hex (363 364 375 374 451 452 463 462 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 24
+hex (374 375 386 385 462 463 474 473 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 25
+hex (385 386 397 396 473 474 485 484 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 26
+hex (396 397 408 407 484 485 496 495 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 27
+hex (407 408 419 418 495 496 507 506 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 28
+hex (418 419 430 429 506 507 518 517 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 29
+hex (308 309 320 319 396 397 408 407 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 30
+hex (220 221 232 231 308 309 320 319 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 31
+hex (132 133 144 143 220 221 232 231 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 32
+hex (44 45 56 55 132 133 144 143 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 33
+hex (55 56 67 66 143 144 155 154 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 34
+hex (66 67 78 77 154 155 166 165 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 35
+hex (33 34 45 44 121 122 133 132 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 36
+hex (22 23 34 33 110 111 122 121 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+
+ //block 37
+hex (11 12 23 22 99 100 111 110 )
+( 10 10 10 )
+SimpleGrading (1 1 1)
+);
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+defaultPatch
+{   type wall;}
+
+patches
+(
+);
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
new file mode 100644
index 00000000..6f803fd2
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
@@ -0,0 +1,67 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      controlDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+application     birdmultiphaseEulerFoam;
+
+startFrom       latestTime;//startTime;
+
+startTime       0;
+
+stopAt          endTime;
+
+endTime         200;
+
+deltaT          0.0001;
+
+writeControl    adjustableRunTime;
+
+writeInterval   2;
+
+purgeWrite      0;
+
+writeFormat     ascii;
+
+writePrecision  6;
+
+writeCompression off;
+
+timeFormat      general;
+
+timePrecision   6;
+
+runTimeModifiable yes;
+
+adjustTimeStep  yes;
+
+maxCo           0.5;
+
+maxDeltaT       0.01;
+
+
+functions
+{
+
+    #includeFunc    writeObjects(d.gas)
+    #includeFunc    writeObjects(thermo:rho.gas)
+    #includeFunc    writeObjects(thermo:rho.liquid)
+}
+//functions
+//{
+//    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
+//}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
new file mode 100755
index 00000000..f8397e73
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
@@ -0,0 +1,30 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+| =========                 |                                                 |
+| \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox           |
+|  \\    /   O peration     | Version:  3.0.x                                 |
+|   \\  /    A nd           | Web:      www.OpenFOAM.org                      |
+|    \\/     M anipulation  |                                                 |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    version     2.0;
+    format      ascii;
+    class       dictionary;
+    object      decomposeParDict;
+}
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+numberOfSubdomains 16;
+
+method          scotch;
+
+hierarchicalCoeffs
+{
+    n               (4 4 1);
+    delta           0.001;
+    order           xyz;
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
new file mode 100644
index 00000000..334f1c8f
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
@@ -0,0 +1,56 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      fvConstraints;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+limitp
+{
+    type       limitPressure;
+
+    min        1e4;
+}
+limitUliq
+{
+    type       limitVelocity;
+    active yes;
+    U          U.liquid;
+    selectionMode all;
+    max        1e1;
+}
+limitUgas
+{
+    type       limitVelocity;
+    active yes;
+    U          U.gas;
+    selectionMode all;
+    max        2e1;
+}
+limitTgas
+{
+    type            limitTemperature;
+    selectionMode   all;
+    min             290;
+    max             310;
+    phase           gas;
+}
+limitTliq
+{
+    type            limitTemperature;
+    selectionMode   all;
+    min             290;
+    max             310;
+    phase           liquid;
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
new file mode 100644
index 00000000..52e6e13a
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
@@ -0,0 +1,70 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      fvSchemes;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+ddtSchemes
+{
+    default         Euler;
+}
+
+gradSchemes
+{
+    default         Gauss linear;
+    limited         cellLimited Gauss linear 1;
+}
+
+divSchemes
+{
+    default                     none;
+
+    "div\(phi,alpha.*\)"              Gauss vanLeer;
+
+    "div\(phir,alpha.*,alpha.*\)"       Gauss vanLeer;
+
+    "div\(alphaRhoPhi.*,U.*\)"          Gauss limitedLinearV 1;
+    "div\(phi.*,U.*\)"                  Gauss limitedLinearV 1;
+    "div\(alphaRhoPhi.*,Yi\)"       Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,(h|e).*\)"          Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,(K|k|epsilon|omega).*\)"          Gauss limitedLinear 1;
+    "div\(alphaPhi.*,f.*\)"         Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,\(p\|thermo:rho.*\)\)"    Gauss limitedLinear 1;
+
+    "div\(phim,(k|epsilon)m\)"      Gauss upwind;
+    "div\(\(\(\(alpha.*\*thermo:rho.*\)*nuEff.*\)*dev2\(T\(grad\(U.*\)\)\)\)\)" Gauss linear;
+}
+
+laplacianSchemes
+{
+    default         Gauss linear corrected;
+}
+
+interpolationSchemes
+{
+    default         linear;
+}
+
+snGradSchemes
+{
+    default         uncorrected;
+}
+
+wallDist
+{
+    method          Poisson;
+    nRequired       true;
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
new file mode 100644
index 00000000..2e69fdfa
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
@@ -0,0 +1,120 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      fvSolution;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+solvers
+{
+    "alpha.*"
+    {
+        nAlphaCorr      2;
+        nAlphaSubCycles 5;
+    }
+
+    bubbles
+    {
+        nCorr                1;
+        tolerance            1e-4;
+        scale                true;
+        solveOnFinalIterOnly true;
+        sourceUpdateInterval 1;
+    }
+
+    p_rgh
+    {
+        solver          GAMG;
+        smoother        DIC;
+        tolerance       1e-7;
+        relTol          0;
+    }
+
+    p_rghFinal
+    {
+        $p_rgh;
+        relTol          0;
+    }
+
+    "(k|omega).*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-7;
+        relTol          0;
+        minIter         1;
+    }
+
+    "(e|h).*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-8;
+        relTol          0;
+        minIter         0;
+        maxIter         3;
+    }
+
+    "f.*"
+    {
+        solver          PBiCGStab;
+        preconditioner  DILU;
+        tolerance       1e-6;
+        relTol          0;
+    }
+
+    "Yi.*"
+    {
+        solver          PBiCGStab;
+        preconditioner  DILU;
+        tolerance       1e-12;
+        relTol          0;
+        residualAlpha   1e-8;
+    }
+
+    "U.*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-5;
+        relTol          0;
+        minIter         1;
+    }
+
+    yPsi
+    {
+        solver          PCG;
+        preconditioner  DIC;
+        tolerance       1e-10;
+        relTol          0;
+    }
+
+}
+
+PIMPLE
+{
+    nOuterCorrectors 3;
+    nCorrectors      1;
+    nNonOrthogonalCorrectors 0;
+
+}
+
+relaxationFactors
+{
+    equations
+    {
+        ".*"            1;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
new file mode 100644
index 00000000..2b53da73
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
@@ -0,0 +1,28 @@
+{
+    "Geometry": {
+            "OverallDomain": {
+                    "x" : {"nblocks": 10, "size_per_block": 1.0},
+                    "y" : {"nblocks": 11, "size_per_block": 1.0},
+                    "z" : {"nblocks": 5, "size_per_block": 1.0}
+            },
+            "Fluids": [
+                    [ [0,0,0], [9,0,0] ],
+                    [ [9,0,0], [9,0,4] ],
+                    [ [9,0,4], [0,0,4] ],
+                    [ [0,1,4], [0,4,4] ],
+                    [ [0,4,4], [0,10,4] ],
+                    [ [0,4,4], [0,4,0] ],
+                    [ [0,4,0], [0,10,0] ],
+                    [ [0,4,0], [0,1,0] ]
+            ]
+    },
+    "inlets": [
+        {"branch_id": 0, "type": "circle", "frac_space": 0.2222222222222222, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "bottom"},
+        {"branch_id": 0, "type": "circle", "frac_space": 0.5, "radius": 0.4, "normal_dir": 1,"nelements": 50, "block_pos": "bottom"},
+        {"branch_id": 0, "type": "circle", "frac_space": 0.7777777777777778, "radius": 0.4, "normal_dir": 1,"nelements": 50, "block_pos": "bottom"}
+    ],
+    "outlets": [
+        {"branch_id": 6, "type": "circle", "frac_space": 1, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "top"},
+        {"branch_id": 4, "type": "circle", "frac_space": 1, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "top"}
+    ]
+}
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
new file mode 100644
index 00000000..29841d7e
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
@@ -0,0 +1,26 @@
+{
+        "Meshing": {
+                "Blockwise": {
+                        "x" : 10,
+                        "y" : 10,
+                        "z" : 10
+                }
+        },
+        "Geometry": {
+                "OverallDomain": {
+                        "x" : {"nblocks": 10, "size_per_block": 1.0},
+                        "y" : {"nblocks": 11, "size_per_block": 1.0},
+                        "z" : {"nblocks": 5, "size_per_block": 1.0}
+                },
+                "Fluids": [
+			[ [0,0,0], [9,0,0] ],
+                        [ [9,0,0], [9,0,4] ],
+                        [ [9,0,4], [0,0,4] ],
+                        [ [0,1,4], [0,4,4] ],
+                        [ [0,4,4], [0,10,4] ],
+                        [ [0,4,4], [0,4,0] ],
+                        [ [0,4,0], [0,10,0] ],
+                        [ [0,4,0], [0,1,0] ]
+                ]
+        }
+}
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
new file mode 100644
index 00000000..b6224fb7
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
@@ -0,0 +1,29 @@
+{
+    "Meshing": {
+                "Blockwise": {
+                        "x" : 10,
+                        "y" : 10,
+                        "z" : 10
+                }
+        },
+    "Geometry": {
+            "OverallDomain": {
+                    "x" : {"nblocks": 10, "size_per_block": 1.0, "rescale": 2.7615275385627096},
+                    "y" : {"nblocks": 11, "size_per_block": 1.0, "rescale": 2.7615275385627096},
+                    "z" : {"nblocks": 5, "size_per_block": 1.0, "rescale": 2.7615275385627096}
+            },
+            "Fluids": [
+		    [ [0,0,0], [9,0,0] ],
+                    [ [9,0,0], [9,0,4] ],
+                    [ [9,0,4], [0,0,4] ],
+                    [ [0,1,4], [0,4,4] ],
+                    [ [0,4,4], [0,10,4] ],
+                    [ [0,4,4], [0,4,0] ],
+                    [ [0,4,0], [0,10,0] ],
+                    [ [0,4,0], [0,1,0] ]
+            ]
+    },
+    "mixers": [ 
+        {"branch_id": 2, "frac_space": 0.5, "start_time": 4, "power": 1500,  "sign": "+"}
+    ]                   
+} 
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
new file mode 100644
index 00000000..89a797b9
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
@@ -0,0 +1,37 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  dev
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      setFieldsDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+defaultFieldValues
+(
+    volScalarFieldValue alpha.gas 0.99
+    volScalarFieldValue alpha.liquid 0.01
+);
+
+regions
+(
+    boxToCell
+    {
+        box (-1.0 -1.0 -1.0) (552.3 11.046 552.3);
+        fieldValues
+        (
+            volScalarFieldValue alpha.gas 0.01
+            volScalarFieldValue alpha.liquid 0.99
+        );
+    }
+);
+
+
+// ************************************************************************* //
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
new file mode 100644
index 00000000..0594eccc
--- /dev/null
+++ b/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
@@ -0,0 +1,47 @@
+import os
+
+import numpy as np
+
+from bird.utilities.ofio import *
+
+
+def writeGvars(inletA, liqVol):
+    filename_tmp = os.path.join("constant", "globalVars_temp")
+    with open(filename_tmp, "r+") as f:
+        lines = f.readlines()
+    filename = os.path.join("constant", "globalVars")
+    with open(filename, "w+") as f:
+        for line in lines:
+            if line.startswith("inletA"):
+                f.write(f"inletA\t{inletA:g};\n")
+            elif line.startswith("liqVol"):
+                f.write(f"liqVol\t{liqVol:g};\n")
+            else:
+                f.write(line)
+
+
+def readInletArea():
+    filename = os.path.join(
+        "postProcessing",
+        "patchIntegrate(patch=inlet,field=alpha.gas)",
+        "0",
+        "surfaceFieldValue.dat",
+    )
+    with open(filename, "r+") as f:
+        lines = f.readlines()
+    return float(lines[4].split()[-1])
+
+
+def getLiqVol():
+    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    alpha_field = readOFScal(
+        os.path.join("0", "alpha.liquid"), len(cellCentres)
+    )
+    return np.sum(volume_field * alpha_field)
+
+
+if __name__ == "__main__":
+    A = readInletArea()
+    V = getLiqVol()
+    writeGvars(A, V)
diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 354cabd7..aa992026 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -131,12 +131,22 @@ def overwrite_bubble_size_model(case_folder, constantD=False):
 
 
 def generate_small_reactor_cases(
-    config_dict, branchcom_spots, vvm, power, constantD, study_folder
+    config_dict,
+    branchcom_spots,
+    vvm,
+    power,
+    constantD,
+    study_folder,
+    template_folder="loop_reactor_pbe_dynmix_nonstat_headbranch",
 ):
-    templateFolder = "loop_reactor_pbe_dynmix_nonstat_headbranch"
+    if not os.path.isabs(template_folder):
+
+        template_folder = os.path.join(
+            f"{BIRD_CASE_DIR}", f"{template_folder}"
+        )
 
     geom_dict = make_default_geom_dict_from_file(
-        f"{BIRD_CASE_DIR}/{templateFolder}/system/mesh.json",
+        os.path.join(f"{template_folder}", "system", "mesh.json"),
         rescale=0.05,
     )
     try:
@@ -146,8 +156,8 @@ def generate_small_reactor_cases(
     os.makedirs(study_folder)
     for simid in config_dict:
         shutil.copytree(
-            f"{BIRD_CASE_DIR}/{templateFolder}",
-            f"{study_folder}/Sim_{simid}",
+            f"{template_folder}",
+            os.path.join(f"{study_folder}", "Sim_{simid}"),
         )
         bc_dict = {}
         bc_dict["inlets"] = []
@@ -235,18 +245,28 @@ def generate_small_reactor_cases(
         )
 
     geom_dict = make_default_geom_dict_from_file(
-        f"{BIRD_CASE_DIR}/{templateFolder}/system/mesh.json",
+        os.path.join(f"{template_folder}", "system", "mesh.json"),
         rescale=0.05,
     )
 
 
 def generate_scaledup_reactor_cases(
-    config_dict, branchcom_spots, vvm, power, constantD, study_folder
+    config_dict,
+    branchcom_spots,
+    vvm,
+    power,
+    constantD,
+    study_folder,
+    template_folder="loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
 ):
 
-    templateFolder = "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup"
+    if not os.path.isabs(template_folder):
+        template_folder = os.path.join(
+            f"{BIRD_CASE_DIR}", f"{template_folder}"
+        )
+
     geom_dict = make_default_geom_dict_from_file(
-        f"{BIRD_CASE_DIR}/{templateFolder}/system/mesh.json"
+        os.path.join(f"{template_folder}", "system", "mesh.json")
     )
     try:
         shutil.rmtree(study_folder)
@@ -255,8 +275,8 @@ def generate_scaledup_reactor_cases(
     os.makedirs(study_folder)
     for simid in config_dict:
         shutil.copytree(
-            f"{BIRD_CASE_DIR}/{templateFolder}",
-            f"{study_folder}/Sim_{simid}",
+            f"{template_folder}",
+            os.path.join(f"{study_folder}", f"Sim_{simid}"),
         )
         bc_dict = {}
         bc_dict["inlets"] = []
@@ -416,6 +436,7 @@ def generate_single_scaledup_reactor_sparger_cases(
     constantD: bool = True,
     vvm: float = 0.4,
     study_folder: str = ".",
+    template_folder: str = "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
 ):
     """
     Generates loop reactor case with desired sparger placement configuration
@@ -441,6 +462,8 @@ def generate_single_scaledup_reactor_sparger_cases(
         VVM value [-]
     study_folder : str
         Where to generate the case
+    template_folder: str
+        The case template to start from
     """
 
     # Sanity checks
@@ -456,16 +479,18 @@ def generate_single_scaledup_reactor_sparger_cases(
     branch_id = [int(entry) for entry in sparger_locs]
 
     # Case generation
-    templateFolder = "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup"
-    geom_dict = make_default_geom_dict_from_file(
-        os.path.join(
-            f"{BIRD_CASE_DIR}", f"{templateFolder}", "system", "mesh.json"
+    if not os.path.isabs(template_folder):
+
+        template_folder = os.path.join(
+            f"{BIRD_CASE_DIR}", f"{template_folder}"
         )
+    geom_dict = make_default_geom_dict_from_file(
+        os.path.join(f"{template_folder}", "system", "mesh.json")
     )
 
     # Start from template
     shutil.copytree(
-        os.path.join(f"{BIRD_CASE_DIR}", f"{templateFolder}"),
+        f"{template_folder}",
         os.path.join(f"{study_folder}", f"Sim_{sim_id}"),
     )
 
diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 056a271b..8f2cc03d 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -4,6 +4,7 @@
 
 import numpy as np
 
+from bird import BIRD_CASEGEN_DATA_DIR
 from bird.preprocess.json_gen.design_io import *
 from bird.preprocess.json_gen.generate_designs import *
 
@@ -15,6 +16,10 @@ def test_continuous_loop():
         sim_id=0,
         vvm=0.4,
         study_folder=".",
+        template_folder=os.path.join(
+            BIRD_CASEGEN_DATA_DIR,
+            "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+        ),
     )
 
 
@@ -75,6 +80,10 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
                 power=pow_v,
                 constantD=True,
                 study_folder=study_folder,
+                template_folder=os.path.join(
+                    BIRD_CASEGEN_DATA_DIR,
+                    "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+                ),
             )
             write_script_start(f"{study_folder}/many_scripts_start", n_sim)
             write_script_post(f"{study_folder}/many_scripts_post", n_sim)

From 4f75b72f25ed2a82e5007304c17a321b2797a23c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 10:54:00 -0600
Subject: [PATCH 032/275] missing module

---
 bird/preprocess/json_gen/generate_designs.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index aa992026..099959f5 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -1,6 +1,7 @@
 import os
 import pickle
 import shutil
+import sys
 
 import numpy as np
 

From af9b55fc86869c985639dd20c2f5d3f7b8996edd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 11:35:04 -0600
Subject: [PATCH 033/275] include case gen data to package

---
 bird/__init__.py                                           | 2 +-
 .../.vim/.netrwhist                                        | 0
 .../0.orig/CO2.gas                                         | 0
 .../0.orig/CO2.liquid                                      | 0
 .../0.orig/H2.gas                                          | 0
 .../0.orig/H2.liquid                                       | 0
 .../0.orig/N2.gas                                          | 0
 .../0.orig/T.gas                                           | 0
 .../0.orig/T.liquid                                        | 0
 .../0.orig/U.gas                                           | 0
 .../0.orig/U.liquid                                        | 0
 .../0.orig/Ydefault.gas                                    | 0
 .../0.orig/Ydefault.liquid                                 | 0
 .../0.orig/alpha.gas                                       | 0
 .../0.orig/alpha.liquid                                    | 0
 .../0.orig/alphat.gas                                      | 0
 .../0.orig/alphat.liquid                                   | 0
 .../0.orig/epsilon.gas                                     | 0
 .../0.orig/epsilon.liquid                                  | 0
 .../0.orig/f.gas                                           | 0
 .../0.orig/k.gas                                           | 0
 .../0.orig/k.liquid                                        | 0
 .../0.orig/nut.gas                                         | 0
 .../0.orig/nut.liquid                                      | 0
 .../0.orig/p                                               | 0
 .../0.orig/p_rgh                                           | 0
 .../Allclean                                               | 0
 .../computeQOI.sh                                          | 0
 .../constant/dynamicMix_util.H                             | 0
 .../constant/fvModels                                      | 0
 .../constant/g                                             | 0
 .../constant/globalVars                                    | 0
 .../constant/globalVars_temp                               | 0
 .../constant/momentumTransport.gas                         | 0
 .../constant/momentumTransport.liquid                      | 0
 .../constant/phaseProperties                               | 0
 .../constant/phaseProperties_constantd                     | 0
 .../constant/phaseProperties_pbe                           | 0
 .../constant/thermophysicalProperties.gas                  | 0
 .../constant/thermophysicalProperties.liquid               | 0
 .../get_qoi.py                                             | 0
 .../presteps.sh                                            | 0
 .../read_history.py                                        | 0
 .../run.sh                                                 | 0
 .../script                                                 | 0
 .../script_post                                            | 0
 .../system/blockMeshDict                                   | 0
 .../system/controlDict                                     | 0
 .../system/decomposeParDict                                | 0
 .../system/fvConstraints                                   | 0
 .../system/fvSchemes                                       | 0
 .../system/fvSolution                                      | 0
 .../system/inlets_outlets.json                             | 0
 .../system/mesh.json                                       | 0
 .../system/mixers.json                                     | 0
 .../system/setFieldsDict                                   | 0
 .../writeGlobalVars.py                                     | 0
 setup.py                                                   | 1 +
 tests/__init__.py                                          | 0
 tests/preprocess/test_case_gen.py                          | 7 +++----
 60 files changed, 5 insertions(+), 5 deletions(-)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict (100%)
 rename bird/preprocess/{data => data_case_gen}/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py (100%)
 create mode 100644 tests/__init__.py

diff --git a/bird/__init__.py b/bird/__init__.py
index 986a535f..6eb11de8 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -35,5 +35,5 @@
 )
 BIRD_EARLY_PRED_DATA_DIR = os.path.join(BIRD_POST_DIR, "data_early")
 BIRD_KLA_DATA_DIR = os.path.join(BIRD_POST_DIR, "data_kla")
-BIRD_CASEGEN_DATA_DIR = os.path.join(BIRD_PRE_DIR, "data")
+BIRD_CASE_GEN_DATA_DIR = os.path.join(BIRD_PRE_DIR, "data_case_gen")
 BIRD_INV_DIR = os.path.join(BIRD_DIR, "inverse_modeling")
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
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diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
diff --git a/bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
similarity index 100%
rename from bird/preprocess/data/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
rename to bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
diff --git a/setup.py b/setup.py
index 4eaa7bd2..740f8673 100644
--- a/setup.py
+++ b/setup.py
@@ -41,6 +41,7 @@
             "*.dat",
             "data_conditional_mean",
             "data_kla",
+            "data_case_gen",
         ]
     },
     extras_require={
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 8f2cc03d..488ba263 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -4,10 +4,9 @@
 
 import numpy as np
 
-from bird import BIRD_CASEGEN_DATA_DIR
 from bird.preprocess.json_gen.design_io import *
 from bird.preprocess.json_gen.generate_designs import *
-
+from bird import BIRD_CASE_GEN_DATA_DIR 
 
 def test_continuous_loop():
 
@@ -17,7 +16,7 @@ def test_continuous_loop():
         vvm=0.4,
         study_folder=".",
         template_folder=os.path.join(
-            BIRD_CASEGEN_DATA_DIR,
+            BIRD_CASE_GEN_DATA_DIR,
             "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
         ),
     )
@@ -81,7 +80,7 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
                 constantD=True,
                 study_folder=study_folder,
                 template_folder=os.path.join(
-                    BIRD_CASEGEN_DATA_DIR,
+                    BIRD_CASE_GEN_DATA_DIR,
                     "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
                 ),
             )

From aa1d8b97ecfc6941948ce50f44bf4dd9eff460a3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 11:36:27 -0600
Subject: [PATCH 034/275] trigger ci

---
 .github/workflows/ci.yml          | 2 +-
 tests/preprocess/test_case_gen.py | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 852dc071..8a2d9cb2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -11,7 +11,7 @@ on:
       - 'docs/**'
 
    pull_request:
-     branches: [main]
+     branches: [main, movesparg]
      paths-ignore:
       - '*.md'
       - '*.rst'
diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 488ba263..563a6ba3 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -4,9 +4,10 @@
 
 import numpy as np
 
+from bird import BIRD_CASE_GEN_DATA_DIR
 from bird.preprocess.json_gen.design_io import *
 from bird.preprocess.json_gen.generate_designs import *
-from bird import BIRD_CASE_GEN_DATA_DIR 
+
 
 def test_continuous_loop():
 

From 29fb8a1a158d1e6176847662c0868d3d3480147e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 11:46:27 -0600
Subject: [PATCH 035/275] explicit inclusion of constant

---
 .github/workflows/ci.yml | 199 ++++++++++++++++++++-------------------
 setup.py                 |   2 +
 2 files changed, 102 insertions(+), 99 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 8a2d9cb2..ff939736 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -52,7 +52,8 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.10', '3.11', '3.12']
+        python-version: ['3.10']
+        #python-version: ['3.10', '3.11', '3.12']
         os: ['ubuntu-latest', 'macos-latest']
     defaults:
       run:
@@ -77,103 +78,103 @@ jobs:
         run: |
           pytest tests/postprocess
 
-  Test-pypi-Bird:
-    name: Test-pypi-BiRD (${{ matrix.python-version }}, ${{ matrix.os }})
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        python-version: ['3.10']
-        os: ['ubuntu-latest']
-    defaults:
-      run:
-        working-directory: ${{github.workspace}}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: ${{matrix.python-version}}
-      - name: Install dependencies
-        run: |
-          pip install --upgrade pip
-          pip install nrel-bird
-          pip install pytest
-      - name: Test
-        run: pytest .
+  #Test-pypi-Bird:
+  #  name: Test-pypi-BiRD (${{ matrix.python-version }}, ${{ matrix.os }})
+  #  runs-on: ${{ matrix.os }}
+  #  strategy:
+  #    fail-fast: false
+  #    matrix:
+  #      python-version: ['3.10']
+  #      os: ['ubuntu-latest']
+  #  defaults:
+  #    run:
+  #      working-directory: ${{github.workspace}}
+  #  steps:
+  #    - uses: actions/checkout@v4
+  #    - uses: actions/setup-python@v5
+  #      with:
+  #        python-version: ${{matrix.python-version}}
+  #    - name: Install dependencies
+  #      run: |
+  #        pip install --upgrade pip
+  #        pip install nrel-bird
+  #        pip install pytest
+  #    - name: Test
+  #      run: pytest .
 
-  Test-OF:
-    name: Test-OF (${{ matrix.python-version }}, ${{ matrix.os }})
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        python-version: ['3.10']
-        os: ['ubuntu-22.04']
-    defaults:
-      run:
-        working-directory: ${{github.workspace}}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: ${{matrix.python-version}}
-      - uses: gerlero/setup-openfoam@v1
-        with:
-          openfoam-version: 9
-      - name: Install dependencies
-        run: |
-          pip install --upgrade pip
-          pip install .
-      - name: Compile solver
-        run: |
-          cd OFsolvers/birdmultiphaseEulerFoam
-          export WM_COMPILE_OPTION=Debug
-          ./Allwmake
-          cd ../../
-      - name: Run deckwer17 PBE
-        run: |
-          cd experimental_cases/deckwer17
-          bash run.sh 
-          cd ../../
-      - name: Run deckwer17 constantD
-        run: |
-          cd experimental_cases/deckwer17
-          cp constant/phaseProperties_constantd constant/phaseProperties
-          bash run.sh 
-          cd ../../
-      - name: Run deckwer19 PBE
-        run: |
-          cd experimental_cases/deckwer19
-          bash run.sh 
-          cd ../../
-      - name: Run side sparger tutorial
-        run: |
-          cd tutorial_cases/side_sparger
-          bash run.sh 
-          cd ../../
-      - name: Run bubble column tutorial
-        run: |
-          cd tutorial_cases/bubble_column_20L
-          bash run.sh 
-          cd ../../
-      - name: Run stirred-tank tutorial
-        run: |
-          cd tutorial_cases/stirred_tank
-          bash run.sh 
-          cd ../../
-      - name: Run reactive loop reactor tutorial
-        run: |
-          cd tutorial_cases/loop_reactor_reacting
-          bash run.sh 
-          cd ../../
-      - name: Run mixing loop reactor tutorial
-        run: |
-          cd tutorial_cases/loop_reactor_mixing
-          bash run.sh 
-          cd ../../
-      - name: Run airlift reactor tutorial
-        run: |
-          cd tutorial_cases/airlift_40m
-          bash run.sh
-          cd ../../
+  #Test-OF:
+  #  name: Test-OF (${{ matrix.python-version }}, ${{ matrix.os }})
+  #  runs-on: ${{ matrix.os }}
+  #  strategy:
+  #    fail-fast: false
+  #    matrix:
+  #      python-version: ['3.10']
+  #      os: ['ubuntu-22.04']
+  #  defaults:
+  #    run:
+  #      working-directory: ${{github.workspace}}
+  #  steps:
+  #    - uses: actions/checkout@v4
+  #    - uses: actions/setup-python@v5
+  #      with:
+  #        python-version: ${{matrix.python-version}}
+  #    - uses: gerlero/setup-openfoam@v1
+  #      with:
+  #        openfoam-version: 9
+  #    - name: Install dependencies
+  #      run: |
+  #        pip install --upgrade pip
+  #        pip install .
+  #    - name: Compile solver
+  #      run: |
+  #        cd OFsolvers/birdmultiphaseEulerFoam
+  #        export WM_COMPILE_OPTION=Debug
+  #        ./Allwmake
+  #        cd ../../
+  #    - name: Run deckwer17 PBE
+  #      run: |
+  #        cd experimental_cases/deckwer17
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run deckwer17 constantD
+  #      run: |
+  #        cd experimental_cases/deckwer17
+  #        cp constant/phaseProperties_constantd constant/phaseProperties
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run deckwer19 PBE
+  #      run: |
+  #        cd experimental_cases/deckwer19
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run side sparger tutorial
+  #      run: |
+  #        cd tutorial_cases/side_sparger
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run bubble column tutorial
+  #      run: |
+  #        cd tutorial_cases/bubble_column_20L
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run stirred-tank tutorial
+  #      run: |
+  #        cd tutorial_cases/stirred_tank
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run reactive loop reactor tutorial
+  #      run: |
+  #        cd tutorial_cases/loop_reactor_reacting
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run mixing loop reactor tutorial
+  #      run: |
+  #        cd tutorial_cases/loop_reactor_mixing
+  #        bash run.sh 
+  #        cd ../../
+  #    - name: Run airlift reactor tutorial
+  #      run: |
+  #        cd tutorial_cases/airlift_40m
+  #        bash run.sh
+  #        cd ../../
 
diff --git a/setup.py b/setup.py
index 740f8673..e299df8c 100644
--- a/setup.py
+++ b/setup.py
@@ -42,6 +42,8 @@
             "data_conditional_mean",
             "data_kla",
             "data_case_gen",
+            "constant",
+            "0.orig"
         ]
     },
     extras_require={

From 5b53e0dd8a3c512fd59c3be723e31c0f341c41c2 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 11:53:06 -0600
Subject: [PATCH 036/275] print what github action actually copied

---
 bird/preprocess/json_gen/generate_designs.py | 1 +
 setup.py                                     | 4 +---
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 099959f5..956accfd 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -494,6 +494,7 @@ def generate_single_scaledup_reactor_sparger_cases(
         f"{template_folder}",
         os.path.join(f"{study_folder}", f"Sim_{sim_id}"),
     )
+    print("Sim folder contents:", os.listdir(os.path.join(study_folder, f"Sim_{sim_id}")))
 
     bc_dict = {}
     bc_dict["inlets"] = []
diff --git a/setup.py b/setup.py
index e299df8c..1c6dbe38 100644
--- a/setup.py
+++ b/setup.py
@@ -41,9 +41,7 @@
             "*.dat",
             "data_conditional_mean",
             "data_kla",
-            "data_case_gen",
-            "constant",
-            "0.orig"
+            "data_case_gen/**/*",
         ]
     },
     extras_require={

From ff0185eb3b585c0fd565120bcad2bcc38abdec44 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 11:56:52 -0600
Subject: [PATCH 037/275] revert log

---
 bird/preprocess/json_gen/generate_designs.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 956accfd..099959f5 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -494,7 +494,6 @@ def generate_single_scaledup_reactor_sparger_cases(
         f"{template_folder}",
         os.path.join(f"{study_folder}", f"Sim_{sim_id}"),
     )
-    print("Sim folder contents:", os.listdir(os.path.join(study_folder, f"Sim_{sim_id}")))
 
     bc_dict = {}
     bc_dict["inlets"] = []

From db722925328a19bbcba136f15949da33f100370e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 11:58:37 -0600
Subject: [PATCH 038/275] all tests

---
 .github/workflows/ci.yml | 199 +++++++++++++++++++--------------------
 1 file changed, 99 insertions(+), 100 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index ff939736..8a2d9cb2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -52,8 +52,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.10']
-        #python-version: ['3.10', '3.11', '3.12']
+        python-version: ['3.10', '3.11', '3.12']
         os: ['ubuntu-latest', 'macos-latest']
     defaults:
       run:
@@ -78,103 +77,103 @@ jobs:
         run: |
           pytest tests/postprocess
 
-  #Test-pypi-Bird:
-  #  name: Test-pypi-BiRD (${{ matrix.python-version }}, ${{ matrix.os }})
-  #  runs-on: ${{ matrix.os }}
-  #  strategy:
-  #    fail-fast: false
-  #    matrix:
-  #      python-version: ['3.10']
-  #      os: ['ubuntu-latest']
-  #  defaults:
-  #    run:
-  #      working-directory: ${{github.workspace}}
-  #  steps:
-  #    - uses: actions/checkout@v4
-  #    - uses: actions/setup-python@v5
-  #      with:
-  #        python-version: ${{matrix.python-version}}
-  #    - name: Install dependencies
-  #      run: |
-  #        pip install --upgrade pip
-  #        pip install nrel-bird
-  #        pip install pytest
-  #    - name: Test
-  #      run: pytest .
+  Test-pypi-Bird:
+    name: Test-pypi-BiRD (${{ matrix.python-version }}, ${{ matrix.os }})
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ['3.10']
+        os: ['ubuntu-latest']
+    defaults:
+      run:
+        working-directory: ${{github.workspace}}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: ${{matrix.python-version}}
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip
+          pip install nrel-bird
+          pip install pytest
+      - name: Test
+        run: pytest .
 
-  #Test-OF:
-  #  name: Test-OF (${{ matrix.python-version }}, ${{ matrix.os }})
-  #  runs-on: ${{ matrix.os }}
-  #  strategy:
-  #    fail-fast: false
-  #    matrix:
-  #      python-version: ['3.10']
-  #      os: ['ubuntu-22.04']
-  #  defaults:
-  #    run:
-  #      working-directory: ${{github.workspace}}
-  #  steps:
-  #    - uses: actions/checkout@v4
-  #    - uses: actions/setup-python@v5
-  #      with:
-  #        python-version: ${{matrix.python-version}}
-  #    - uses: gerlero/setup-openfoam@v1
-  #      with:
-  #        openfoam-version: 9
-  #    - name: Install dependencies
-  #      run: |
-  #        pip install --upgrade pip
-  #        pip install .
-  #    - name: Compile solver
-  #      run: |
-  #        cd OFsolvers/birdmultiphaseEulerFoam
-  #        export WM_COMPILE_OPTION=Debug
-  #        ./Allwmake
-  #        cd ../../
-  #    - name: Run deckwer17 PBE
-  #      run: |
-  #        cd experimental_cases/deckwer17
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run deckwer17 constantD
-  #      run: |
-  #        cd experimental_cases/deckwer17
-  #        cp constant/phaseProperties_constantd constant/phaseProperties
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run deckwer19 PBE
-  #      run: |
-  #        cd experimental_cases/deckwer19
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run side sparger tutorial
-  #      run: |
-  #        cd tutorial_cases/side_sparger
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run bubble column tutorial
-  #      run: |
-  #        cd tutorial_cases/bubble_column_20L
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run stirred-tank tutorial
-  #      run: |
-  #        cd tutorial_cases/stirred_tank
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run reactive loop reactor tutorial
-  #      run: |
-  #        cd tutorial_cases/loop_reactor_reacting
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run mixing loop reactor tutorial
-  #      run: |
-  #        cd tutorial_cases/loop_reactor_mixing
-  #        bash run.sh 
-  #        cd ../../
-  #    - name: Run airlift reactor tutorial
-  #      run: |
-  #        cd tutorial_cases/airlift_40m
-  #        bash run.sh
-  #        cd ../../
+  Test-OF:
+    name: Test-OF (${{ matrix.python-version }}, ${{ matrix.os }})
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ['3.10']
+        os: ['ubuntu-22.04']
+    defaults:
+      run:
+        working-directory: ${{github.workspace}}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: ${{matrix.python-version}}
+      - uses: gerlero/setup-openfoam@v1
+        with:
+          openfoam-version: 9
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip
+          pip install .
+      - name: Compile solver
+        run: |
+          cd OFsolvers/birdmultiphaseEulerFoam
+          export WM_COMPILE_OPTION=Debug
+          ./Allwmake
+          cd ../../
+      - name: Run deckwer17 PBE
+        run: |
+          cd experimental_cases/deckwer17
+          bash run.sh 
+          cd ../../
+      - name: Run deckwer17 constantD
+        run: |
+          cd experimental_cases/deckwer17
+          cp constant/phaseProperties_constantd constant/phaseProperties
+          bash run.sh 
+          cd ../../
+      - name: Run deckwer19 PBE
+        run: |
+          cd experimental_cases/deckwer19
+          bash run.sh 
+          cd ../../
+      - name: Run side sparger tutorial
+        run: |
+          cd tutorial_cases/side_sparger
+          bash run.sh 
+          cd ../../
+      - name: Run bubble column tutorial
+        run: |
+          cd tutorial_cases/bubble_column_20L
+          bash run.sh 
+          cd ../../
+      - name: Run stirred-tank tutorial
+        run: |
+          cd tutorial_cases/stirred_tank
+          bash run.sh 
+          cd ../../
+      - name: Run reactive loop reactor tutorial
+        run: |
+          cd tutorial_cases/loop_reactor_reacting
+          bash run.sh 
+          cd ../../
+      - name: Run mixing loop reactor tutorial
+        run: |
+          cd tutorial_cases/loop_reactor_mixing
+          bash run.sh 
+          cd ../../
+      - name: Run airlift reactor tutorial
+        run: |
+          cd tutorial_cases/airlift_40m
+          bash run.sh
+          cd ../../
 

From 8e761f8f0003b5f5ec2472101931b243084b913b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 23 May 2025 12:03:18 -0600
Subject: [PATCH 039/275] prepare for merge

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 8a2d9cb2..852dc071 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -11,7 +11,7 @@ on:
       - 'docs/**'
 
    pull_request:
-     branches: [main, movesparg]
+     branches: [main]
      paths-ignore:
       - '*.md'
       - '*.rst'

From a56282d01c51a33bb2e25b6334430b69c313f1b7 Mon Sep 17 00:00:00 2001
From: jainprana <Pranav.Jain@nrel.gov>
Date: Fri, 30 May 2025 00:12:44 -0400
Subject: [PATCH 040/275] Create temp

---
 bird/postprocess/SA_optimization/temp | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 bird/postprocess/SA_optimization/temp

diff --git a/bird/postprocess/SA_optimization/temp b/bird/postprocess/SA_optimization/temp
new file mode 100644
index 00000000..78981922
--- /dev/null
+++ b/bird/postprocess/SA_optimization/temp
@@ -0,0 +1 @@
+a

From 65e172e98e5a531427db18d319841329bc7a262d Mon Sep 17 00:00:00 2001
From: jainprana <Pranav.Jain@nrel.gov>
Date: Fri, 30 May 2025 00:14:25 -0400
Subject: [PATCH 041/275] Add files via upload

---
 bird/postprocess/SA_optimization/README.md    |  47 +++
 .../Xdata_study_scaleup_0_4vvm_3000W.csv      | 185 ++++++++++++
 bird/postprocess/SA_optimization/get_csv.py   |  39 +++
 .../SA_optimization/get_optimal.py            | 282 ++++++++++++++++++
 .../get_optimal_with_constraint.py            | 263 ++++++++++++++++
 bird/postprocess/SA_optimization/results.pkl  | Bin 0 -> 5208 bytes
 .../ydata_study_scaleup_0_4vvm_3000W.csv      | 185 ++++++++++++
 7 files changed, 1001 insertions(+)
 create mode 100644 bird/postprocess/SA_optimization/README.md
 create mode 100644 bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv
 create mode 100644 bird/postprocess/SA_optimization/get_csv.py
 create mode 100644 bird/postprocess/SA_optimization/get_optimal.py
 create mode 100644 bird/postprocess/SA_optimization/get_optimal_with_constraint.py
 create mode 100644 bird/postprocess/SA_optimization/results.pkl
 create mode 100644 bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv

diff --git a/bird/postprocess/SA_optimization/README.md b/bird/postprocess/SA_optimization/README.md
new file mode 100644
index 00000000..37309e9b
--- /dev/null
+++ b/bird/postprocess/SA_optimization/README.md
@@ -0,0 +1,47 @@
+# Surrogate-Based Optimization with Simulated Annealing
+
+This project implements a complete framework for surrogate-based optimization using Simulated Annealing (SA). It supports three surrogate models:
+    - Radial Basis Function Interpolator ('rbf')
+    - Random Forest ('rf')
+    - Neural Network ('nn')
+
+The SA optimizer operates on discrete feature values (0,1,2) with an option to restrict the number of spargers (1) to a fixed value (max_saprgers).
+
+- Preprocessing the data ('get_csv.py')
+    - reads the 'configs.pkl' and 'results.pkl' files from a study
+    - saves the configuration in 'Xdata_{study_name}.csv' file
+    - save the qoi and qoi_error in 'ydata_{study_name}.csv' file 
+
+- Surrogate modeling and optimization ('get_optimal.py'/'get_optimal_with_constraints.py')
+    - run_optimization(...) function sets up the surrogate-based optimization:
+        - Inputs:
+            - X: read from 'Xdata_{study_name}.csv' file
+            - y: read from 'ydata_{study_name}.csv' file
+            - model_type: type of surrogate model (default = 'rbf')
+                - model_type = 'rbf': Radial Basis Function
+                - model_type = 'rf': Random Forest
+                - model_type = 'nn': Neural Network
+            - max_spargers: maximum number of spargers (only in 'get_optimal_with_constraints.py') (default = 8)
+            - n_runs: number of bootstrap runs (default = 10)
+            - max_iters: maximum number of iterations of SA (default = 1000)
+            - bootstrap_size: sample size of each boostrap (default = 100)
+        - For each bootstrap run, the model hyperparameters are tuned using 5-fold cross validation. 
+        - The simulated_annealing_surrogate(...) function runs the optimization:
+            - If SA is too slow or fails to converge, you can change the following parameters:
+                - temp: maximum temperature of SA. Controls exploration.
+                - alpha: the rate at which temperature changes every iteration.
+            - It returen the optimal solutions along with the optimization logs which are used to make plots in postprocessing.
+        - Once the optimization is done the best solution is saved in a csv file and the following plots are made:
+            - Mean-CI plot of the objective function (qoi)
+            - Mean-CI plot of the distance of an iterate from the optimal solution (this is not done in 'get_optimal_with_constraints.py').
+
+Python dependencies:
+- numpy
+- pandas
+- scikit-learn
+- scipy
+- optuna
+- matplotlib
+- warnings
+- random
+- tensorflow
diff --git a/bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv b/bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv
new file mode 100644
index 00000000..771f8ccf
--- /dev/null
+++ b/bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv
@@ -0,0 +1,185 @@
+0,1,0,1,0,0,2,2,2,2,0
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diff --git a/bird/postprocess/SA_optimization/get_csv.py b/bird/postprocess/SA_optimization/get_csv.py
new file mode 100644
index 00000000..cc76fc14
--- /dev/null
+++ b/bird/postprocess/SA_optimization/get_csv.py
@@ -0,0 +1,39 @@
+import pickle5 as pkl
+import os
+import numpy as np
+import csv
+
+def get_config_result(config_fold):
+    with open(os.path.join(config_fold, "results.pkl"), "rb") as f:
+        results = pkl.load(f)
+    with open(os.path.join(config_fold, "configs.pkl"), "rb") as f:
+        configs = pkl.load(f)
+    Xdata = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], np.int64)
+    count = 0
+    # Save data into CSV files
+    xfname = "Xdata_"+config_fold+".csv" 
+    yfname = "ydata_"+config_fold+".csv" 
+    with open(xfname,'w',newline='') as csvfile:
+        writer = csv.writer(csvfile)
+        for sims in results:
+            b0 = configs[sims][0]
+            b1 = configs[sims][1]
+            b2 = configs[sims][2]
+            raw_data = np.concatenate((b0,b1,b2), axis = None)
+            writer.writerow(raw_data)
+
+    with open(yfname,'w',newline='') as csvfile:
+        writer = csv.writer(csvfile)
+        for sims in results:
+            q0 = results[sims]["qoi"]
+            q1 = results[sims]["qoi_err"]
+            y_data = np.concatenate((q0,q1), axis = None)
+            writer.writerow(y_data)
+
+studies = { 
+           "study_scaleup_0_4vvm_3000W" : r"0.0036$m^3$ 0.4vvm 0W"
+         }
+
+
+for study in studies:
+    get_config_result(study)
diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
new file mode 100644
index 00000000..ca960fd8
--- /dev/null
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -0,0 +1,282 @@
+import numpy as np 
+import pandas as pd
+import random 
+import optuna 
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.preprocessing import OneHotEncoder
+from sklearn.model_selection import KFold, cross_val_score
+from sklearn.metrics import mean_squared_error
+from scipy.interpolate import RBFInterpolator
+from tensorflow.keras.models import Sequential 
+from tensorflow.keras.layers import Dense 
+import matplotlib.pyplot as plt
+import warnings
+
+warningsl.filterwarnings("ignore")
+
+def tune_rbf(X,y):
+    # Tune the RBFInterpolator
+    # kernel - "multiquadric" (Can try other kernels)
+    def objective(trial):
+        epsilon = trial.suggest_float("epsilon",0.1,10.0, log=False)
+        try:
+            kf = KFold(n_splits=5,shuffle=True,random_state=42)
+            return np.mean([
+                mean_squared_error(
+                    y[test],
+                    RBFInterpolator(X[train],y[train],epsilon=epsilon,kernel="multiquadric")(X[test])
+                )
+                for train, test in kf.split(X)
+            ])
+        except:
+            return float("inf")
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective,n_trials=20)
+    return study.best_params
+
+def tune_rf(X,y):
+    # Tune the Random Forest
+    def objective(trial):
+        model = RandomForestRegressor(
+            n_estimators=trial.suggest_int("n_estimators",50,200),
+            max_depth = trial.suggest_int("max_depth",3,10),
+            min_samples_leaf = trial.suggest_int("min_samples_leaf",1,10),
+            random_state = 42
+        )
+        scores = cross_val_score(model, X, y, cv=5, scoring='neg_mean_squared_error')
+        return -np.mean(scores)
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective,n_trials=20)
+    return study.best_params
+
+def tune_nn(X_encoded,y):
+    # Tune the Neural Network
+    def objective(trial):
+        units = trial.suggest_int("n_units",16,128)
+        layers = trial.suggest_int("n_layers",1,3)
+        kf = KFold(n_splits=5,shuffle=True,random_state=42)
+        mses=[]
+        for train, test in kf.split(X_encoded):
+            model = Sequential()
+            model.add(Dense(units, activation='relu', input_shape=(X_encoded.shape[1],)))
+            for _ in range(layers-1):
+                model.add(Dense(units,activation='relu'))
+            model.add(Dense(1))
+            model.compile(optimizer='adam',loss='mse')
+            model.fit(X_encoded[train],y[train],epochs=100,batch_size=16,verbose=0)
+            mses.append(mean_squared_error(y[test],model.predict(X_encoded[test]).flatten()))
+        return np.mean(mses)
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective, n_trials=20)
+    return study.best_params 
+
+
+class Surrogatewrapper:
+    # Wrapper that builds the surrogate model and predicts the QOI value for given X
+    def __init__(self,model_type,X,y,params):
+        # Inputs:
+        # model_type = 'rbf' for RBFInterpolator
+        #            = 'rf' for Random Forest
+        #            = 'nn' for Neural Network
+        # X,y = the raw data
+        # params = tune parameter of the surrogate model
+
+        self.model_type = model_type 
+        self.encoder = None 
+
+        if model_type == 'rbf':
+            self.model = RBFInterpolator(X,y,kernel='multiquadric',epsilon=params["epsilon"])
+        elif model_type == 'rf':
+            self.model = RandomForestRegressor(**params, random_state=42)
+            self.model.fit(X,y)
+        elif model_type == 'nn':
+            self.encoder = OneHotEncoder(sparse_output=False)
+            X_encoded = self.encoder.fit_transform(X)
+            self.model = self._build_nn(X_encoded.shape[1],params["n_units"],params["n_layers"])
+            self.model.fit(X_encoded,y,epochs=100,batch_size=16,verbose=0)
+
+
+    def _build_nn(self,input_dim, units, layers):
+        # Builds the neural network
+        model = Sequential()
+        model.add(Dense(units, activation='relu',input_shape=(input_dim,)))
+        for _ in range(layers-1):
+            model.add(Dense(units,activation='relu'))
+        model.add(Dense(1))
+        model.compile(optimizer='adam', loss='mse')
+        return model 
+    
+    def predict(self,X):
+        X = X.reshape(1,-1)
+        if self.model_type == 'nn':
+            X = self.encoder.transform(X)
+            return float(self.model.predict(X)[0])
+        elif self.model_type == 'rf':
+            return float(self.model.predict(X)[0])
+        else:
+            return float(self.model(X)[0])
+    
+def simulated_annealing_surrogate(surrogate,dim=12,max_iters=1000,temp=10.0,alpha=0.95):
+    # Runs the Simulated Annealing (SA) and reports the resuts
+    # Inputs:
+    # surrogate = tuned surrogate model 
+    # dim = dimension of the problem
+    # max_iters = maximum number of iterations for SA
+    # temp = parameter of Simulated Annealing (can be changes for tuned for other problems)
+    #      = max temperature. It controls the exploration rate of SA
+    # alpha = parameter of Simulated Annealing (can be changes for tuned for other problems)
+    #       = cooling rate. It determines how quickly temp decays. 
+
+    # Outputs:
+    # x_best = optimal solution
+    # y_best = optimal objective function value
+    # trace = optimization log. Updates at the end of each iteration.
+    # trace_x = tracks how X changes during each iteration.
+
+    # generate random starting point
+    x_curr = np.random.randint(0,3,size=dim) 
+    
+    y_curr = surrogate.predict(x_curr)
+    x_best, y_best = x_curr.copy(), y_curr 
+
+    trace = [(0,y_best)]
+    trace_x = [x_curr.copy()]
+
+    for i in range(max_iters):
+        # Optimization loop
+        
+        x_new = x_curr.copy()
+        idx = random.randint(0,dim-1)
+        # perturb a random dimension to get new x
+        x_new[idx] = (x_new[idx] + random.choice([-1,1])) % 3
+        y_new = surrogate.predict(x_new)
+
+        delta = y_new - y_curr
+        if delta < 0 or np.random.rand() < np.exp(-delta / temp):
+            x_curr, y_curr = x_new, y_new 
+            if y_curr < y_best:
+                x_best, y_best = x_new.copy(), y_new 
+        
+        trace.append((i,y_best))
+        trace_x.append(x_curr.copy())
+        temp *= alpha 
+    
+    return x_best, y_best, trace, trace_x
+
+def run_optimization(X,y,model_type = 'rbf',n_runs=10,max_iters = 1000, bootstrap_size=100):
+    # Bootstraps data, runs optimization and postprocesses the resutls.
+    # Inputs:
+    # X,y = the raw data
+    # model_type = 'rbf' for RBFInterpolator
+    #            = 'rf' for Random Forest
+    #            = 'nn' for Neural Network
+    # n_runs = number of bootstraps
+    # max_iters = maximum number of SA iterations
+    # bootstrap_size = size of bootstrap samples
+
+    all_x = []
+    all_y = []
+    all_traces = np.zeros((n_runs, max_iters + 1))
+    all_trace_x = []
+    rng = np.random.default_rng(42)
+    # Bootstrap the data
+    bootstrap_idxs = [rng.choice(len(X), size = bootstrap_size, replace = False) for _ in range(n_runs)]
+
+    i = 0
+    for idxs in bootstrap_idxs:
+        # Tune the model for each bootstrap
+        X_sub, y_sub = X[idxs], y[idxs]
+        if model_type == "rbf":
+            params = tune_rbf(X_sub,y_sub)
+        elif model_type == "rf":
+            params = tune_rf(X_sub,y_sub)
+        elif model_type == "nn":
+            encoder = OneHotEncoder(sparse_output=False)
+            X_encoded = encoder.fit_transform(X_sub)
+            params = tune_nn(X_encoded,y_sub)
+        else:
+            raise ValueError("Invalid model_type")
+
+        # build the surrogate model
+        surrogate = Surrogatewrapper(model_type,X_sub,y_sub,params) 
+
+        # run optimization
+        x_best, y_best, trace, trace_x = simulated_annealing_surrogate(surrogate, dim=X.shape[1], max_iters=max_iters)
+        
+        trace_y = [y for _, y in trace]
+        all_traces[i,:] = trace_y
+        all_x.append(x_best)
+        all_y.append(y_best)
+        all_trace_x.append(trace_x)
+        i = i + 1
+
+    # Compute the best y across all the bootstraps
+    best_index = np.argmin(all_y)
+    best_x = all_x[best_index]
+    best_y = all_y[best_index]
+    # Save the best solution 
+    df = pd.DataFrame([{
+        **{f"x{i}": best_x[i] for i in range(len(best_x))},
+        "best_y": best_y
+    }])
+    df.to_csv(f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}.csv", index=False)
+
+
+    # Make the mean-CI plot for the objective function and save it
+    mean_trace = np.mean(-1*all_traces,axis=0)
+    std_trace = np.std(all_traces,axis=0)
+    lower_bound = mean_trace - 1.96* std_trace / np.sqrt(n_runs)
+    upper_bound = mean_trace + 1.96* std_trace / np.sqrt(n_runs)
+    iterations = np.arange(max_iters + 1)
+
+    plt.figure(figsize=(8,4))
+    plt.plot(iterations,mean_trace,label=f"Mean Convergence {model_type.upper()}", color = "blue")
+    plt.fill_between(iterations, lower_bound, upper_bound, color = "blue", alpha = 0.3, label = "95% CI")
+    plt.xlabel("Iteration")
+    plt.ylabel("Best Surrogate-Predicted Objective")
+    plt.title(f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})")
+    plt.grid(True)
+    plt.legend() 
+    plt.savefig(f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.png",dpi=300)
+    plt.show()
+
+    # Compute the distance of intermediate x from the optimal solution
+    optimal_x = np.ones(X.shape[1],dtype=int)
+    l1_traces = []
+    for t in all_trace_x:
+        distances = [np.sum(np.abs(np.array(x) - optimal_x)) for x in t]
+        l1_traces.append(distances)
+    
+    ''' compute and make the mean-CI plot for the distance between the intermdeiate   
+    solution and the optimal solution '''
+    l1_traces = np.array(l1_traces)
+    mean_l1 = np.mean(l1_traces,axis=0)
+    std_l1 = np.std(l1_traces,axis=0)
+    lower = mean_l1 - 1.96 * std_l1 / np.sqrt(len(trace_x))
+    upper = mean_l1 + 1.96 * std_l1 / np.sqrt(len(trace_x))
+    iterations = np.arange(len(mean_l1))
+    plt.figure(figsize=(8,4))
+    plt.plot(iterations,mean_l1,label="Mean L1 Distance from Optimal",color = "darkred")
+    plt.fill_between(iterations,lower,upper,alpha=0.3,color="darkred", label="95% CI")
+    plt.xlabel("Iteration")
+    plt.ylabel("L1 Distance from Optimal")
+    plt.title("Convergence Toward Optimal Solution (L1 Norm)")
+    plt.grid(True)
+    plt.legend()
+    plt.tight_layout()
+    plt.savefig(f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.png",dpi=300)
+    plt.show()
+
+
+
+
+# Read data from the csv file.
+X_raw_data = pd.read_csv('Xdata_study_scaleup_0_4vvm_3000W.csv')
+y_raw_data = pd.read_csv('ydata_study_scaleup_0_4vvm_3000W.csv')
+
+X = X_raw_data.values
+y = y_raw_data.iloc[:,:-1].values 
+y = y*-1 
+
+# The function will build, tune, and optimize the surrogate model and postprocess the results.
+run_optimization(X,y,model_type="rbf",n_runs = 10,max_iters = 1000, bootstrap_size=150)
\ No newline at end of file
diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
new file mode 100644
index 00000000..03279036
--- /dev/null
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -0,0 +1,263 @@
+import numpy as np 
+import pandas as pd
+import random 
+import optuna 
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.preprocessing import OneHotEncoder
+from sklearn.model_selection import KFold, cross_val_score
+from sklearn.metrics import mean_squared_error
+from scipy.interpolate import RBFInterpolator
+from tensorflow.keras.models import Sequential 
+from tensorflow.keras.layers import Dense 
+import matplotlib.pyplot as plt
+
+def tune_rbf(X,y):
+    def objective(trial):
+        # Tune the RBFInterpolator
+        # kernel - "multiquadric" (Can try other kernels)
+        epsilon = trial.suggest_float("epsilon",0.1,10.0, log=False)
+        try:
+            kf = KFold(n_splits=5,shuffle=True,random_state=42)
+            return np.mean([
+                mean_squared_error(
+                    y[test],
+                    RBFInterpolator(X[train],y[train],epsilon=epsilon,kernel="multiquadric")(X[test])
+                )
+                for train, test in kf.split(X)
+            ])
+        except:
+            return float("inf")
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective,n_trials=20)
+    return study.best_params
+
+def tune_rf(X,y):
+    # Tune the Random Forest
+    def objective(trial):
+        model = RandomForestRegressor(
+            n_estimators=trial.suggest_int("n_estimators",50,200),
+            max_depth = trial.suggest_int("max_depth",3,10),
+            min_samples_leaf = trial.suggest_int("min_samples_leaf",1,10),
+            random_state = 42
+        )
+        scores = cross_val_score(model, X, y, cv=5, scoring='neg_mean_squared_error')
+        return -np.mean(scores)
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective,n_trials=20)
+    return study.best_params
+
+def tune_nn(X_encoded,y):
+    # Tune the Neural Network
+    def objective(trial):
+        units = trial.suggest_int("n_units",16,128)
+        layers = trial.suggest_int("n_layers",1,3)
+        kf = KFold(n_splits=5,shuffle=True,random_state=42)
+        mses=[]
+        for train, test in kf.split(X_encoded):
+            model = Sequential()
+            model.add(Dense(units, activation='relu', input_shape=(X_encoded.shape[1],)))
+            for _ in range(layers-1):
+                model.add(Dense(units,activation='relu'))
+            model.add(Dense(1))
+            model.compile(optimizer='adam',loss='mse')
+            model.fit(X_encoded[train],y[train],epochs=100,batch_size=16,verbose=0)
+            mses.append(mean_squared_error(y[test],model.predict(X_encoded[test]).flatten()))
+        return np.mean(mses)
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective, n_trials=20)
+    return study.best_params 
+
+
+class Surrogatewrapper:
+    # Wrapper that builds the surrogate model and predicts the QOI value for given X
+    def __init__(self,model_type,X,y,params):
+        # Inputs:
+        # model_type = 'rbf' for RBFInterpolator
+        #            = 'rf' for Random Forest
+        #            = 'nn' for Neural Network
+        # X,y = the raw data
+        # params = tune parameter of the surrogate model
+        
+        self.model_type = model_type 
+        self.encoder = None 
+
+        if model_type == 'rbf':
+            self.model = RBFInterpolator(X,y,kernel='multiquadric',epsilon=params["epsilon"])
+        elif model_type == 'rf':
+            self.model = RandomForestRegressor(**params, random_state=42)
+            self.model.fit(X,y)
+        elif model_type == 'nn':
+            self.encoder = OneHotEncoder(sparse_output=False)
+            X_encoded = self.encoder.fit_transform(X)
+            self.model = self._build_nn(X_encoded.shape[1],params["n_units"],params["n_layers"])
+            self.model.fit(X_encoded,y,epochs=100,batch_size=16,verbose=0)
+
+
+    def _build_nn(self,input_dim, units, layers):
+        # Builds the neural network
+        model = Sequential()
+        model.add(Dense(units, activation='relu',input_shape=(input_dim,)))
+        for _ in range(layers-1):
+            model.add(Dense(units,activation='relu'))
+        model.add(Dense(1))
+        model.compile(optimizer='adam', loss='mse')
+        return model 
+    
+    def predict(self,X):
+        X = X.reshape(1,-1)
+        if self.model_type == 'nn':
+            X = self.encoder.transform(X)
+            return float(self.model.predict(X)[0])
+        elif self.model_type == 'rf':
+            return float(self.model.predict(X)[0])
+        else:
+            return float(self.model(X)[0])
+    
+def simulated_annealing_surrogate(surrogate,dim=12,max_iters=1000,max_spargers=8,temp=10.0,alpha=0.95):
+    # Runs the Simulated Annealing (SA) and reports the resuts
+    # Inputs:
+    # surrogate = tuned surrogate model 
+    # dim = dimension of the problem
+    # max_spargers = maximum number of spargers allowed
+    # max_iters = maximum number of iterations for SA
+    # temp = parameter of Simulated Annealing (can be changes for tuned for other problems)
+    #      = max temperature. It controls the exploration rate of SA
+    # alpha = parameter of Simulated Annealing (can be changes for tuned for other problems)
+    #       = cooling rate. It determines how quickly temp decays. 
+
+    # Outputs:
+    # x_best = optimal solution
+    # y_best = optimal objective function value
+    # trace = optimization log. Updates at the end of each iteration.
+    # trace_x = tracks how X changes during each iteration.
+
+    def is_valid(x):
+        # Checks if the number of spargers <= max_spargers
+        return np.sum(x== 1) <= max_spargers
+    
+    while True:
+        # generate random starting point
+        x_curr = np.random.randint(0,3,size=dim)
+        if is_valid(x_curr):
+            break
+
+    y_curr = surrogate.predict(x_curr)
+    x_best, y_best = x_curr.copy(), y_curr 
+
+    trace = [(0,y_best)]
+
+    for i in range(max_iters):
+        # Optimization loop
+        
+        x_new = x_curr.copy()
+        idx = random.randint(0,dim-1)
+        # perturb a random dimension to get new x
+        x_new[idx] = (x_new[idx] + random.choice([-1,1])) % 3
+        
+        if not is_valid(x_new):
+            trace.append((i,y_best))
+            temp *= alpha
+            continue
+        
+        y_new = surrogate.predict(x_new)
+
+        delta = y_new - y_curr
+        if delta < 0 or np.random.rand() < np.exp(-delta / temp):
+            x_curr, y_curr = x_new, y_new 
+            if y_curr < y_best:
+                x_best, y_best = x_new.copy(), y_new 
+        
+        trace.append((i,y_best))
+        temp *= alpha 
+    
+    return x_best, y_best, trace
+
+def run_optimization(X,y,model_type = 'rbf',max_spargers = 8,n_runs=10,max_iters = 1000, bootstrap_size=100):
+    # Bootstraps data, runs optimization and postprocesses the resutls.
+    # Inputs:
+    # X,y = the raw data
+    # model_type = 'rbf' for RBFInterpolator
+    #            = 'rf' for Random Forest
+    #            = 'nn' for Neural Network
+    # n_runs = number of bootstraps
+    # max_iters = maximum number of SA iterations
+    # bootstrap_size = size of bootstrap samples
+
+    all_x = []
+    all_y = []
+    all_traces = np.zeros((n_runs, max_iters + 1))    
+    rng = np.random.default_rng(42)
+    # Bootstrap the data
+    bootstrap_idxs = [rng.choice(len(X), size = bootstrap_size, replace = False) for _ in range(n_runs)]
+    
+    i = 0
+    for idxs in bootstrap_idxs:
+        # Tune the model for each bootstrap
+        X_sub, y_sub = X[idxs], y[idxs]
+        if model_type == "rbf":
+            params = tune_rbf(X_sub,y_sub)
+        elif model_type == "rf":
+            params = tune_rf(X_sub,y_sub)
+        elif model_type == "nn":
+            encoder = OneHotEncoder(sparse_output=False)
+            X_encoded = encoder.fit_transform(X_sub)
+            params = tune_nn(X_encoded,y_sub)
+        else:
+            raise ValueError("Invalid model_type")
+
+        # build the surrogate model
+        surrogate = Surrogatewrapper(model_type,X_sub,y_sub,params) 
+
+        # run optimization
+        x_best, y_best, trace = simulated_annealing_surrogate(surrogate, dim=X.shape[1], max_iters=max_iters, max_spargers=max_spargers)
+        
+        trace_y = [y for _, y in trace]
+        all_traces[i,:] = trace_y
+        all_x.append(x_best)
+        all_y.append(y_best)
+        i = i + 1
+
+    # Compute the best y across all the bootstraps
+    best_index = np.argmin(all_y)
+    best_x = all_x[best_index]
+    best_y = all_y[best_index]
+    # Save the best solution 
+    df = pd.DataFrame([{
+        **{f"x{i}": best_x[i] for i in range(len(best_x))},
+        "best_y": best_y
+    }])
+    df.to_csv(f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.csv", index=False)
+
+    print("X = ", x_best)
+    print("surrogate-predicted y",y_best)
+
+    # Make the mean-CI plot for the objective function and save it
+    mean_trace = np.mean(-1*all_traces,axis=0)
+    std_trace = np.std(all_traces,axis=0)
+    lower_bound = mean_trace - 1.96* std_trace / np.sqrt(n_runs)
+    upper_bound = mean_trace + 1.96* std_trace / np.sqrt(n_runs)
+    iterations = np.arange(max_iters + 1)
+
+    plt.figure(figsize=(8,4))
+    plt.plot(iterations,mean_trace,label=f"Mean Convergence {model_type.upper()}", color = "blue")
+    plt.fill_between(iterations, lower_bound, upper_bound, color = "blue", alpha = 0.3, label = "95% CI")
+    plt.xlabel("Iteration")
+    plt.ylabel("Best Surrogate-Predicted Objective")
+    plt.title(f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})")
+    plt.grid(True)
+    plt.legend() 
+    plt.savefig(f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.png",dpi=300)
+    plt.show()
+
+
+
+# Read data from the csv file.
+X_raw_data = pd.read_csv('Xdata_study_scaleup_0_4vvm_3000W.csv')
+y_raw_data = pd.read_csv('ydata_study_scaleup_0_4vvm_3000W.csv')
+
+X = X_raw_data.values
+y = y_raw_data.iloc[:,:-1].values 
+y = y*-1
+
+# The function will build, tune, and optimize the surrogate model and postprocess the results.
+run_optimization(X,y,model_type="rbf",max_spargers = 8, n_runs = 10,max_iters = 1000, bootstrap_size=100)
\ No newline at end of file
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HcmV?d00001

diff --git a/bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv b/bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv
new file mode 100644
index 00000000..e224b58a
--- /dev/null
+++ b/bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv
@@ -0,0 +1,185 @@
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From b74c87098aa2acbc6554e6e68f0e5f404e53f3bd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 10:07:05 -0600
Subject: [PATCH 042/275] fix format

---
 bird/postprocess/SA_optimization/README.md    |   2 +-
 bird/postprocess/SA_optimization/get_csv.py   |  23 +-
 .../SA_optimization/get_optimal.py            | 324 +++++++++++-------
 .../get_optimal_with_constraint.py            | 322 ++++++++++-------
 4 files changed, 416 insertions(+), 255 deletions(-)

diff --git a/bird/postprocess/SA_optimization/README.md b/bird/postprocess/SA_optimization/README.md
index 37309e9b..3d79d9db 100644
--- a/bird/postprocess/SA_optimization/README.md
+++ b/bird/postprocess/SA_optimization/README.md
@@ -24,7 +24,7 @@ The SA optimizer operates on discrete feature values (0,1,2) with an option to r
             - max_spargers: maximum number of spargers (only in 'get_optimal_with_constraints.py') (default = 8)
             - n_runs: number of bootstrap runs (default = 10)
             - max_iters: maximum number of iterations of SA (default = 1000)
-            - bootstrap_size: sample size of each boostrap (default = 100)
+            - bootstrap_size: sample size of each bootstrap (default = 100)
         - For each bootstrap run, the model hyperparameters are tuned using 5-fold cross validation. 
         - The simulated_annealing_surrogate(...) function runs the optimization:
             - If SA is too slow or fails to converge, you can change the following parameters:
diff --git a/bird/postprocess/SA_optimization/get_csv.py b/bird/postprocess/SA_optimization/get_csv.py
index cc76fc14..02dd1191 100644
--- a/bird/postprocess/SA_optimization/get_csv.py
+++ b/bird/postprocess/SA_optimization/get_csv.py
@@ -1,7 +1,9 @@
-import pickle5 as pkl
+import csv
 import os
+
 import numpy as np
-import csv
+import pickle5 as pkl
+
 
 def get_config_result(config_fold):
     with open(os.path.join(config_fold, "results.pkl"), "rb") as f:
@@ -11,28 +13,27 @@ def get_config_result(config_fold):
     Xdata = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], np.int64)
     count = 0
     # Save data into CSV files
-    xfname = "Xdata_"+config_fold+".csv" 
-    yfname = "ydata_"+config_fold+".csv" 
-    with open(xfname,'w',newline='') as csvfile:
+    xfname = "Xdata_" + config_fold + ".csv"
+    yfname = "ydata_" + config_fold + ".csv"
+    with open(xfname, "w", newline="") as csvfile:
         writer = csv.writer(csvfile)
         for sims in results:
             b0 = configs[sims][0]
             b1 = configs[sims][1]
             b2 = configs[sims][2]
-            raw_data = np.concatenate((b0,b1,b2), axis = None)
+            raw_data = np.concatenate((b0, b1, b2), axis=None)
             writer.writerow(raw_data)
 
-    with open(yfname,'w',newline='') as csvfile:
+    with open(yfname, "w", newline="") as csvfile:
         writer = csv.writer(csvfile)
         for sims in results:
             q0 = results[sims]["qoi"]
             q1 = results[sims]["qoi_err"]
-            y_data = np.concatenate((q0,q1), axis = None)
+            y_data = np.concatenate((q0, q1), axis=None)
             writer.writerow(y_data)
 
-studies = { 
-           "study_scaleup_0_4vvm_3000W" : r"0.0036$m^3$ 0.4vvm 0W"
-         }
+
+studies = {"study_scaleup_0_4vvm_3000W": r"0.0036$m^3$ 0.4vvm 0W"}
 
 
 for study in studies:
diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
index ca960fd8..43c86bbb 100644
--- a/bird/postprocess/SA_optimization/get_optimal.py
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -1,79 +1,109 @@
-import numpy as np 
+import random
+import warnings
+
+import matplotlib.pyplot as plt
+import numpy as np
+import optuna
 import pandas as pd
-import random 
-import optuna 
+from scipy.interpolate import RBFInterpolator
 from sklearn.ensemble import RandomForestRegressor
-from sklearn.preprocessing import OneHotEncoder
-from sklearn.model_selection import KFold, cross_val_score
 from sklearn.metrics import mean_squared_error
-from scipy.interpolate import RBFInterpolator
-from tensorflow.keras.models import Sequential 
-from tensorflow.keras.layers import Dense 
-import matplotlib.pyplot as plt
-import warnings
+from sklearn.model_selection import KFold, cross_val_score
+from sklearn.preprocessing import OneHotEncoder
+from tensorflow.keras.layers import Dense
+from tensorflow.keras.models import Sequential
 
 warningsl.filterwarnings("ignore")
 
-def tune_rbf(X,y):
+
+def tune_rbf(X, y):
     # Tune the RBFInterpolator
     # kernel - "multiquadric" (Can try other kernels)
     def objective(trial):
-        epsilon = trial.suggest_float("epsilon",0.1,10.0, log=False)
+        epsilon = trial.suggest_float("epsilon", 0.1, 10.0, log=False)
         try:
-            kf = KFold(n_splits=5,shuffle=True,random_state=42)
-            return np.mean([
-                mean_squared_error(
-                    y[test],
-                    RBFInterpolator(X[train],y[train],epsilon=epsilon,kernel="multiquadric")(X[test])
-                )
-                for train, test in kf.split(X)
-            ])
+            kf = KFold(n_splits=5, shuffle=True, random_state=42)
+            return np.mean(
+                [
+                    mean_squared_error(
+                        y[test],
+                        RBFInterpolator(
+                            X[train],
+                            y[train],
+                            epsilon=epsilon,
+                            kernel="multiquadric",
+                        )(X[test]),
+                    )
+                    for train, test in kf.split(X)
+                ]
+            )
         except:
             return float("inf")
+
     study = optuna.create_study(direction="minimize")
-    study.optimize(objective,n_trials=20)
+    study.optimize(objective, n_trials=20)
     return study.best_params
 
-def tune_rf(X,y):
+
+def tune_rf(X, y):
     # Tune the Random Forest
     def objective(trial):
         model = RandomForestRegressor(
-            n_estimators=trial.suggest_int("n_estimators",50,200),
-            max_depth = trial.suggest_int("max_depth",3,10),
-            min_samples_leaf = trial.suggest_int("min_samples_leaf",1,10),
-            random_state = 42
+            n_estimators=trial.suggest_int("n_estimators", 50, 200),
+            max_depth=trial.suggest_int("max_depth", 3, 10),
+            min_samples_leaf=trial.suggest_int("min_samples_leaf", 1, 10),
+            random_state=42,
+        )
+        scores = cross_val_score(
+            model, X, y, cv=5, scoring="neg_mean_squared_error"
         )
-        scores = cross_val_score(model, X, y, cv=5, scoring='neg_mean_squared_error')
         return -np.mean(scores)
+
     study = optuna.create_study(direction="minimize")
-    study.optimize(objective,n_trials=20)
+    study.optimize(objective, n_trials=20)
     return study.best_params
 
-def tune_nn(X_encoded,y):
+
+def tune_nn(X_encoded, y):
     # Tune the Neural Network
     def objective(trial):
-        units = trial.suggest_int("n_units",16,128)
-        layers = trial.suggest_int("n_layers",1,3)
-        kf = KFold(n_splits=5,shuffle=True,random_state=42)
-        mses=[]
+        units = trial.suggest_int("n_units", 16, 128)
+        layers = trial.suggest_int("n_layers", 1, 3)
+        kf = KFold(n_splits=5, shuffle=True, random_state=42)
+        mses = []
         for train, test in kf.split(X_encoded):
             model = Sequential()
-            model.add(Dense(units, activation='relu', input_shape=(X_encoded.shape[1],)))
-            for _ in range(layers-1):
-                model.add(Dense(units,activation='relu'))
+            model.add(
+                Dense(
+                    units, activation="relu", input_shape=(X_encoded.shape[1],)
+                )
+            )
+            for _ in range(layers - 1):
+                model.add(Dense(units, activation="relu"))
             model.add(Dense(1))
-            model.compile(optimizer='adam',loss='mse')
-            model.fit(X_encoded[train],y[train],epochs=100,batch_size=16,verbose=0)
-            mses.append(mean_squared_error(y[test],model.predict(X_encoded[test]).flatten()))
+            model.compile(optimizer="adam", loss="mse")
+            model.fit(
+                X_encoded[train],
+                y[train],
+                epochs=100,
+                batch_size=16,
+                verbose=0,
+            )
+            mses.append(
+                mean_squared_error(
+                    y[test], model.predict(X_encoded[test]).flatten()
+                )
+            )
         return np.mean(mses)
+
     study = optuna.create_study(direction="minimize")
     study.optimize(objective, n_trials=20)
-    return study.best_params 
+    return study.best_params
 
 
 class Surrogatewrapper:
     # Wrapper that builds the surrogate model and predicts the QOI value for given X
-    def __init__(self,model_type,X,y,params):
+    def __init__(self, model_type, X, y, params):
         # Inputs:
         # model_type = 'rbf' for RBFInterpolator
         #            = 'rf' for Random Forest
@@ -81,51 +111,57 @@ def __init__(self,model_type,X,y,params):
         # X,y = the raw data
         # params = tune parameter of the surrogate model
 
-        self.model_type = model_type 
-        self.encoder = None 
+        self.model_type = model_type
+        self.encoder = None
 
-        if model_type == 'rbf':
-            self.model = RBFInterpolator(X,y,kernel='multiquadric',epsilon=params["epsilon"])
-        elif model_type == 'rf':
+        if model_type == "rbf":
+            self.model = RBFInterpolator(
+                X, y, kernel="multiquadric", epsilon=params["epsilon"]
+            )
+        elif model_type == "rf":
             self.model = RandomForestRegressor(**params, random_state=42)
-            self.model.fit(X,y)
-        elif model_type == 'nn':
+            self.model.fit(X, y)
+        elif model_type == "nn":
             self.encoder = OneHotEncoder(sparse_output=False)
             X_encoded = self.encoder.fit_transform(X)
-            self.model = self._build_nn(X_encoded.shape[1],params["n_units"],params["n_layers"])
-            self.model.fit(X_encoded,y,epochs=100,batch_size=16,verbose=0)
+            self.model = self._build_nn(
+                X_encoded.shape[1], params["n_units"], params["n_layers"]
+            )
+            self.model.fit(X_encoded, y, epochs=100, batch_size=16, verbose=0)
 
-
-    def _build_nn(self,input_dim, units, layers):
+    def _build_nn(self, input_dim, units, layers):
         # Builds the neural network
         model = Sequential()
-        model.add(Dense(units, activation='relu',input_shape=(input_dim,)))
-        for _ in range(layers-1):
-            model.add(Dense(units,activation='relu'))
+        model.add(Dense(units, activation="relu", input_shape=(input_dim,)))
+        for _ in range(layers - 1):
+            model.add(Dense(units, activation="relu"))
         model.add(Dense(1))
-        model.compile(optimizer='adam', loss='mse')
-        return model 
-    
-    def predict(self,X):
-        X = X.reshape(1,-1)
-        if self.model_type == 'nn':
+        model.compile(optimizer="adam", loss="mse")
+        return model
+
+    def predict(self, X):
+        X = X.reshape(1, -1)
+        if self.model_type == "nn":
             X = self.encoder.transform(X)
             return float(self.model.predict(X)[0])
-        elif self.model_type == 'rf':
+        elif self.model_type == "rf":
             return float(self.model.predict(X)[0])
         else:
             return float(self.model(X)[0])
-    
-def simulated_annealing_surrogate(surrogate,dim=12,max_iters=1000,temp=10.0,alpha=0.95):
-    # Runs the Simulated Annealing (SA) and reports the resuts
+
+
+def simulated_annealing_surrogate(
+    surrogate, dim=12, max_iters=1000, temp=10.0, alpha=0.95
+):
+    # Runs the Simulated Annealing (SA) and reports the results
     # Inputs:
-    # surrogate = tuned surrogate model 
+    # surrogate = tuned surrogate model
     # dim = dimension of the problem
     # max_iters = maximum number of iterations for SA
     # temp = parameter of Simulated Annealing (can be changes for tuned for other problems)
     #      = max temperature. It controls the exploration rate of SA
     # alpha = parameter of Simulated Annealing (can be changes for tuned for other problems)
-    #       = cooling rate. It determines how quickly temp decays. 
+    #       = cooling rate. It determines how quickly temp decays.
 
     # Outputs:
     # x_best = optimal solution
@@ -134,37 +170,40 @@ def simulated_annealing_surrogate(surrogate,dim=12,max_iters=1000,temp=10.0,alph
     # trace_x = tracks how X changes during each iteration.
 
     # generate random starting point
-    x_curr = np.random.randint(0,3,size=dim) 
-    
+    x_curr = np.random.randint(0, 3, size=dim)
+
     y_curr = surrogate.predict(x_curr)
-    x_best, y_best = x_curr.copy(), y_curr 
+    x_best, y_best = x_curr.copy(), y_curr
 
-    trace = [(0,y_best)]
+    trace = [(0, y_best)]
     trace_x = [x_curr.copy()]
 
     for i in range(max_iters):
         # Optimization loop
-        
+
         x_new = x_curr.copy()
-        idx = random.randint(0,dim-1)
+        idx = random.randint(0, dim - 1)
         # perturb a random dimension to get new x
-        x_new[idx] = (x_new[idx] + random.choice([-1,1])) % 3
+        x_new[idx] = (x_new[idx] + random.choice([-1, 1])) % 3
         y_new = surrogate.predict(x_new)
 
         delta = y_new - y_curr
         if delta < 0 or np.random.rand() < np.exp(-delta / temp):
-            x_curr, y_curr = x_new, y_new 
+            x_curr, y_curr = x_new, y_new
             if y_curr < y_best:
-                x_best, y_best = x_new.copy(), y_new 
-        
-        trace.append((i,y_best))
+                x_best, y_best = x_new.copy(), y_new
+
+        trace.append((i, y_best))
         trace_x.append(x_curr.copy())
-        temp *= alpha 
-    
+        temp *= alpha
+
     return x_best, y_best, trace, trace_x
 
-def run_optimization(X,y,model_type = 'rbf',n_runs=10,max_iters = 1000, bootstrap_size=100):
-    # Bootstraps data, runs optimization and postprocesses the resutls.
+
+def run_optimization(
+    X, y, model_type="rbf", n_runs=10, max_iters=1000, bootstrap_size=100
+):
+    # Bootstraps data, runs optimization and postprocesses the results.
     # Inputs:
     # X,y = the raw data
     # model_type = 'rbf' for RBFInterpolator
@@ -180,31 +219,36 @@ def run_optimization(X,y,model_type = 'rbf',n_runs=10,max_iters = 1000, bootstra
     all_trace_x = []
     rng = np.random.default_rng(42)
     # Bootstrap the data
-    bootstrap_idxs = [rng.choice(len(X), size = bootstrap_size, replace = False) for _ in range(n_runs)]
+    bootstrap_idxs = [
+        rng.choice(len(X), size=bootstrap_size, replace=False)
+        for _ in range(n_runs)
+    ]
 
     i = 0
     for idxs in bootstrap_idxs:
         # Tune the model for each bootstrap
         X_sub, y_sub = X[idxs], y[idxs]
         if model_type == "rbf":
-            params = tune_rbf(X_sub,y_sub)
+            params = tune_rbf(X_sub, y_sub)
         elif model_type == "rf":
-            params = tune_rf(X_sub,y_sub)
+            params = tune_rf(X_sub, y_sub)
         elif model_type == "nn":
             encoder = OneHotEncoder(sparse_output=False)
             X_encoded = encoder.fit_transform(X_sub)
-            params = tune_nn(X_encoded,y_sub)
+            params = tune_nn(X_encoded, y_sub)
         else:
             raise ValueError("Invalid model_type")
 
         # build the surrogate model
-        surrogate = Surrogatewrapper(model_type,X_sub,y_sub,params) 
+        surrogate = Surrogatewrapper(model_type, X_sub, y_sub, params)
 
         # run optimization
-        x_best, y_best, trace, trace_x = simulated_annealing_surrogate(surrogate, dim=X.shape[1], max_iters=max_iters)
-        
+        x_best, y_best, trace, trace_x = simulated_annealing_surrogate(
+            surrogate, dim=X.shape[1], max_iters=max_iters
+        )
+
         trace_y = [y for _, y in trace]
-        all_traces[i,:] = trace_y
+        all_traces[i, :] = trace_y
         all_x.append(x_best)
         all_y.append(y_best)
         all_trace_x.append(trace_x)
@@ -214,69 +258,101 @@ def run_optimization(X,y,model_type = 'rbf',n_runs=10,max_iters = 1000, bootstra
     best_index = np.argmin(all_y)
     best_x = all_x[best_index]
     best_y = all_y[best_index]
-    # Save the best solution 
-    df = pd.DataFrame([{
-        **{f"x{i}": best_x[i] for i in range(len(best_x))},
-        "best_y": best_y
-    }])
-    df.to_csv(f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}.csv", index=False)
-
+    # Save the best solution
+    df = pd.DataFrame(
+        [
+            {
+                **{f"x{i}": best_x[i] for i in range(len(best_x))},
+                "best_y": best_y,
+            }
+        ]
+    )
+    df.to_csv(
+        f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}.csv",
+        index=False,
+    )
 
     # Make the mean-CI plot for the objective function and save it
-    mean_trace = np.mean(-1*all_traces,axis=0)
-    std_trace = np.std(all_traces,axis=0)
-    lower_bound = mean_trace - 1.96* std_trace / np.sqrt(n_runs)
-    upper_bound = mean_trace + 1.96* std_trace / np.sqrt(n_runs)
+    mean_trace = np.mean(-1 * all_traces, axis=0)
+    std_trace = np.std(all_traces, axis=0)
+    lower_bound = mean_trace - 1.96 * std_trace / np.sqrt(n_runs)
+    upper_bound = mean_trace + 1.96 * std_trace / np.sqrt(n_runs)
     iterations = np.arange(max_iters + 1)
 
-    plt.figure(figsize=(8,4))
-    plt.plot(iterations,mean_trace,label=f"Mean Convergence {model_type.upper()}", color = "blue")
-    plt.fill_between(iterations, lower_bound, upper_bound, color = "blue", alpha = 0.3, label = "95% CI")
+    plt.figure(figsize=(8, 4))
+    plt.plot(
+        iterations,
+        mean_trace,
+        label=f"Mean Convergence {model_type.upper()}",
+        color="blue",
+    )
+    plt.fill_between(
+        iterations,
+        lower_bound,
+        upper_bound,
+        color="blue",
+        alpha=0.3,
+        label="95% CI",
+    )
     plt.xlabel("Iteration")
     plt.ylabel("Best Surrogate-Predicted Objective")
-    plt.title(f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})")
+    plt.title(
+        f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})"
+    )
     plt.grid(True)
-    plt.legend() 
-    plt.savefig(f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.png",dpi=300)
+    plt.legend()
+    plt.savefig(
+        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.png",
+        dpi=300,
+    )
     plt.show()
 
     # Compute the distance of intermediate x from the optimal solution
-    optimal_x = np.ones(X.shape[1],dtype=int)
+    optimal_x = np.ones(X.shape[1], dtype=int)
     l1_traces = []
     for t in all_trace_x:
         distances = [np.sum(np.abs(np.array(x) - optimal_x)) for x in t]
         l1_traces.append(distances)
-    
-    ''' compute and make the mean-CI plot for the distance between the intermdeiate   
-    solution and the optimal solution '''
+
+    """ compute and make the mean-CI plot for the distance between the intermdeiate   
+    solution and the optimal solution """
     l1_traces = np.array(l1_traces)
-    mean_l1 = np.mean(l1_traces,axis=0)
-    std_l1 = np.std(l1_traces,axis=0)
+    mean_l1 = np.mean(l1_traces, axis=0)
+    std_l1 = np.std(l1_traces, axis=0)
     lower = mean_l1 - 1.96 * std_l1 / np.sqrt(len(trace_x))
     upper = mean_l1 + 1.96 * std_l1 / np.sqrt(len(trace_x))
     iterations = np.arange(len(mean_l1))
-    plt.figure(figsize=(8,4))
-    plt.plot(iterations,mean_l1,label="Mean L1 Distance from Optimal",color = "darkred")
-    plt.fill_between(iterations,lower,upper,alpha=0.3,color="darkred", label="95% CI")
+    plt.figure(figsize=(8, 4))
+    plt.plot(
+        iterations,
+        mean_l1,
+        label="Mean L1 Distance from Optimal",
+        color="darkred",
+    )
+    plt.fill_between(
+        iterations, lower, upper, alpha=0.3, color="darkred", label="95% CI"
+    )
     plt.xlabel("Iteration")
     plt.ylabel("L1 Distance from Optimal")
     plt.title("Convergence Toward Optimal Solution (L1 Norm)")
     plt.grid(True)
     plt.legend()
     plt.tight_layout()
-    plt.savefig(f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.png",dpi=300)
+    plt.savefig(
+        f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.png", dpi=300
+    )
     plt.show()
 
 
-
-
 # Read data from the csv file.
-X_raw_data = pd.read_csv('Xdata_study_scaleup_0_4vvm_3000W.csv')
-y_raw_data = pd.read_csv('ydata_study_scaleup_0_4vvm_3000W.csv')
+X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
+y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
 
 X = X_raw_data.values
-y = y_raw_data.iloc[:,:-1].values 
-y = y*-1 
+y = y_raw_data.iloc[:, :-1].values
+y = y * -1
 
 # The function will build, tune, and optimize the surrogate model and postprocess the results.
-run_optimization(X,y,model_type="rbf",n_runs = 10,max_iters = 1000, bootstrap_size=150)
\ No newline at end of file
+run_optimization(
+    X, y, model_type="rbf", n_runs=10, max_iters=1000, bootstrap_size=150
+)
diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
index 03279036..b3371e41 100644
--- a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -1,129 +1,165 @@
-import numpy as np 
+import random
+
+import matplotlib.pyplot as plt
+import numpy as np
+import optuna
 import pandas as pd
-import random 
-import optuna 
+from scipy.interpolate import RBFInterpolator
 from sklearn.ensemble import RandomForestRegressor
-from sklearn.preprocessing import OneHotEncoder
-from sklearn.model_selection import KFold, cross_val_score
 from sklearn.metrics import mean_squared_error
-from scipy.interpolate import RBFInterpolator
-from tensorflow.keras.models import Sequential 
-from tensorflow.keras.layers import Dense 
-import matplotlib.pyplot as plt
+from sklearn.model_selection import KFold, cross_val_score
+from sklearn.preprocessing import OneHotEncoder
+from tensorflow.keras.layers import Dense
+from tensorflow.keras.models import Sequential
 
-def tune_rbf(X,y):
+
+def tune_rbf(X, y):
     def objective(trial):
         # Tune the RBFInterpolator
         # kernel - "multiquadric" (Can try other kernels)
-        epsilon = trial.suggest_float("epsilon",0.1,10.0, log=False)
+        epsilon = trial.suggest_float("epsilon", 0.1, 10.0, log=False)
         try:
-            kf = KFold(n_splits=5,shuffle=True,random_state=42)
-            return np.mean([
-                mean_squared_error(
-                    y[test],
-                    RBFInterpolator(X[train],y[train],epsilon=epsilon,kernel="multiquadric")(X[test])
-                )
-                for train, test in kf.split(X)
-            ])
+            kf = KFold(n_splits=5, shuffle=True, random_state=42)
+            return np.mean(
+                [
+                    mean_squared_error(
+                        y[test],
+                        RBFInterpolator(
+                            X[train],
+                            y[train],
+                            epsilon=epsilon,
+                            kernel="multiquadric",
+                        )(X[test]),
+                    )
+                    for train, test in kf.split(X)
+                ]
+            )
         except:
             return float("inf")
+
     study = optuna.create_study(direction="minimize")
-    study.optimize(objective,n_trials=20)
+    study.optimize(objective, n_trials=20)
     return study.best_params
 
-def tune_rf(X,y):
+
+def tune_rf(X, y):
     # Tune the Random Forest
     def objective(trial):
         model = RandomForestRegressor(
-            n_estimators=trial.suggest_int("n_estimators",50,200),
-            max_depth = trial.suggest_int("max_depth",3,10),
-            min_samples_leaf = trial.suggest_int("min_samples_leaf",1,10),
-            random_state = 42
+            n_estimators=trial.suggest_int("n_estimators", 50, 200),
+            max_depth=trial.suggest_int("max_depth", 3, 10),
+            min_samples_leaf=trial.suggest_int("min_samples_leaf", 1, 10),
+            random_state=42,
+        )
+        scores = cross_val_score(
+            model, X, y, cv=5, scoring="neg_mean_squared_error"
         )
-        scores = cross_val_score(model, X, y, cv=5, scoring='neg_mean_squared_error')
         return -np.mean(scores)
+
     study = optuna.create_study(direction="minimize")
-    study.optimize(objective,n_trials=20)
+    study.optimize(objective, n_trials=20)
     return study.best_params
 
-def tune_nn(X_encoded,y):
+
+def tune_nn(X_encoded, y):
     # Tune the Neural Network
     def objective(trial):
-        units = trial.suggest_int("n_units",16,128)
-        layers = trial.suggest_int("n_layers",1,3)
-        kf = KFold(n_splits=5,shuffle=True,random_state=42)
-        mses=[]
+        units = trial.suggest_int("n_units", 16, 128)
+        layers = trial.suggest_int("n_layers", 1, 3)
+        kf = KFold(n_splits=5, shuffle=True, random_state=42)
+        mses = []
         for train, test in kf.split(X_encoded):
             model = Sequential()
-            model.add(Dense(units, activation='relu', input_shape=(X_encoded.shape[1],)))
-            for _ in range(layers-1):
-                model.add(Dense(units,activation='relu'))
+            model.add(
+                Dense(
+                    units, activation="relu", input_shape=(X_encoded.shape[1],)
+                )
+            )
+            for _ in range(layers - 1):
+                model.add(Dense(units, activation="relu"))
             model.add(Dense(1))
-            model.compile(optimizer='adam',loss='mse')
-            model.fit(X_encoded[train],y[train],epochs=100,batch_size=16,verbose=0)
-            mses.append(mean_squared_error(y[test],model.predict(X_encoded[test]).flatten()))
+            model.compile(optimizer="adam", loss="mse")
+            model.fit(
+                X_encoded[train],
+                y[train],
+                epochs=100,
+                batch_size=16,
+                verbose=0,
+            )
+            mses.append(
+                mean_squared_error(
+                    y[test], model.predict(X_encoded[test]).flatten()
+                )
+            )
         return np.mean(mses)
+
     study = optuna.create_study(direction="minimize")
     study.optimize(objective, n_trials=20)
-    return study.best_params 
+    return study.best_params
 
 
 class Surrogatewrapper:
     # Wrapper that builds the surrogate model and predicts the QOI value for given X
-    def __init__(self,model_type,X,y,params):
+    def __init__(self, model_type, X, y, params):
         # Inputs:
         # model_type = 'rbf' for RBFInterpolator
         #            = 'rf' for Random Forest
         #            = 'nn' for Neural Network
         # X,y = the raw data
         # params = tune parameter of the surrogate model
-        
-        self.model_type = model_type 
-        self.encoder = None 
 
-        if model_type == 'rbf':
-            self.model = RBFInterpolator(X,y,kernel='multiquadric',epsilon=params["epsilon"])
-        elif model_type == 'rf':
+        self.model_type = model_type
+        self.encoder = None
+
+        if model_type == "rbf":
+            self.model = RBFInterpolator(
+                X, y, kernel="multiquadric", epsilon=params["epsilon"]
+            )
+        elif model_type == "rf":
             self.model = RandomForestRegressor(**params, random_state=42)
-            self.model.fit(X,y)
-        elif model_type == 'nn':
+            self.model.fit(X, y)
+        elif model_type == "nn":
             self.encoder = OneHotEncoder(sparse_output=False)
             X_encoded = self.encoder.fit_transform(X)
-            self.model = self._build_nn(X_encoded.shape[1],params["n_units"],params["n_layers"])
-            self.model.fit(X_encoded,y,epochs=100,batch_size=16,verbose=0)
+            self.model = self._build_nn(
+                X_encoded.shape[1], params["n_units"], params["n_layers"]
+            )
+            self.model.fit(X_encoded, y, epochs=100, batch_size=16, verbose=0)
 
-
-    def _build_nn(self,input_dim, units, layers):
+    def _build_nn(self, input_dim, units, layers):
         # Builds the neural network
         model = Sequential()
-        model.add(Dense(units, activation='relu',input_shape=(input_dim,)))
-        for _ in range(layers-1):
-            model.add(Dense(units,activation='relu'))
+        model.add(Dense(units, activation="relu", input_shape=(input_dim,)))
+        for _ in range(layers - 1):
+            model.add(Dense(units, activation="relu"))
         model.add(Dense(1))
-        model.compile(optimizer='adam', loss='mse')
-        return model 
-    
-    def predict(self,X):
-        X = X.reshape(1,-1)
-        if self.model_type == 'nn':
+        model.compile(optimizer="adam", loss="mse")
+        return model
+
+    def predict(self, X):
+        X = X.reshape(1, -1)
+        if self.model_type == "nn":
             X = self.encoder.transform(X)
             return float(self.model.predict(X)[0])
-        elif self.model_type == 'rf':
+        elif self.model_type == "rf":
             return float(self.model.predict(X)[0])
         else:
             return float(self.model(X)[0])
-    
-def simulated_annealing_surrogate(surrogate,dim=12,max_iters=1000,max_spargers=8,temp=10.0,alpha=0.95):
-    # Runs the Simulated Annealing (SA) and reports the resuts
+
+
+def simulated_annealing_surrogate(
+    surrogate, dim=12, max_iters=1000, max_spargers=8, temp=10.0, alpha=0.95
+):
+    # Runs the Simulated Annealing (SA) and reports the results
     # Inputs:
-    # surrogate = tuned surrogate model 
+    # surrogate = tuned surrogate model
     # dim = dimension of the problem
     # max_spargers = maximum number of spargers allowed
     # max_iters = maximum number of iterations for SA
     # temp = parameter of Simulated Annealing (can be changes for tuned for other problems)
     #      = max temperature. It controls the exploration rate of SA
     # alpha = parameter of Simulated Annealing (can be changes for tuned for other problems)
-    #       = cooling rate. It determines how quickly temp decays. 
+    #       = cooling rate. It determines how quickly temp decays.
 
     # Outputs:
     # x_best = optimal solution
@@ -133,47 +169,56 @@ def simulated_annealing_surrogate(surrogate,dim=12,max_iters=1000,max_spargers=8
 
     def is_valid(x):
         # Checks if the number of spargers <= max_spargers
-        return np.sum(x== 1) <= max_spargers
-    
+        return np.sum(x == 1) <= max_spargers
+
     while True:
         # generate random starting point
-        x_curr = np.random.randint(0,3,size=dim)
+        x_curr = np.random.randint(0, 3, size=dim)
         if is_valid(x_curr):
             break
 
     y_curr = surrogate.predict(x_curr)
-    x_best, y_best = x_curr.copy(), y_curr 
+    x_best, y_best = x_curr.copy(), y_curr
 
-    trace = [(0,y_best)]
+    trace = [(0, y_best)]
 
     for i in range(max_iters):
         # Optimization loop
-        
+
         x_new = x_curr.copy()
-        idx = random.randint(0,dim-1)
+        idx = random.randint(0, dim - 1)
         # perturb a random dimension to get new x
-        x_new[idx] = (x_new[idx] + random.choice([-1,1])) % 3
-        
+        x_new[idx] = (x_new[idx] + random.choice([-1, 1])) % 3
+
         if not is_valid(x_new):
-            trace.append((i,y_best))
+            trace.append((i, y_best))
             temp *= alpha
             continue
-        
+
         y_new = surrogate.predict(x_new)
 
         delta = y_new - y_curr
         if delta < 0 or np.random.rand() < np.exp(-delta / temp):
-            x_curr, y_curr = x_new, y_new 
+            x_curr, y_curr = x_new, y_new
             if y_curr < y_best:
-                x_best, y_best = x_new.copy(), y_new 
-        
-        trace.append((i,y_best))
-        temp *= alpha 
-    
+                x_best, y_best = x_new.copy(), y_new
+
+        trace.append((i, y_best))
+        temp *= alpha
+
     return x_best, y_best, trace
 
-def run_optimization(X,y,model_type = 'rbf',max_spargers = 8,n_runs=10,max_iters = 1000, bootstrap_size=100):
-    # Bootstraps data, runs optimization and postprocesses the resutls.
+
+def run_optimization(
+    X,
+    y,
+    model_type="rbf",
+    max_spargers=8,
+    n_runs=10,
+    max_iters=1000,
+    bootstrap_size=100,
+):
+    # Bootstraps data, runs optimization and postprocesses the results.
     # Inputs:
     # X,y = the raw data
     # model_type = 'rbf' for RBFInterpolator
@@ -185,34 +230,42 @@ def run_optimization(X,y,model_type = 'rbf',max_spargers = 8,n_runs=10,max_iters
 
     all_x = []
     all_y = []
-    all_traces = np.zeros((n_runs, max_iters + 1))    
+    all_traces = np.zeros((n_runs, max_iters + 1))
     rng = np.random.default_rng(42)
     # Bootstrap the data
-    bootstrap_idxs = [rng.choice(len(X), size = bootstrap_size, replace = False) for _ in range(n_runs)]
-    
+    bootstrap_idxs = [
+        rng.choice(len(X), size=bootstrap_size, replace=False)
+        for _ in range(n_runs)
+    ]
+
     i = 0
     for idxs in bootstrap_idxs:
         # Tune the model for each bootstrap
         X_sub, y_sub = X[idxs], y[idxs]
         if model_type == "rbf":
-            params = tune_rbf(X_sub,y_sub)
+            params = tune_rbf(X_sub, y_sub)
         elif model_type == "rf":
-            params = tune_rf(X_sub,y_sub)
+            params = tune_rf(X_sub, y_sub)
         elif model_type == "nn":
             encoder = OneHotEncoder(sparse_output=False)
             X_encoded = encoder.fit_transform(X_sub)
-            params = tune_nn(X_encoded,y_sub)
+            params = tune_nn(X_encoded, y_sub)
         else:
             raise ValueError("Invalid model_type")
 
         # build the surrogate model
-        surrogate = Surrogatewrapper(model_type,X_sub,y_sub,params) 
+        surrogate = Surrogatewrapper(model_type, X_sub, y_sub, params)
 
         # run optimization
-        x_best, y_best, trace = simulated_annealing_surrogate(surrogate, dim=X.shape[1], max_iters=max_iters, max_spargers=max_spargers)
-        
+        x_best, y_best, trace = simulated_annealing_surrogate(
+            surrogate,
+            dim=X.shape[1],
+            max_iters=max_iters,
+            max_spargers=max_spargers,
+        )
+
         trace_y = [y for _, y in trace]
-        all_traces[i,:] = trace_y
+        all_traces[i, :] = trace_y
         all_x.append(x_best)
         all_y.append(y_best)
         i = i + 1
@@ -221,43 +274,74 @@ def run_optimization(X,y,model_type = 'rbf',max_spargers = 8,n_runs=10,max_iters
     best_index = np.argmin(all_y)
     best_x = all_x[best_index]
     best_y = all_y[best_index]
-    # Save the best solution 
-    df = pd.DataFrame([{
-        **{f"x{i}": best_x[i] for i in range(len(best_x))},
-        "best_y": best_y
-    }])
-    df.to_csv(f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.csv", index=False)
+    # Save the best solution
+    df = pd.DataFrame(
+        [
+            {
+                **{f"x{i}": best_x[i] for i in range(len(best_x))},
+                "best_y": best_y,
+            }
+        ]
+    )
+    df.to_csv(
+        f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.csv",
+        index=False,
+    )
 
     print("X = ", x_best)
-    print("surrogate-predicted y",y_best)
+    print("surrogate-predicted y", y_best)
 
     # Make the mean-CI plot for the objective function and save it
-    mean_trace = np.mean(-1*all_traces,axis=0)
-    std_trace = np.std(all_traces,axis=0)
-    lower_bound = mean_trace - 1.96* std_trace / np.sqrt(n_runs)
-    upper_bound = mean_trace + 1.96* std_trace / np.sqrt(n_runs)
+    mean_trace = np.mean(-1 * all_traces, axis=0)
+    std_trace = np.std(all_traces, axis=0)
+    lower_bound = mean_trace - 1.96 * std_trace / np.sqrt(n_runs)
+    upper_bound = mean_trace + 1.96 * std_trace / np.sqrt(n_runs)
     iterations = np.arange(max_iters + 1)
 
-    plt.figure(figsize=(8,4))
-    plt.plot(iterations,mean_trace,label=f"Mean Convergence {model_type.upper()}", color = "blue")
-    plt.fill_between(iterations, lower_bound, upper_bound, color = "blue", alpha = 0.3, label = "95% CI")
+    plt.figure(figsize=(8, 4))
+    plt.plot(
+        iterations,
+        mean_trace,
+        label=f"Mean Convergence {model_type.upper()}",
+        color="blue",
+    )
+    plt.fill_between(
+        iterations,
+        lower_bound,
+        upper_bound,
+        color="blue",
+        alpha=0.3,
+        label="95% CI",
+    )
     plt.xlabel("Iteration")
     plt.ylabel("Best Surrogate-Predicted Objective")
-    plt.title(f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})")
+    plt.title(
+        f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})"
+    )
     plt.grid(True)
-    plt.legend() 
-    plt.savefig(f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.png",dpi=300)
+    plt.legend()
+    plt.savefig(
+        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.png",
+        dpi=300,
+    )
     plt.show()
 
 
-
 # Read data from the csv file.
-X_raw_data = pd.read_csv('Xdata_study_scaleup_0_4vvm_3000W.csv')
-y_raw_data = pd.read_csv('ydata_study_scaleup_0_4vvm_3000W.csv')
+X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
+y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
 
 X = X_raw_data.values
-y = y_raw_data.iloc[:,:-1].values 
-y = y*-1
+y = y_raw_data.iloc[:, :-1].values
+y = y * -1
 
 # The function will build, tune, and optimize the surrogate model and postprocess the results.
-run_optimization(X,y,model_type="rbf",max_spargers = 8, n_runs = 10,max_iters = 1000, bootstrap_size=100)
\ No newline at end of file
+run_optimization(
+    X,
+    y,
+    model_type="rbf",
+    max_spargers=8,
+    n_runs=10,
+    max_iters=1000,
+    bootstrap_size=100,
+)

From e1382f6b81cd332547646583079c1f52eb2f026e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 10:14:31 -0600
Subject: [PATCH 043/275] fix typos in readme

---
 bird/postprocess/SA_optimization/README.md | 32 +++++++++++-----------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/bird/postprocess/SA_optimization/README.md b/bird/postprocess/SA_optimization/README.md
index 3d79d9db..941e4a64 100644
--- a/bird/postprocess/SA_optimization/README.md
+++ b/bird/postprocess/SA_optimization/README.md
@@ -1,27 +1,27 @@
 # Surrogate-Based Optimization with Simulated Annealing
 
-This project implements a complete framework for surrogate-based optimization using Simulated Annealing (SA). It supports three surrogate models:
+Implementation of surrogate-based design optimization with Simulated Annealing (SA). It supports three surrogate models:
     - Radial Basis Function Interpolator ('rbf')
     - Random Forest ('rf')
     - Neural Network ('nn')
 
-The SA optimizer operates on discrete feature values (0,1,2) with an option to restrict the number of spargers (1) to a fixed value (max_saprgers).
+The SA optimizer operates on discrete feature values (0,1,2) with an option to restrict the number of spargers (1) to a fixed value (max_spargers).
 
-- Preprocessing the data ('get_csv.py')
-    - reads the 'configs.pkl' and 'results.pkl' files from a study
-    - saves the configuration in 'Xdata_{study_name}.csv' file
-    - save the qoi and qoi_error in 'ydata_{study_name}.csv' file 
+- Preprocessing the data (`get_csv.py`)
+    - reads the `configs.pkl` and `results.pkl` files from a study
+    - saves the configuration in `Xdata_{study_name}.csv` file
+    - save the qoi and qoi_error in `ydata_{study_name}.csv` file 
 
-- Surrogate modeling and optimization ('get_optimal.py'/'get_optimal_with_constraints.py')
+- Surrogate modeling and optimization (`get_optimal.py` and `get_optimal_with_constraints.py`)
     - run_optimization(...) function sets up the surrogate-based optimization:
         - Inputs:
-            - X: read from 'Xdata_{study_name}.csv' file
-            - y: read from 'ydata_{study_name}.csv' file
-            - model_type: type of surrogate model (default = 'rbf')
-                - model_type = 'rbf': Radial Basis Function
-                - model_type = 'rf': Random Forest
-                - model_type = 'nn': Neural Network
-            - max_spargers: maximum number of spargers (only in 'get_optimal_with_constraints.py') (default = 8)
+            - X: read from `Xdata_{study_name}.csv` file
+            - y: read from `ydata_{study_name}.csv` file
+            - model_type: type of surrogate model (default = `rbf`)
+                - model_type = `rbf`: Radial Basis Function
+                - model_type = `rf`: Random Forest
+                - model_type = `nn`: Neural Network
+            - max_spargers: maximum number of spargers (only in `get_optimal_with_constraints.py`) (default = 8)
             - n_runs: number of bootstrap runs (default = 10)
             - max_iters: maximum number of iterations of SA (default = 1000)
             - bootstrap_size: sample size of each bootstrap (default = 100)
@@ -30,10 +30,10 @@ The SA optimizer operates on discrete feature values (0,1,2) with an option to r
             - If SA is too slow or fails to converge, you can change the following parameters:
                 - temp: maximum temperature of SA. Controls exploration.
                 - alpha: the rate at which temperature changes every iteration.
-            - It returen the optimal solutions along with the optimization logs which are used to make plots in postprocessing.
+            - It returns the optimal solutions along with the optimization logs which are used to make plots in postprocessing.
         - Once the optimization is done the best solution is saved in a csv file and the following plots are made:
             - Mean-CI plot of the objective function (qoi)
-            - Mean-CI plot of the distance of an iterate from the optimal solution (this is not done in 'get_optimal_with_constraints.py').
+            - Mean-CI plot of the distance of an iterate from the optimal solution (this is not done in `get_optimal_with_constraints.py`).
 
 Python dependencies:
 - numpy

From 00bdb3d452e4e1494908771dcd62159d92f88b16 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 10:33:34 -0600
Subject: [PATCH 044/275] typo in pickle import

---
 bird/postprocess/SA_optimization/get_csv.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/postprocess/SA_optimization/get_csv.py b/bird/postprocess/SA_optimization/get_csv.py
index 02dd1191..5729ea74 100644
--- a/bird/postprocess/SA_optimization/get_csv.py
+++ b/bird/postprocess/SA_optimization/get_csv.py
@@ -2,7 +2,7 @@
 import os
 
 import numpy as np
-import pickle5 as pkl
+import pickle as pkl
 
 
 def get_config_result(config_fold):

From a310482f4aa10dc88ee0461661d4fa7172284928 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 11:49:13 -0600
Subject: [PATCH 045/275] add dependencies to setup

---
 bird/postprocess/SA_optimization/README.md  | 22 ++++++------
 bird/postprocess/SA_optimization/get_csv.py | 38 +++++++++++++++------
 setup.py                                    |  4 +++
 3 files changed, 43 insertions(+), 21 deletions(-)

diff --git a/bird/postprocess/SA_optimization/README.md b/bird/postprocess/SA_optimization/README.md
index 941e4a64..454a45e9 100644
--- a/bird/postprocess/SA_optimization/README.md
+++ b/bird/postprocess/SA_optimization/README.md
@@ -1,5 +1,17 @@
 # Surrogate-Based Optimization with Simulated Annealing
 
+## Install dependencies
+
+```
+   conda create --name bird python=3.10
+   conda activate bird
+   git clone https://github.com/NREL/BioReactorDesign.git
+   cd BioReactorDesign
+   pip install -e .[optim]
+```
+
+## Examples
+
 Implementation of surrogate-based design optimization with Simulated Annealing (SA). It supports three surrogate models:
     - Radial Basis Function Interpolator ('rbf')
     - Random Forest ('rf')
@@ -35,13 +47,3 @@ The SA optimizer operates on discrete feature values (0,1,2) with an option to r
             - Mean-CI plot of the objective function (qoi)
             - Mean-CI plot of the distance of an iterate from the optimal solution (this is not done in `get_optimal_with_constraints.py`).
 
-Python dependencies:
-- numpy
-- pandas
-- scikit-learn
-- scipy
-- optuna
-- matplotlib
-- warnings
-- random
-- tensorflow
diff --git a/bird/postprocess/SA_optimization/get_csv.py b/bird/postprocess/SA_optimization/get_csv.py
index 5729ea74..b3f2426e 100644
--- a/bird/postprocess/SA_optimization/get_csv.py
+++ b/bird/postprocess/SA_optimization/get_csv.py
@@ -5,16 +5,34 @@
 import pickle as pkl
 
 
-def get_config_result(config_fold):
-    with open(os.path.join(config_fold, "results.pkl"), "rb") as f:
+def get_config_result(study_fold:str=".") -> None:
+    """
+    Read the configs.pkl and results.pkl files from a study
+    Saves the configuration in Xdata_{study_fold}.csv file
+    Save the qoi and qoi_error in ydata_{study_fold}.csv file
+
+    Parameters
+    ----------
+    study_fold : str
+        Folder that contains the study results
+  
+    Returns
+    ----------
+    None 
+
+    """
+    # Read results
+    with open(os.path.join(study_fold, "results.pkl"), "rb") as f:
         results = pkl.load(f)
-    with open(os.path.join(config_fold, "configs.pkl"), "rb") as f:
+    with open(os.path.join(study_fold, "configs.pkl"), "rb") as f:
         configs = pkl.load(f)
+
     Xdata = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], np.int64)
     count = 0
+
     # Save data into CSV files
-    xfname = "Xdata_" + config_fold + ".csv"
-    yfname = "ydata_" + config_fold + ".csv"
+    xfname = f"Xdata_{study_fold}.csv"
+    yfname = f"ydata_{study_fold}.csv"
     with open(xfname, "w", newline="") as csvfile:
         writer = csv.writer(csvfile)
         for sims in results:
@@ -32,9 +50,7 @@ def get_config_result(config_fold):
             y_data = np.concatenate((q0, q1), axis=None)
             writer.writerow(y_data)
 
-
-studies = {"study_scaleup_0_4vvm_3000W": r"0.0036$m^3$ 0.4vvm 0W"}
-
-
-for study in studies:
-    get_config_result(study)
+if __name__ == "__main__":
+    studies = {"study_scaleup_0_4vvm_3000W": r"0.0036$m^3$ 0.4vvm 0W"}
+    for study in studies:
+        get_config_result(study)
diff --git a/setup.py b/setup.py
index 4eaa7bd2..49263f60 100644
--- a/setup.py
+++ b/setup.py
@@ -50,6 +50,10 @@
             "scikit-learn",
             "tf2jax",
         ],
+        "optim": [
+            "optuna",
+            "pandas",
+        ],
     },
     project_urls={
         "Documentation": "https://nrel.github.io/BioReactorDesign/",

From 3dbb89281afe17a264052e2164952825dbbf9608 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 14:41:36 -0600
Subject: [PATCH 046/275] add doc and type hinting

---
 bird/postprocess/SA_optimization/get_csv.py   |   9 +-
 .../SA_optimization/get_optimal.py            | 334 ++++++++++++++----
 2 files changed, 265 insertions(+), 78 deletions(-)

diff --git a/bird/postprocess/SA_optimization/get_csv.py b/bird/postprocess/SA_optimization/get_csv.py
index b3f2426e..1876d485 100644
--- a/bird/postprocess/SA_optimization/get_csv.py
+++ b/bird/postprocess/SA_optimization/get_csv.py
@@ -1,11 +1,11 @@
 import csv
 import os
+import pickle as pkl
 
 import numpy as np
-import pickle as pkl
 
 
-def get_config_result(study_fold:str=".") -> None:
+def get_config_result(study_fold: str = ".") -> None:
     """
     Read the configs.pkl and results.pkl files from a study
     Saves the configuration in Xdata_{study_fold}.csv file
@@ -15,10 +15,10 @@ def get_config_result(study_fold:str=".") -> None:
     ----------
     study_fold : str
         Folder that contains the study results
-  
+
     Returns
     ----------
-    None 
+    None
 
     """
     # Read results
@@ -50,6 +50,7 @@ def get_config_result(study_fold:str=".") -> None:
             y_data = np.concatenate((q0, q1), axis=None)
             writer.writerow(y_data)
 
+
 if __name__ == "__main__":
     studies = {"study_scaleup_0_4vvm_3000W": r"0.0036$m^3$ 0.4vvm 0W"}
     for study in studies:
diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
index 43c86bbb..b418a231 100644
--- a/bird/postprocess/SA_optimization/get_optimal.py
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -1,23 +1,70 @@
 import random
 import warnings
 
-import matplotlib.pyplot as plt
 import numpy as np
 import optuna
 import pandas as pd
+from prettyPlot.plotting import *
 from scipy.interpolate import RBFInterpolator
 from sklearn.ensemble import RandomForestRegressor
 from sklearn.metrics import mean_squared_error
 from sklearn.model_selection import KFold, cross_val_score
 from sklearn.preprocessing import OneHotEncoder
 from tensorflow.keras.layers import Dense
+from tensorflow.keras.models import Model as tfModel
 from tensorflow.keras.models import Sequential
 
-warningsl.filterwarnings("ignore")
-
-
-def tune_rbf(X, y):
-    # Tune the RBFInterpolator
+warnings.filterwarnings("ignore")
+
+
+def check_data_shape(X: np.ndarray, y: np.ndarray) -> None:
+    """
+    Tune the shape parameter (epsilon) of the multiquadratic RBF
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+    """
+
+    # Same number of samples
+    assert X.shape[0] == y.shape[0]
+    # Arrays are 2 dimensional
+    assert len(X.shape) == 2
+    assert len(y.shape) == 2
+    # only 1 QoI
+    assert y.shape[1] == 1
+    print(f"INFO: {X.shape[0]} sim with {X.shape[1]} design variables")
+
+
+def tune_rbf(X: np.ndarray, y: np.ndarray) -> dict:
+    """
+    Tune the shape parameter (epsilon) of the multiquadratic RBF
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+    Returns
+    ----------
+    params: dict
+        dictionary of optimal parameters
+
+    """
+
+    check_data_shape(X=X, y=y)
+
+    # Tune the RBFInterpolator with optuna
     # kernel - "multiquadric" (Can try other kernels)
     def objective(trial):
         epsilon = trial.suggest_float("epsilon", 0.1, 10.0, log=False)
@@ -45,7 +92,32 @@ def objective(trial):
     return study.best_params
 
 
-def tune_rf(X, y):
+def tune_rf(X: np.ndarray, y: np.ndarray):
+    """
+    Tune the number of trees (n_estimators)
+             tree depth (max_depth)
+             number of samples in a leaf (min_samples_leaf)
+    of the RandomForestRegressor
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+
+    Returns
+    ----------
+    params: dict
+        dictionary of optimal parameters
+
+    """
+
+    check_data_shape(X=X, y=y)
+
     # Tune the Random Forest
     def objective(trial):
         model = RandomForestRegressor(
@@ -64,7 +136,31 @@ def objective(trial):
     return study.best_params
 
 
-def tune_nn(X_encoded, y):
+def tune_nn(X_encoded: np.ndarray, y: np.ndarray) -> dict:
+    """
+    Tune the number of neurons (n_units)
+             number of layers (n_layers)
+
+    in a leaf (min_samples_leaf) of the RandomForestRegressor
+
+    Parameters
+    ----------
+    X_encoded : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+
+    Returns
+    ----------
+    params: dict
+        dictionary of optimal parameters
+
+    """
+    check_data_shape(X=X_encoded, y=y)
+
     # Tune the Neural Network
     def objective(trial):
         units = trial.suggest_int("n_units", 16, 128)
@@ -101,36 +197,72 @@ def objective(trial):
     return study.best_params
 
 
-class Surrogatewrapper:
-    # Wrapper that builds the surrogate model and predicts the QOI value for given X
-    def __init__(self, model_type, X, y, params):
-        # Inputs:
-        # model_type = 'rbf' for RBFInterpolator
-        #            = 'rf' for Random Forest
-        #            = 'nn' for Neural Network
-        # X,y = the raw data
-        # params = tune parameter of the surrogate model
-
+class Surrogate_wrapper:
+    """
+    Wrapper that builds the surrogate model and predicts the QOI value for given X
+    """
+
+    def __init__(
+        self, model_type: str, X: np.ndarray, y: np.ndarray, params: dict
+    ):
+        """
+        Create the surroagte wrapper
+
+        Parameters
+        ----------
+        model_type : str
+            'rbf' for RBFInterpolator
+            'rf' for Random Forest
+            'nn' for Neural Network
+
+        X: np.ndarray
+            Raw design configuration
+            Dimension N by d, where N is the number of simulations,
+                           and d is the number of design variables
+        y: np.ndarray
+            Raw array of quantity of interest
+            Dimension N by 1, where N is the number of simulations
+        params: dict
+            dictionary of surrogate parameters
+
+        """
         self.model_type = model_type
         self.encoder = None
 
-        if model_type == "rbf":
+        if model_type.lower() == "rbf":
             self.model = RBFInterpolator(
                 X, y, kernel="multiquadric", epsilon=params["epsilon"]
             )
-        elif model_type == "rf":
+        elif model_type.lower() == "rf":
             self.model = RandomForestRegressor(**params, random_state=42)
             self.model.fit(X, y)
-        elif model_type == "nn":
+        elif model_type.lower() == "nn":
             self.encoder = OneHotEncoder(sparse_output=False)
             X_encoded = self.encoder.fit_transform(X)
             self.model = self._build_nn(
                 X_encoded.shape[1], params["n_units"], params["n_layers"]
             )
             self.model.fit(X_encoded, y, epochs=100, batch_size=16, verbose=0)
-
-    def _build_nn(self, input_dim, units, layers):
-        # Builds the neural network
+        else:
+            raise NotImplementedError
+
+    def _build_nn(self, input_dim: int, units: int, layers: int) -> tfModel:
+        """
+        Builds the neural net
+
+        Parameters
+        ----------
+        input_dim : int
+            number of features
+        units: int
+            number of neurons per layer
+        layers: int
+            number of hidden layers
+
+        Returns
+        ----------
+        model: tfModel
+        """
         model = Sequential()
         model.add(Dense(units, activation="relu", input_shape=(input_dim,)))
         for _ in range(layers - 1):
@@ -151,23 +283,41 @@ def predict(self, X):
 
 
 def simulated_annealing_surrogate(
-    surrogate, dim=12, max_iters=1000, temp=10.0, alpha=0.95
-):
-    # Runs the Simulated Annealing (SA) and reports the results
-    # Inputs:
-    # surrogate = tuned surrogate model
-    # dim = dimension of the problem
-    # max_iters = maximum number of iterations for SA
-    # temp = parameter of Simulated Annealing (can be changes for tuned for other problems)
-    #      = max temperature. It controls the exploration rate of SA
-    # alpha = parameter of Simulated Annealing (can be changes for tuned for other problems)
-    #       = cooling rate. It determines how quickly temp decays.
-
-    # Outputs:
-    # x_best = optimal solution
-    # y_best = optimal objective function value
-    # trace = optimization log. Updates at the end of each iteration.
-    # trace_x = tracks how X changes during each iteration.
+    surrogate: Surrogate_wrapper,
+    dim: int = 12,
+    max_iters: int = 1000,
+    temp: float = 10.0,
+    alpha: float = 0.95,
+) -> tuple[np.ndarray, float, list[tuple], list[np.ndarray]]:
+    """
+    Runs the Simulated Annealing (SA) and reports the results
+
+    Parameters
+    ----------
+    surrogate : Surrogate_wrapper
+        tuned surrogate model
+    dim: int
+        dimension of the problem
+    max_iters: int
+        maximum number of iterations for SA
+    temp: float
+        parameter of Simulated Annealing (can be changed or tuned for other problems)
+        max temperature. It controls the exploration rate of SA
+    alpha:
+        parameter of Simulated Annealing (can be changed or tuned for other problems)
+        cooling rate. It determines how quickly temp decays
+
+    Returns
+    ----------
+    x_best: np.ndarray
+        optimal solution
+    y_best: float
+        optimal objective function value
+    trace: list[tuple]
+        optimization log. Updates at the end of each iteration.
+    trace_x: list[np.ndarray]
+        tracks how X changes during each iteration.
+    """
 
     # generate random starting point
     x_curr = np.random.randint(0, 3, size=dim)
@@ -196,22 +346,45 @@ def simulated_annealing_surrogate(
         trace.append((i, y_best))
         trace_x.append(x_curr.copy())
         temp *= alpha
-
     return x_best, y_best, trace, trace_x
 
 
 def run_optimization(
-    X, y, model_type="rbf", n_runs=10, max_iters=1000, bootstrap_size=100
+    X: np.ndarray,
+    y: np.ndarray,
+    model_type: str = "rbf",
+    n_runs: int = 10,
+    max_iters: int = 1000,
+    bootstrap_size: int = 100,
 ):
-    # Bootstraps data, runs optimization and postprocesses the results.
-    # Inputs:
-    # X,y = the raw data
-    # model_type = 'rbf' for RBFInterpolator
-    #            = 'rf' for Random Forest
-    #            = 'nn' for Neural Network
-    # n_runs = number of bootstraps
-    # max_iters = maximum number of SA iterations
-    # bootstrap_size = size of bootstrap samples
+    """
+    Bootstraps data, runs optimization and postprocesses the results.
+
+    Parameters
+    ----------
+    X: np.ndarray
+        Raw design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Raw array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+
+    model_type : str
+        'rbf' for RBFInterpolator
+        'rf' for Random Forest
+        'nn' for Neural Network
+
+    n_runs :int
+        number of bootstraps
+    max_iters: int
+        maximum number of SA iterations
+    bootstrap_size : int
+        size of bootstrap samples
+
+    Returns
+    ----------
+    """
 
     all_x = []
     all_y = []
@@ -240,7 +413,7 @@ def run_optimization(
             raise ValueError("Invalid model_type")
 
         # build the surrogate model
-        surrogate = Surrogatewrapper(model_type, X_sub, y_sub, params)
+        surrogate = Surrogate_wrapper(model_type, X_sub, y_sub, params)
 
         # run optimization
         x_best, y_best, trace, trace_x = simulated_annealing_surrogate(
@@ -294,17 +467,22 @@ def run_optimization(
         alpha=0.3,
         label="95% CI",
     )
-    plt.xlabel("Iteration")
-    plt.ylabel("Best Surrogate-Predicted Objective")
-    plt.title(
-        f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})"
+    pretty_labels(
+        "Iteration",
+        "Best Surrogate-Predicted Objective",
+        fontsize=16,
+        title=f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})",
+        grid=True,
+        fontname="Times",
     )
-    plt.grid(True)
-    plt.legend()
+    pretty_legend(fontsize=16, fontname="Times")
     plt.savefig(
         f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.png",
         dpi=300,
     )
+    plt.savefig(
+        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.pdf",
+    )
     plt.show()
 
     # Compute the distance of intermediate x from the optimal solution
@@ -332,27 +510,35 @@ def run_optimization(
     plt.fill_between(
         iterations, lower, upper, alpha=0.3, color="darkred", label="95% CI"
     )
-    plt.xlabel("Iteration")
-    plt.ylabel("L1 Distance from Optimal")
-    plt.title("Convergence Toward Optimal Solution (L1 Norm)")
-    plt.grid(True)
-    plt.legend()
+    pretty_labels(
+        "Iteration",
+        "L1 Distance from Optimal",
+        fontsize=16,
+        title=f"Convergence Toward Optimal Solution (L1 Norm)",
+        grid=True,
+        fontname="Times",
+    )
+    pretty_legend(fontsize=16, fontname="Times")
     plt.tight_layout()
     plt.savefig(
         f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.png", dpi=300
     )
+    plt.savefig(f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.pdf")
     plt.show()
 
 
-# Read data from the csv file.
-X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
-y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
+if __name__ == "__main__":
+
+    # Read data from the csv file.
+    X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
+    y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
 
-X = X_raw_data.values
-y = y_raw_data.iloc[:, :-1].values
-y = y * -1
+    X = X_raw_data.values
+    y = y_raw_data.iloc[:, :-1].values
+    # We want to maximize, so we minimize the opposite
+    y = y * -1
 
-# The function will build, tune, and optimize the surrogate model and postprocess the results.
-run_optimization(
-    X, y, model_type="rbf", n_runs=10, max_iters=1000, bootstrap_size=150
-)
+    # The function will build, tune, and optimize the surrogate model and postprocess the results.
+    run_optimization(
+        X, y, model_type="rbf", n_runs=10, max_iters=1000, bootstrap_size=150
+    )

From 5c0c719fa978d1881d99fc0ca3b2b1f365fd757c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 14:51:39 -0600
Subject: [PATCH 047/275] split surrogate and optimization

---
 .../SA_optimization/get_optimal.py            | 275 +----------------
 bird/postprocess/SA_optimization/surrogate.py | 282 ++++++++++++++++++
 2 files changed, 283 insertions(+), 274 deletions(-)
 create mode 100644 bird/postprocess/SA_optimization/surrogate.py

diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
index b418a231..da0851e5 100644
--- a/bird/postprocess/SA_optimization/get_optimal.py
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -2,286 +2,13 @@
 import warnings
 
 import numpy as np
-import optuna
 import pandas as pd
 from prettyPlot.plotting import *
-from scipy.interpolate import RBFInterpolator
-from sklearn.ensemble import RandomForestRegressor
-from sklearn.metrics import mean_squared_error
-from sklearn.model_selection import KFold, cross_val_score
 from sklearn.preprocessing import OneHotEncoder
-from tensorflow.keras.layers import Dense
-from tensorflow.keras.models import Model as tfModel
-from tensorflow.keras.models import Sequential
-
+from bird.postprocess.SA_optimization.surrogate import tune_rf, tune_rbf, tune_nn, Surrogate_wrapper
 warnings.filterwarnings("ignore")
 
 
-def check_data_shape(X: np.ndarray, y: np.ndarray) -> None:
-    """
-    Tune the shape parameter (epsilon) of the multiquadratic RBF
-
-    Parameters
-    ----------
-    X : np.ndarray
-        Design configuration
-        Dimension N by d, where N is the number of simulations,
-                       and d is the number of design variables
-    y: np.ndarray
-        Array of quantity of interest
-        Dimension N by 1, where N is the number of simulations
-    """
-
-    # Same number of samples
-    assert X.shape[0] == y.shape[0]
-    # Arrays are 2 dimensional
-    assert len(X.shape) == 2
-    assert len(y.shape) == 2
-    # only 1 QoI
-    assert y.shape[1] == 1
-    print(f"INFO: {X.shape[0]} sim with {X.shape[1]} design variables")
-
-
-def tune_rbf(X: np.ndarray, y: np.ndarray) -> dict:
-    """
-    Tune the shape parameter (epsilon) of the multiquadratic RBF
-
-    Parameters
-    ----------
-    X : np.ndarray
-        Design configuration
-        Dimension N by d, where N is the number of simulations,
-                       and d is the number of design variables
-    y: np.ndarray
-        Array of quantity of interest
-        Dimension N by 1, where N is the number of simulations
-    Returns
-    ----------
-    params: dict
-        dictionary of optimal parameters
-
-    """
-
-    check_data_shape(X=X, y=y)
-
-    # Tune the RBFInterpolator with optuna
-    # kernel - "multiquadric" (Can try other kernels)
-    def objective(trial):
-        epsilon = trial.suggest_float("epsilon", 0.1, 10.0, log=False)
-        try:
-            kf = KFold(n_splits=5, shuffle=True, random_state=42)
-            return np.mean(
-                [
-                    mean_squared_error(
-                        y[test],
-                        RBFInterpolator(
-                            X[train],
-                            y[train],
-                            epsilon=epsilon,
-                            kernel="multiquadric",
-                        )(X[test]),
-                    )
-                    for train, test in kf.split(X)
-                ]
-            )
-        except:
-            return float("inf")
-
-    study = optuna.create_study(direction="minimize")
-    study.optimize(objective, n_trials=20)
-    return study.best_params
-
-
-def tune_rf(X: np.ndarray, y: np.ndarray):
-    """
-    Tune the number of trees (n_estimators)
-             tree depth (max_depth)
-             number of samples in a leaf (min_samples_leaf)
-    of the RandomForestRegressor
-
-    Parameters
-    ----------
-    X : np.ndarray
-        Design configuration
-        Dimension N by d, where N is the number of simulations,
-                       and d is the number of design variables
-    y: np.ndarray
-        Array of quantity of interest
-        Dimension N by 1, where N is the number of simulations
-
-    Returns
-    ----------
-    params: dict
-        dictionary of optimal parameters
-
-    """
-
-    check_data_shape(X=X, y=y)
-
-    # Tune the Random Forest
-    def objective(trial):
-        model = RandomForestRegressor(
-            n_estimators=trial.suggest_int("n_estimators", 50, 200),
-            max_depth=trial.suggest_int("max_depth", 3, 10),
-            min_samples_leaf=trial.suggest_int("min_samples_leaf", 1, 10),
-            random_state=42,
-        )
-        scores = cross_val_score(
-            model, X, y, cv=5, scoring="neg_mean_squared_error"
-        )
-        return -np.mean(scores)
-
-    study = optuna.create_study(direction="minimize")
-    study.optimize(objective, n_trials=20)
-    return study.best_params
-
-
-def tune_nn(X_encoded: np.ndarray, y: np.ndarray) -> dict:
-    """
-    Tune the number of neurons (n_units)
-             number of layers (n_layers)
-
-    in a leaf (min_samples_leaf) of the RandomForestRegressor
-
-    Parameters
-    ----------
-    X_encoded : np.ndarray
-        Design configuration
-        Dimension N by d, where N is the number of simulations,
-                       and d is the number of design variables
-    y: np.ndarray
-        Array of quantity of interest
-        Dimension N by 1, where N is the number of simulations
-
-    Returns
-    ----------
-    params: dict
-        dictionary of optimal parameters
-
-    """
-    check_data_shape(X=X_encoded, y=y)
-
-    # Tune the Neural Network
-    def objective(trial):
-        units = trial.suggest_int("n_units", 16, 128)
-        layers = trial.suggest_int("n_layers", 1, 3)
-        kf = KFold(n_splits=5, shuffle=True, random_state=42)
-        mses = []
-        for train, test in kf.split(X_encoded):
-            model = Sequential()
-            model.add(
-                Dense(
-                    units, activation="relu", input_shape=(X_encoded.shape[1],)
-                )
-            )
-            for _ in range(layers - 1):
-                model.add(Dense(units, activation="relu"))
-            model.add(Dense(1))
-            model.compile(optimizer="adam", loss="mse")
-            model.fit(
-                X_encoded[train],
-                y[train],
-                epochs=100,
-                batch_size=16,
-                verbose=0,
-            )
-            mses.append(
-                mean_squared_error(
-                    y[test], model.predict(X_encoded[test]).flatten()
-                )
-            )
-        return np.mean(mses)
-
-    study = optuna.create_study(direction="minimize")
-    study.optimize(objective, n_trials=20)
-    return study.best_params
-
-
-class Surrogate_wrapper:
-    """
-    Wrapper that builds the surrogate model and predicts the QOI value for given X
-    """
-
-    def __init__(
-        self, model_type: str, X: np.ndarray, y: np.ndarray, params: dict
-    ):
-        """
-        Create the surroagte wrapper
-
-        Parameters
-        ----------
-        model_type : str
-            'rbf' for RBFInterpolator
-            'rf' for Random Forest
-            'nn' for Neural Network
-
-        X: np.ndarray
-            Raw design configuration
-            Dimension N by d, where N is the number of simulations,
-                           and d is the number of design variables
-        y: np.ndarray
-            Raw array of quantity of interest
-            Dimension N by 1, where N is the number of simulations
-        params: dict
-            dictionary of surrogate parameters
-
-        """
-        self.model_type = model_type
-        self.encoder = None
-
-        if model_type.lower() == "rbf":
-            self.model = RBFInterpolator(
-                X, y, kernel="multiquadric", epsilon=params["epsilon"]
-            )
-        elif model_type.lower() == "rf":
-            self.model = RandomForestRegressor(**params, random_state=42)
-            self.model.fit(X, y)
-        elif model_type.lower() == "nn":
-            self.encoder = OneHotEncoder(sparse_output=False)
-            X_encoded = self.encoder.fit_transform(X)
-            self.model = self._build_nn(
-                X_encoded.shape[1], params["n_units"], params["n_layers"]
-            )
-            self.model.fit(X_encoded, y, epochs=100, batch_size=16, verbose=0)
-        else:
-            raise NotImplementedError
-
-    def _build_nn(self, input_dim: int, units: int, layers: int) -> tfModel:
-        """
-        Builds the neural net
-
-        Parameters
-        ----------
-        input_dim : int
-            number of features
-        units: int
-            number of neurons per layer
-        layers: int
-            number of hidden layers
-
-        Returns
-        ----------
-        model: tfModel
-        """
-        model = Sequential()
-        model.add(Dense(units, activation="relu", input_shape=(input_dim,)))
-        for _ in range(layers - 1):
-            model.add(Dense(units, activation="relu"))
-        model.add(Dense(1))
-        model.compile(optimizer="adam", loss="mse")
-        return model
-
-    def predict(self, X):
-        X = X.reshape(1, -1)
-        if self.model_type == "nn":
-            X = self.encoder.transform(X)
-            return float(self.model.predict(X)[0])
-        elif self.model_type == "rf":
-            return float(self.model.predict(X)[0])
-        else:
-            return float(self.model(X)[0])
-
-
 def simulated_annealing_surrogate(
     surrogate: Surrogate_wrapper,
     dim: int = 12,
diff --git a/bird/postprocess/SA_optimization/surrogate.py b/bird/postprocess/SA_optimization/surrogate.py
new file mode 100644
index 00000000..79a3f9c9
--- /dev/null
+++ b/bird/postprocess/SA_optimization/surrogate.py
@@ -0,0 +1,282 @@
+import random
+import warnings
+
+import numpy as np
+import optuna
+import pandas as pd
+from scipy.interpolate import RBFInterpolator
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.metrics import mean_squared_error
+from sklearn.model_selection import KFold, cross_val_score
+from sklearn.preprocessing import OneHotEncoder
+from tensorflow.keras.layers import Dense
+from tensorflow.keras.models import Model as tfModel
+from tensorflow.keras.models import Sequential
+
+warnings.filterwarnings("ignore")
+
+
+def check_data_shape(X: np.ndarray, y: np.ndarray) -> None:
+    """
+    Tune the shape parameter (epsilon) of the multiquadratic RBF
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+    """
+
+    # Same number of samples
+    assert X.shape[0] == y.shape[0]
+    # Arrays are 2 dimensional
+    assert len(X.shape) == 2
+    assert len(y.shape) == 2
+    # only 1 QoI
+    assert y.shape[1] == 1
+    print(f"INFO: {X.shape[0]} sim with {X.shape[1]} design variables")
+
+
+def tune_rbf(X: np.ndarray, y: np.ndarray) -> dict:
+    """
+    Tune the shape parameter (epsilon) of the multiquadratic RBF
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+    Returns
+    ----------
+    params: dict
+        dictionary of optimal parameters
+
+    """
+
+    check_data_shape(X=X, y=y)
+
+    # Tune the RBFInterpolator with optuna
+    # kernel - "multiquadric" (Can try other kernels)
+    def objective(trial):
+        epsilon = trial.suggest_float("epsilon", 0.1, 10.0, log=False)
+        try:
+            kf = KFold(n_splits=5, shuffle=True, random_state=42)
+            return np.mean(
+                [
+                    mean_squared_error(
+                        y[test],
+                        RBFInterpolator(
+                            X[train],
+                            y[train],
+                            epsilon=epsilon,
+                            kernel="multiquadric",
+                        )(X[test]),
+                    )
+                    for train, test in kf.split(X)
+                ]
+            )
+        except:
+            return float("inf")
+
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective, n_trials=20)
+    return study.best_params
+
+
+def tune_rf(X: np.ndarray, y: np.ndarray):
+    """
+    Tune the number of trees (n_estimators)
+             tree depth (max_depth)
+             number of samples in a leaf (min_samples_leaf)
+    of the RandomForestRegressor
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+
+    Returns
+    ----------
+    params: dict
+        dictionary of optimal parameters
+
+    """
+
+    check_data_shape(X=X, y=y)
+
+    # Tune the Random Forest
+    def objective(trial):
+        model = RandomForestRegressor(
+            n_estimators=trial.suggest_int("n_estimators", 50, 200),
+            max_depth=trial.suggest_int("max_depth", 3, 10),
+            min_samples_leaf=trial.suggest_int("min_samples_leaf", 1, 10),
+            random_state=42,
+        )
+        scores = cross_val_score(
+            model, X, y, cv=5, scoring="neg_mean_squared_error"
+        )
+        return -np.mean(scores)
+
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective, n_trials=20)
+    return study.best_params
+
+
+def tune_nn(X_encoded: np.ndarray, y: np.ndarray) -> dict:
+    """
+    Tune the number of neurons (n_units)
+             number of layers (n_layers)
+
+    in a leaf (min_samples_leaf) of the RandomForestRegressor
+
+    Parameters
+    ----------
+    X_encoded : np.ndarray
+        Design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+
+    Returns
+    ----------
+    params: dict
+        dictionary of optimal parameters
+
+    """
+    check_data_shape(X=X_encoded, y=y)
+
+    # Tune the Neural Network
+    def objective(trial):
+        units = trial.suggest_int("n_units", 16, 128)
+        layers = trial.suggest_int("n_layers", 1, 3)
+        kf = KFold(n_splits=5, shuffle=True, random_state=42)
+        mses = []
+        for train, test in kf.split(X_encoded):
+            model = Sequential()
+            model.add(
+                Dense(
+                    units, activation="relu", input_shape=(X_encoded.shape[1],)
+                )
+            )
+            for _ in range(layers - 1):
+                model.add(Dense(units, activation="relu"))
+            model.add(Dense(1))
+            model.compile(optimizer="adam", loss="mse")
+            model.fit(
+                X_encoded[train],
+                y[train],
+                epochs=100,
+                batch_size=16,
+                verbose=0,
+            )
+            mses.append(
+                mean_squared_error(
+                    y[test], model.predict(X_encoded[test]).flatten()
+                )
+            )
+        return np.mean(mses)
+
+    study = optuna.create_study(direction="minimize")
+    study.optimize(objective, n_trials=20)
+    return study.best_params
+
+
+class Surrogate_wrapper:
+    """
+    Wrapper that builds the surrogate model and predicts the QOI value for given X
+    """
+
+    def __init__(
+        self, model_type: str, X: np.ndarray, y: np.ndarray, params: dict
+    ):
+        """
+        Create the surroagte wrapper
+
+        Parameters
+        ----------
+        model_type : str
+            'rbf' for RBFInterpolator
+            'rf' for Random Forest
+            'nn' for Neural Network
+
+        X: np.ndarray
+            Raw design configuration
+            Dimension N by d, where N is the number of simulations,
+                           and d is the number of design variables
+        y: np.ndarray
+            Raw array of quantity of interest
+            Dimension N by 1, where N is the number of simulations
+        params: dict
+            dictionary of surrogate parameters
+
+        """
+        self.model_type = model_type
+        self.encoder = None
+
+        if model_type.lower() == "rbf":
+            self.model = RBFInterpolator(
+                X, y, kernel="multiquadric", epsilon=params["epsilon"]
+            )
+        elif model_type.lower() == "rf":
+            self.model = RandomForestRegressor(**params, random_state=42)
+            self.model.fit(X, y)
+        elif model_type.lower() == "nn":
+            self.encoder = OneHotEncoder(sparse_output=False)
+            X_encoded = self.encoder.fit_transform(X)
+            self.model = self._build_nn(
+                X_encoded.shape[1], params["n_units"], params["n_layers"]
+            )
+            self.model.fit(X_encoded, y, epochs=100, batch_size=16, verbose=0)
+        else:
+            raise NotImplementedError
+
+    def _build_nn(self, input_dim: int, units: int, layers: int) -> tfModel:
+        """
+        Builds the neural net
+
+        Parameters
+        ----------
+        input_dim : int
+            number of features
+        units: int
+            number of neurons per layer
+        layers: int
+            number of hidden layers
+
+        Returns
+        ----------
+        model: tfModel
+        """
+        model = Sequential()
+        model.add(Dense(units, activation="relu", input_shape=(input_dim,)))
+        for _ in range(layers - 1):
+            model.add(Dense(units, activation="relu"))
+        model.add(Dense(1))
+        model.compile(optimizer="adam", loss="mse")
+        return model
+
+    def predict(self, X):
+        X = X.reshape(1, -1)
+        if self.model_type == "nn":
+            X = self.encoder.transform(X)
+            return float(self.model.predict(X)[0])
+        elif self.model_type == "rf":
+            return float(self.model.predict(X)[0])
+        else:
+            return float(self.model(X)[0])
+

From 188e7b6971bb6c4eca342bba4465f742eb863890 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 15:01:32 -0600
Subject: [PATCH 048/275] doc string type hinting and reuse surrogate functions

---
 .../SA_optimization/get_optimal.py            |   9 +-
 .../get_optimal_with_constraint.py            | 311 +++++++-----------
 bird/postprocess/SA_optimization/surrogate.py |   1 -
 3 files changed, 120 insertions(+), 201 deletions(-)

diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
index da0851e5..b667fbb9 100644
--- a/bird/postprocess/SA_optimization/get_optimal.py
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -5,7 +5,14 @@
 import pandas as pd
 from prettyPlot.plotting import *
 from sklearn.preprocessing import OneHotEncoder
-from bird.postprocess.SA_optimization.surrogate import tune_rf, tune_rbf, tune_nn, Surrogate_wrapper
+
+from bird.postprocess.SA_optimization.surrogate import (
+    Surrogate_wrapper,
+    tune_nn,
+    tune_rbf,
+    tune_rf,
+)
+
 warnings.filterwarnings("ignore")
 
 
diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
index b3371e41..4bfc7b02 100644
--- a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -1,171 +1,56 @@
 import random
 
-import matplotlib.pyplot as plt
 import numpy as np
 import optuna
 import pandas as pd
-from scipy.interpolate import RBFInterpolator
-from sklearn.ensemble import RandomForestRegressor
-from sklearn.metrics import mean_squared_error
-from sklearn.model_selection import KFold, cross_val_score
+from prettyPlot.plotting import *
 from sklearn.preprocessing import OneHotEncoder
-from tensorflow.keras.layers import Dense
-from tensorflow.keras.models import Sequential
-
-
-def tune_rbf(X, y):
-    def objective(trial):
-        # Tune the RBFInterpolator
-        # kernel - "multiquadric" (Can try other kernels)
-        epsilon = trial.suggest_float("epsilon", 0.1, 10.0, log=False)
-        try:
-            kf = KFold(n_splits=5, shuffle=True, random_state=42)
-            return np.mean(
-                [
-                    mean_squared_error(
-                        y[test],
-                        RBFInterpolator(
-                            X[train],
-                            y[train],
-                            epsilon=epsilon,
-                            kernel="multiquadric",
-                        )(X[test]),
-                    )
-                    for train, test in kf.split(X)
-                ]
-            )
-        except:
-            return float("inf")
-
-    study = optuna.create_study(direction="minimize")
-    study.optimize(objective, n_trials=20)
-    return study.best_params
-
-
-def tune_rf(X, y):
-    # Tune the Random Forest
-    def objective(trial):
-        model = RandomForestRegressor(
-            n_estimators=trial.suggest_int("n_estimators", 50, 200),
-            max_depth=trial.suggest_int("max_depth", 3, 10),
-            min_samples_leaf=trial.suggest_int("min_samples_leaf", 1, 10),
-            random_state=42,
-        )
-        scores = cross_val_score(
-            model, X, y, cv=5, scoring="neg_mean_squared_error"
-        )
-        return -np.mean(scores)
-
-    study = optuna.create_study(direction="minimize")
-    study.optimize(objective, n_trials=20)
-    return study.best_params
-
-
-def tune_nn(X_encoded, y):
-    # Tune the Neural Network
-    def objective(trial):
-        units = trial.suggest_int("n_units", 16, 128)
-        layers = trial.suggest_int("n_layers", 1, 3)
-        kf = KFold(n_splits=5, shuffle=True, random_state=42)
-        mses = []
-        for train, test in kf.split(X_encoded):
-            model = Sequential()
-            model.add(
-                Dense(
-                    units, activation="relu", input_shape=(X_encoded.shape[1],)
-                )
-            )
-            for _ in range(layers - 1):
-                model.add(Dense(units, activation="relu"))
-            model.add(Dense(1))
-            model.compile(optimizer="adam", loss="mse")
-            model.fit(
-                X_encoded[train],
-                y[train],
-                epochs=100,
-                batch_size=16,
-                verbose=0,
-            )
-            mses.append(
-                mean_squared_error(
-                    y[test], model.predict(X_encoded[test]).flatten()
-                )
-            )
-        return np.mean(mses)
-
-    study = optuna.create_study(direction="minimize")
-    study.optimize(objective, n_trials=20)
-    return study.best_params
-
-
-class Surrogatewrapper:
-    # Wrapper that builds the surrogate model and predicts the QOI value for given X
-    def __init__(self, model_type, X, y, params):
-        # Inputs:
-        # model_type = 'rbf' for RBFInterpolator
-        #            = 'rf' for Random Forest
-        #            = 'nn' for Neural Network
-        # X,y = the raw data
-        # params = tune parameter of the surrogate model
-
-        self.model_type = model_type
-        self.encoder = None
 
-        if model_type == "rbf":
-            self.model = RBFInterpolator(
-                X, y, kernel="multiquadric", epsilon=params["epsilon"]
-            )
-        elif model_type == "rf":
-            self.model = RandomForestRegressor(**params, random_state=42)
-            self.model.fit(X, y)
-        elif model_type == "nn":
-            self.encoder = OneHotEncoder(sparse_output=False)
-            X_encoded = self.encoder.fit_transform(X)
-            self.model = self._build_nn(
-                X_encoded.shape[1], params["n_units"], params["n_layers"]
-            )
-            self.model.fit(X_encoded, y, epochs=100, batch_size=16, verbose=0)
-
-    def _build_nn(self, input_dim, units, layers):
-        # Builds the neural network
-        model = Sequential()
-        model.add(Dense(units, activation="relu", input_shape=(input_dim,)))
-        for _ in range(layers - 1):
-            model.add(Dense(units, activation="relu"))
-        model.add(Dense(1))
-        model.compile(optimizer="adam", loss="mse")
-        return model
-
-    def predict(self, X):
-        X = X.reshape(1, -1)
-        if self.model_type == "nn":
-            X = self.encoder.transform(X)
-            return float(self.model.predict(X)[0])
-        elif self.model_type == "rf":
-            return float(self.model.predict(X)[0])
-        else:
-            return float(self.model(X)[0])
+from bird.postprocess.SA_optimization.surrogate import (
+    Surrogate_wrapper,
+    tune_nn,
+    tune_rbf,
+    tune_rf,
+)
 
 
 def simulated_annealing_surrogate(
-    surrogate, dim=12, max_iters=1000, max_spargers=8, temp=10.0, alpha=0.95
-):
-    # Runs the Simulated Annealing (SA) and reports the results
-    # Inputs:
-    # surrogate = tuned surrogate model
-    # dim = dimension of the problem
-    # max_spargers = maximum number of spargers allowed
-    # max_iters = maximum number of iterations for SA
-    # temp = parameter of Simulated Annealing (can be changes for tuned for other problems)
-    #      = max temperature. It controls the exploration rate of SA
-    # alpha = parameter of Simulated Annealing (can be changes for tuned for other problems)
-    #       = cooling rate. It determines how quickly temp decays.
-
-    # Outputs:
-    # x_best = optimal solution
-    # y_best = optimal objective function value
-    # trace = optimization log. Updates at the end of each iteration.
-    # trace_x = tracks how X changes during each iteration.
+    surrogate: Surrogate_wrapper,
+    dim: int = 12,
+    max_iters: int = 1000,
+    max_spargers: int = 8,
+    temp: float = 10.0,
+    alpha: float = 0.95,
+) -> tuple[np.ndarray, float, list[tuple]]:
+    """
+    Runs the Simulated Annealing (SA) constrained by the number of spargers and reports the results
+
+    Parameters
+    ----------
+    surrogate : Surrogate_wrapper
+        tuned surrogate model
+    dim: int
+        dimension of the problem
+    max_iters: int
+        maximum number of iterations for SA
+    max_spargers: int
+        maximum number of spargers (this is a constraint of the optimization problem)
+    temp: float
+        parameter of Simulated Annealing (can be changed or tuned for other problems)
+        max temperature. It controls the exploration rate of SA
+    alpha:
+        parameter of Simulated Annealing (can be changed or tuned for other problems)
+        cooling rate. It determines how quickly temp decays
+
+    Returns
+    ----------
+    x_best: np.ndarray
+        optimal solution
+    y_best: float
+        optimal objective function value
+    trace: list[tuple]
+        optimization log. Updates at the end of each iteration.
+    """
 
     def is_valid(x):
         # Checks if the number of spargers <= max_spargers
@@ -210,23 +95,44 @@ def is_valid(x):
 
 
 def run_optimization(
-    X,
-    y,
-    model_type="rbf",
-    max_spargers=8,
-    n_runs=10,
-    max_iters=1000,
-    bootstrap_size=100,
+    X: np.ndarray,
+    y: np.ndarray,
+    model_type: str = "rbf",
+    max_spargers: int = 8,
+    n_runs: int = 10,
+    max_iters: int = 1000,
+    bootstrap_size: int = 100,
 ):
-    # Bootstraps data, runs optimization and postprocesses the results.
-    # Inputs:
-    # X,y = the raw data
-    # model_type = 'rbf' for RBFInterpolator
-    #            = 'rf' for Random Forest
-    #            = 'nn' for Neural Network
-    # n_runs = number of bootstraps
-    # max_iters = maximum number of SA iterations
-    # bootstrap_size = size of bootstrap samples
+    """
+    Bootstraps data, runs optimization and postprocesses the results.
+
+    Parameters
+    ----------
+    X: np.ndarray
+        Raw design configuration
+        Dimension N by d, where N is the number of simulations,
+                       and d is the number of design variables
+    y: np.ndarray
+        Raw array of quantity of interest
+        Dimension N by 1, where N is the number of simulations
+
+    model_type : str
+        'rbf' for RBFInterpolator
+        'rf' for Random Forest
+        'nn' for Neural Network
+
+    max_spargers: int
+        maximum number of spargers (this is a constraint of the optimization problem)
+    n_runs :int
+        number of bootstraps
+    max_iters: int
+        maximum number of SA iterations
+    bootstrap_size : int
+        size of bootstrap samples
+
+    Returns
+    ----------
+    """
 
     all_x = []
     all_y = []
@@ -254,7 +160,7 @@ def run_optimization(
             raise ValueError("Invalid model_type")
 
         # build the surrogate model
-        surrogate = Surrogatewrapper(model_type, X_sub, y_sub, params)
+        surrogate = Surrogate_wrapper(model_type, X_sub, y_sub, params)
 
         # run optimization
         x_best, y_best, trace = simulated_annealing_surrogate(
@@ -313,35 +219,42 @@ def run_optimization(
         alpha=0.3,
         label="95% CI",
     )
-    plt.xlabel("Iteration")
-    plt.ylabel("Best Surrogate-Predicted Objective")
-    plt.title(
-        f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})"
+    pretty_labels(
+        "Iteration",
+        "Best Surrogate-Predicted Objective",
+        fontsize=16,
+        title=f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})",
+        grid=True,
+        fontname="Times",
     )
-    plt.grid(True)
-    plt.legend()
+    pretty_legend(fontsize=16, fontname="Times")
     plt.savefig(
         f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.png",
         dpi=300,
     )
+    plt.savefig(
+        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.pdf",
+    )
     plt.show()
 
 
-# Read data from the csv file.
-X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
-y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
-
-X = X_raw_data.values
-y = y_raw_data.iloc[:, :-1].values
-y = y * -1
-
-# The function will build, tune, and optimize the surrogate model and postprocess the results.
-run_optimization(
-    X,
-    y,
-    model_type="rbf",
-    max_spargers=8,
-    n_runs=10,
-    max_iters=1000,
-    bootstrap_size=100,
-)
+if __name__ == "__main__":
+    # Read data from the csv file.
+    X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
+    y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
+
+    X = X_raw_data.values
+    y = y_raw_data.iloc[:, :-1].values
+    # We want to maximize, so we minimize the opposite
+    y = y * -1
+
+    # The function will build, tune, and optimize the surrogate model and postprocess the results.
+    run_optimization(
+        X,
+        y,
+        model_type="rbf",
+        max_spargers=8,
+        n_runs=10,
+        max_iters=1000,
+        bootstrap_size=100,
+    )
diff --git a/bird/postprocess/SA_optimization/surrogate.py b/bird/postprocess/SA_optimization/surrogate.py
index 79a3f9c9..1dfec6f9 100644
--- a/bird/postprocess/SA_optimization/surrogate.py
+++ b/bird/postprocess/SA_optimization/surrogate.py
@@ -279,4 +279,3 @@ def predict(self, X):
             return float(self.model.predict(X)[0])
         else:
             return float(self.model(X)[0])
-

From 753582eb01482fcaa92f2e432c0a1a1d9ee1c4ae Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 30 May 2025 15:01:56 -0600
Subject: [PATCH 049/275] ignore pdf from codespelling

---
 .github/linters/.codespellrc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/linters/.codespellrc b/.github/linters/.codespellrc
index a8ac1050..11311016 100644
--- a/.github/linters/.codespellrc
+++ b/.github/linters/.codespellrc
@@ -1,3 +1,3 @@
 [codespell]
-skip = None, .git,OFsolvers,tutorial_cases,experimental_cases,build,_build,__pycache__,data_conditional_mean,Figures,assets
+skip = None, .git,OFsolvers,*.pdf, tutorial_cases,experimental_cases,build,_build,__pycache__,data_conditional_mean,Figures,assets
 ignore-words = .github/linters/.codespell-ignore-words

From d6b0c396ac66af27900bc97ad41315a18a82eeed Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 5 Jun 2025 12:23:03 -0600
Subject: [PATCH 050/275] fix concentration computation and default cstar

---
 tutorial_cases/loop_reactor_mixing/get_qoi.py        |  4 ++--
 tutorial_cases/loop_reactor_mixing/read_history.py   | 12 ++++++++----
 .../get_qoi.py                                       |  4 ++--
 .../read_history.py                                  | 12 ++++++++----
 4 files changed, 20 insertions(+), 12 deletions(-)

diff --git a/tutorial_cases/loop_reactor_mixing/get_qoi.py b/tutorial_cases/loop_reactor_mixing/get_qoi.py
index f36f6f3c..7f3897ed 100644
--- a/tutorial_cases/loop_reactor_mixing/get_qoi.py
+++ b/tutorial_cases/loop_reactor_mixing/get_qoi.py
@@ -150,8 +150,8 @@ def get_qoi_uq(kla_co2, cs_co2, kla_h2, cs_h2):
 nuq = 100
 # mean_cstar_co2 = np.random.uniform(12.6, 13.3, nuq)
 # mean_cstar_h2 = np.random.uniform(0.902, 0.96, nuq)
-mean_cstar_co2 = np.random.uniform(11.9, 13.4, nuq)
-mean_cstar_h2 = np.random.uniform(0.884, 0.943, nuq)
+mean_cstar_co2 = np.random.uniform(14, 16.9, nuq)
+mean_cstar_h2 = np.random.uniform(1.04, 1.19, nuq)
 
 
 tmp_cs_h2 = []
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 264711f8..be754f6c 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -97,11 +97,15 @@ def cliq(caseFolder, timeFolder, nCells, field_dict={}):
     # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
     # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
 
-    c_h2 = 1000 * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
-    c_co2 = 1000 * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+    c_h2 = 1000 * h2_liq[indliq] / 0.002016
+    c_co2 = 1000 * co2_liq[indliq] / 0.04401
 
-    c_h2 = np.sum(c_h2 * volume[indliq]) / np.sum(volume[indliq])
-    c_co2 = np.sum(c_co2 * volume[indliq]) / np.sum(volume[indliq])
+    c_h2 = np.sum(c_h2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
+        volume[indliq] * alpha_liq[indliq]
+    )
+    c_co2 = np.sum(c_co2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
+        volume[indliq] * alpha_liq[indliq]
+    )
 
     return c_co2, c_h2, field_dict
 
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
index 9562cc65..83932c5b 100644
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
@@ -139,8 +139,8 @@ def get_qoi_uq(kla_co2, cs_co2, kla_h2, cs_h2):
 fold = "local"
 
 nuq = 100
-mean_cstar_co2 = np.random.uniform(12.6, 13.3, nuq)
-mean_cstar_h2 = np.random.uniform(0.902, 0.96, nuq)
+mean_cstar_co2 = np.random.uniform(14, 16.9, nuq)
+mean_cstar_h2 = np.random.uniform(1.04, 1.19, nuq)
 
 
 tmp_cs_h2 = []
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index 264711f8..be754f6c 100644
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -97,11 +97,15 @@ def cliq(caseFolder, timeFolder, nCells, field_dict={}):
     # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
     # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
 
-    c_h2 = 1000 * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
-    c_co2 = 1000 * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+    c_h2 = 1000 * h2_liq[indliq] / 0.002016
+    c_co2 = 1000 * co2_liq[indliq] / 0.04401
 
-    c_h2 = np.sum(c_h2 * volume[indliq]) / np.sum(volume[indliq])
-    c_co2 = np.sum(c_co2 * volume[indliq]) / np.sum(volume[indliq])
+    c_h2 = np.sum(c_h2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
+        volume[indliq] * alpha_liq[indliq]
+    )
+    c_co2 = np.sum(c_co2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
+        volume[indliq] * alpha_liq[indliq]
+    )
 
     return c_co2, c_h2, field_dict
 

From df26bd5d269f21025efb7bfcc403f3d98b3d0fe7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 5 Jun 2025 12:25:49 -0600
Subject: [PATCH 051/275] replace script in data gen

---
 .../get_qoi.py                                       |  4 ++--
 .../read_history.py                                  | 12 ++++++++----
 2 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
index 9562cc65..83932c5b 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
@@ -139,8 +139,8 @@ def get_qoi_uq(kla_co2, cs_co2, kla_h2, cs_h2):
 fold = "local"
 
 nuq = 100
-mean_cstar_co2 = np.random.uniform(12.6, 13.3, nuq)
-mean_cstar_h2 = np.random.uniform(0.902, 0.96, nuq)
+mean_cstar_co2 = np.random.uniform(14, 16.9, nuq)
+mean_cstar_h2 = np.random.uniform(1.04, 1.19, nuq)
 
 
 tmp_cs_h2 = []
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index 264711f8..be754f6c 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -97,11 +97,15 @@ def cliq(caseFolder, timeFolder, nCells, field_dict={}):
     # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
     # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
 
-    c_h2 = 1000 * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
-    c_co2 = 1000 * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
+    c_h2 = 1000 * h2_liq[indliq] / 0.002016
+    c_co2 = 1000 * co2_liq[indliq] / 0.04401
 
-    c_h2 = np.sum(c_h2 * volume[indliq]) / np.sum(volume[indliq])
-    c_co2 = np.sum(c_co2 * volume[indliq]) / np.sum(volume[indliq])
+    c_h2 = np.sum(c_h2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
+        volume[indliq] * alpha_liq[indliq]
+    )
+    c_co2 = np.sum(c_co2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
+        volume[indliq] * alpha_liq[indliq]
+    )
 
     return c_co2, c_h2, field_dict
 

From a9644c69bbde674580abc925c00faaeb0d327ef7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 5 Jun 2025 12:37:29 -0600
Subject: [PATCH 052/275] save optim results to folder, and remove tmp files

---
 .../Xdata_study_scaleup_0_4vvm_3000W.csv      | 185 ------------------
 bird/postprocess/SA_optimization/get_csv.py   |  10 +-
 .../SA_optimization/get_optimal.py            |  81 ++++++--
 .../get_optimal_with_constraint.py            |  61 +++---
 bird/postprocess/SA_optimization/results.pkl  | Bin 5208 -> 0 bytes
 bird/postprocess/SA_optimization/temp         |   1 -
 .../ydata_study_scaleup_0_4vvm_3000W.csv      | 185 ------------------
 7 files changed, 109 insertions(+), 414 deletions(-)
 delete mode 100644 bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv
 delete mode 100644 bird/postprocess/SA_optimization/results.pkl
 delete mode 100644 bird/postprocess/SA_optimization/temp
 delete mode 100644 bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv

diff --git a/bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv b/bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv
deleted file mode 100644
index 771f8ccf..00000000
--- a/bird/postprocess/SA_optimization/Xdata_study_scaleup_0_4vvm_3000W.csv
+++ /dev/null
@@ -1,185 +0,0 @@
-0,1,0,1,0,0,2,2,2,2,0
-0,2,2,2,2,2,0,1,0,0,0
-2,1,0,1,2,0,0,1,1,0,1
-0,1,1,2,0,1,1,2,1,1,0
-0,2,2,2,2,1,1,1,0,2,0
-0,1,2,2,1,1,0,2,2,1,0
-2,0,2,1,0,2,1,1,1,2,2
-0,2,1,1,0,0,2,0,0,1,0
-0,0,0,1,1,1,1,0,2,2,2
-0,2,0,2,1,0,2,2,1,2,1
-2,2,1,1,0,2,2,2,0,1,1
-0,1,0,1,2,0,2,1,1,1,1
-2,1,1,0,0,1,2,1,1,2,1
-1,2,0,1,1,2,2,2,2,1,0
-1,1,0,0,0,2,2,0,2,1,2
-1,1,0,1,0,0,2,0,2,0,1
-0,1,2,2,2,0,1,2,2,1,0
-2,1,2,0,1,1,2,0,1,0,0
-0,1,1,0,0,0,2,2,2,2,1
-2,2,0,1,0,2,2,2,1,0,1
-0,2,0,2,1,2,2,0,0,1,2
-0,1,2,1,1,2,0,2,0,0,2
-1,1,0,1,0,2,1,2,1,1,0
-2,2,2,1,1,0,2,2,1,2,0
-2,2,1,1,1,2,1,2,1,1,0
-1,1,2,1,1,1,1,0,2,1,1
-0,0,2,1,2,0,1,0,0,0,1
-0,0,2,0,1,0,2,0,0,1,2
-0,1,0,1,1,0,2,1,0,1,0
-1,2,2,1,0,2,2,1,0,1,2
-0,0,1,2,1,1,1,2,2,1,2
-0,0,1,1,2,0,1,0,2,2,1
-2,0,0,2,1,0,2,0,0,2,1
-0,2,0,1,0,1,1,2,0,2,1
-0,1,2,2,1,0,1,0,2,2,1
-2,1,2,2,1,1,0,1,0,2,0
-1,2,2,2,1,2,2,0,2,1,0
-0,0,0,2,1,0,0,2,2,1,1
-1,0,0,0,1,0,0,2,2,1,1
-2,2,0,0,0,0,2,2,2,2,1
-2,1,2,1,2,2,1,0,1,2,1
-2,2,1,2,2,0,1,1,0,2,2
-2,1,0,2,2,2,1,1,0,1,1
-1,0,0,1,2,2,1,1,2,0,0
-1,2,2,0,2,0,1,1,0,0,2
-1,1,0,2,1,0,2,0,0,1,2
-1,2,0,1,1,0,1,1,0,2,0
-1,2,0,1,1,0,2,2,2,2,2
-1,2,1,2,2,1,1,2,2,0,1
-0,1,1,0,0,1,0,1,1,2,2
-0,0,0,1,0,0,0,0,1,0,2
-0,1,1,1,0,2,2,2,0,1,0
-1,0,1,0,1,1,2,0,2,0,2
-0,1,0,1,2,0,1,1,2,2,0
-2,0,2,1,2,1,0,2,2,0,2
-0,2,1,1,2,1,2,2,2,2,0
-0,1,0,2,2,0,0,0,2,2,2
-2,0,1,1,0,2,1,1,1,1,2
-2,2,1,1,1,2,1,1,2,2,0
-0,0,0,0,0,1,0,2,2,0,0
-0,0,0,2,2,1,0,2,0,1,1
-1,2,0,0,2,2,2,2,0,1,0
-1,1,2,0,2,2,1,0,1,0,0
-1,0,0,2,0,1,0,0,2,0,0
-2,1,2,1,0,1,2,1,1,2,2
-1,0,2,0,2,1,1,2,0,1,2
-1,0,2,0,2,0,0,0,2,2,1
-2,0,2,1,1,2,0,0,2,1,0
-1,0,1,0,2,0,2,2,1,0,2
-0,1,2,1,0,0,0,2,1,1,2
-0,0,1,0,2,1,0,0,1,0,2
-1,0,0,0,1,2,1,2,0,2,1
-0,2,1,0,0,1,1,1,0,0,0
-2,0,2,1,0,0,0,0,0,1,1
-1,0,0,1,1,2,2,1,2,1,0
-2,2,1,2,2,0,2,1,1,2,2
-0,2,2,1,2,0,1,1,2,0,1
-1,0,2,1,1,2,0,0,1,0,0
-1,0,1,1,0,1,1,2,1,1,1
-1,1,0,1,1,2,2,0,0,2,0
-1,0,2,2,2,1,1,1,1,2,1
-1,1,2,1,0,0,1,1,2,2,1
-0,1,0,0,2,1,0,1,2,0,2
-0,0,0,2,2,1,2,0,2,1,1
-2,0,2,1,1,1,0,0,0,0,1
-2,0,0,1,2,1,1,1,0,1,1
-1,0,1,0,0,0,0,1,1,0,0
-0,1,2,1,2,0,2,0,1,2,1
-0,0,2,1,0,0,2,1,1,2,1
-0,2,1,1,1,0,2,0,2,0,2
-2,1,1,2,0,0,0,1,1,0,0
-2,1,1,0,2,1,0,0,0,1,0
-0,2,1,0,0,1,2,2,2,0,2
-1,0,2,0,1,0,2,0,2,2,0
-1,1,1,1,2,2,1,0,1,0,0
-1,0,1,0,2,2,1,2,0,1,0
-2,0,2,2,1,2,1,0,2,0,2
-2,1,1,1,0,0,0,1,0,1,0
-1,1,1,1,2,1,2,1,0,0,2
-2,0,2,2,2,1,1,2,0,1,1
-0,1,1,2,2,1,2,2,1,0,0
-0,0,1,1,2,2,0,1,1,0,2
-2,2,2,1,0,0,1,1,2,2,1
-2,0,1,2,0,1,0,1,1,2,2
-0,1,0,2,2,1,2,1,1,1,0
-1,1,2,1,1,0,2,0,1,0,2
-2,1,0,0,1,2,2,2,2,1,0
-2,2,0,0,1,1,1,1,1,0,0
-2,0,1,1,1,1,1,0,1,2,0
-1,2,2,1,2,1,2,2,2,0,1
-1,0,2,0,1,0,1,1,0,0,0
-2,1,0,1,0,1,0,1,2,2,2
-0,1,2,2,0,0,1,1,2,2,1
-1,2,1,1,1,1,1,2,0,1,0
-2,2,1,1,2,2,1,2,0,2,2
-2,2,0,2,0,1,1,0,0,0,2
-1,2,2,0,0,2,0,0,1,1,2
-2,1,2,2,1,0,0,2,1,0,1
-1,1,2,0,0,2,2,0,0,0,2
-0,2,0,0,2,0,2,0,1,2,2
-0,1,0,0,0,1,2,1,0,0,2
-1,2,0,2,2,0,2,2,1,1,1
-2,0,1,0,2,1,1,1,2,2,2
-0,0,1,0,2,0,0,1,2,1,2
-0,1,0,1,2,1,2,2,0,0,2
-2,2,2,2,0,1,1,1,1,0,2
-2,2,2,2,0,1,1,2,0,1,0
-1,2,1,1,0,1,0,0,2,0,2
-0,1,0,0,1,0,2,1,0,0,0
-2,2,1,1,2,2,2,2,0,2,2
-0,2,2,0,1,2,2,0,2,0,0
-0,1,0,1,2,1,1,1,2,2,2
-0,1,2,2,1,2,0,1,0,0,2
-1,0,1,0,0,2,1,1,0,2,1
-2,0,1,0,0,0,1,1,0,0,0
-2,2,2,1,0,2,1,2,0,0,2
-2,0,1,0,2,2,0,2,0,2,2
-0,0,0,1,2,2,2,0,0,1,2
-0,2,0,1,2,0,1,1,0,2,1
-0,1,2,0,2,0,1,1,2,0,1
-1,1,1,0,0,1,2,2,1,1,1
-2,1,2,0,0,1,0,0,0,2,2
-2,1,2,2,2,1,2,0,0,2,2
-0,0,0,2,0,1,1,1,0,0,1
-0,2,0,2,2,2,2,2,0,1,1
-2,2,2,0,1,1,1,0,1,0,0
-1,0,1,1,2,2,2,1,0,0,0
-2,1,2,2,1,1,0,0,1,1,2
-0,1,2,1,2,1,0,0,1,1,2
-1,2,2,0,1,2,2,0,1,1,0
-0,2,2,0,0,1,0,2,2,2,0
-1,2,2,2,1,2,2,2,0,1,0
-1,0,2,1,2,2,2,2,1,1,2
-2,0,2,0,1,1,1,2,1,2,1
-0,1,0,1,0,1,1,2,1,2,1
-2,2,0,1,2,2,2,2,0,2,2
-1,0,2,2,0,1,1,0,0,0,1
-0,0,0,1,2,0,2,1,2,0,2
-0,0,0,1,2,2,2,0,1,1,0
-0,1,0,1,1,0,0,1,1,0,1
-2,0,2,0,1,0,0,2,1,2,2
-1,0,1,2,2,1,0,0,1,2,0
-2,0,2,0,1,0,0,1,2,1,0
-1,0,1,0,0,1,0,0,2,1,0
-2,1,2,2,0,1,1,2,2,1,2
-2,1,2,1,1,0,1,0,1,2,2
-1,0,0,2,2,0,1,1,1,1,0
-1,0,2,1,2,0,2,2,2,2,2
-1,0,0,0,2,1,2,0,0,0,2
-1,0,0,2,2,2,0,1,2,0,0
-0,1,1,0,2,2,1,2,1,1,0
-1,2,2,2,2,0,1,0,2,2,2
-1,0,1,1,2,1,2,0,1,1,1
-1,1,0,2,2,1,1,1,2,2,1
-2,2,1,0,2,2,2,0,1,2,1
-1,0,0,0,1,2,0,1,2,0,1
-0,1,2,0,2,2,1,1,0,1,2
-1,2,1,2,2,0,2,0,0,0,2
-0,0,0,1,2,2,1,0,1,0,1
-2,0,1,0,1,2,0,0,2,1,1
-1,0,0,2,2,0,2,1,0,0,1
-1,0,1,1,0,2,2,2,1,2,0
-0,0,1,1,0,2,1,1,0,1,0
-2,2,1,0,2,0,0,1,0,1,1
-1,1,0,1,2,0,1,2,2,0,0
diff --git a/bird/postprocess/SA_optimization/get_csv.py b/bird/postprocess/SA_optimization/get_csv.py
index 1876d485..71040989 100644
--- a/bird/postprocess/SA_optimization/get_csv.py
+++ b/bird/postprocess/SA_optimization/get_csv.py
@@ -31,8 +31,8 @@ def get_config_result(study_fold: str = ".") -> None:
     count = 0
 
     # Save data into CSV files
-    xfname = f"Xdata_{study_fold}.csv"
-    yfname = f"ydata_{study_fold}.csv"
+    xfname = os.path.join(study_fold, f"Xdata.csv")
+    yfname = os.path.join(study_fold, f"ydata.csv")
     with open(xfname, "w", newline="") as csvfile:
         writer = csv.writer(csvfile)
         for sims in results:
@@ -52,6 +52,10 @@ def get_config_result(study_fold: str = ".") -> None:
 
 
 if __name__ == "__main__":
-    studies = {"study_scaleup_0_4vvm_3000W": r"0.0036$m^3$ 0.4vvm 0W"}
+    studies = {
+        "study_scaleup_0_4vvm_3000W": r"608$m^3$ 0.4vvm 3000W",
+        "study_scaleup_0_1vvm_6000W": r"608$m^3$ 0.1vvm 6000W",
+        "study_0_4vvm_1W": r"0.00361$m^3$ 0.4vvm 1W",
+    }
     for study in studies:
         get_config_result(study)
diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
index b667fbb9..0fdf2137 100644
--- a/bird/postprocess/SA_optimization/get_optimal.py
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -1,3 +1,4 @@
+import os
 import random
 import warnings
 
@@ -90,6 +91,7 @@ def run_optimization(
     n_runs: int = 10,
     max_iters: int = 1000,
     bootstrap_size: int = 100,
+    out_folder: str = ".",
 ):
     """
     Bootstraps data, runs optimization and postprocesses the results.
@@ -115,6 +117,8 @@ def run_optimization(
         maximum number of SA iterations
     bootstrap_size : int
         size of bootstrap samples
+    out_folder: str
+        folder where to output the results
 
     Returns
     ----------
@@ -175,7 +179,10 @@ def run_optimization(
         ]
     )
     df.to_csv(
-        f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}.csv",
+        os.path.join(
+            out_folder,
+            f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}.csv",
+        ),
         index=False,
     )
 
@@ -211,11 +218,17 @@ def run_optimization(
     )
     pretty_legend(fontsize=16, fontname="Times")
     plt.savefig(
-        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.png",
+        os.path.join(
+            out_folder,
+            f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.png",
+        ),
         dpi=300,
     )
     plt.savefig(
-        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.pdf",
+        os.path.join(
+            out_folder,
+            f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}.pdf",
+        ),
     )
     plt.show()
 
@@ -255,24 +268,56 @@ def run_optimization(
     pretty_legend(fontsize=16, fontname="Times")
     plt.tight_layout()
     plt.savefig(
-        f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.png", dpi=300
+        os.path.join(
+            out_folder,
+            f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.png",
+        ),
+        dpi=300,
+    )
+    plt.savefig(
+        os.path.join(
+            out_folder,
+            f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.pdf",
+        )
     )
-    plt.savefig(f"Mean_L1_distance_{model_type}_size_{bootstrap_size}.pdf")
     plt.show()
 
 
 if __name__ == "__main__":
 
-    # Read data from the csv file.
-    X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
-    y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
-
-    X = X_raw_data.values
-    y = y_raw_data.iloc[:, :-1].values
-    # We want to maximize, so we minimize the opposite
-    y = y * -1
-
-    # The function will build, tune, and optimize the surrogate model and postprocess the results.
-    run_optimization(
-        X, y, model_type="rbf", n_runs=10, max_iters=1000, bootstrap_size=150
-    )
+    # studies = ["study_scaleup_0_4vvm_3000W", "study_scaleup_0_1vvm_6000W", "study_0_4vvm_1W"]
+    studies = ["study_scaleup_0_1vvm_6000W", "study_0_4vvm_1W"]
+    # studies = ["study_scaleup_0_4vvm_3000W"]
+
+    for study in studies:
+        # Read data from the csv file.
+        X_raw_data = pd.read_csv(os.path.join(study, "Xdata.csv"))
+        y_raw_data = pd.read_csv(os.path.join(study, "ydata.csv"))
+
+        X = X_raw_data.values
+        y = y_raw_data.iloc[:, :-1].values
+        # We want to maximize, so we minimize the opposite
+        y = y * -1
+
+        # The function will build, tune, and optimize the surrogate model and postprocess the results.
+        run_optimization(
+            X,
+            y,
+            model_type="rbf",
+            n_runs=10,
+            max_iters=1000,
+            bootstrap_size=150,
+            out_folder=study,
+        )
+        run_optimization(
+            X,
+            y,
+            model_type="rf",
+            n_runs=10,
+            max_iters=1000,
+            bootstrap_size=150,
+            out_folder=study,
+        )
+        # run_optimization(
+        #    X, y, model_type="nn", n_runs=10, max_iters=1000, bootstrap_size=150, out_folder=study
+        # )
diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
index 4bfc7b02..b4ec9b52 100644
--- a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -1,3 +1,4 @@
+import os
 import random
 
 import numpy as np
@@ -102,6 +103,7 @@ def run_optimization(
     n_runs: int = 10,
     max_iters: int = 1000,
     bootstrap_size: int = 100,
+    out_folder: str = ".",
 ):
     """
     Bootstraps data, runs optimization and postprocesses the results.
@@ -129,6 +131,8 @@ def run_optimization(
         maximum number of SA iterations
     bootstrap_size : int
         size of bootstrap samples
+    out_folder: str
+        folder where to output the results
 
     Returns
     ----------
@@ -190,7 +194,10 @@ def run_optimization(
         ]
     )
     df.to_csv(
-        f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.csv",
+        os.path.join(
+            out_folder,
+            f"best_bootstrap_solution_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.csv",
+        ),
         index=False,
     )
 
@@ -229,32 +236,42 @@ def run_optimization(
     )
     pretty_legend(fontsize=16, fontname="Times")
     plt.savefig(
-        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.png",
+        os.path.join(
+            out_folder,
+            f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.png",
+        ),
         dpi=300,
     )
     plt.savefig(
-        f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.pdf",
+        os.path.join(
+            out_folder,
+            f"Mean_Convergence_plot_{model_type}_size_{bootstrap_size}_max_spargers_{max_spargers}.pdf",
+        ),
     )
     plt.show()
 
 
 if __name__ == "__main__":
-    # Read data from the csv file.
-    X_raw_data = pd.read_csv("Xdata_study_scaleup_0_4vvm_3000W.csv")
-    y_raw_data = pd.read_csv("ydata_study_scaleup_0_4vvm_3000W.csv")
-
-    X = X_raw_data.values
-    y = y_raw_data.iloc[:, :-1].values
-    # We want to maximize, so we minimize the opposite
-    y = y * -1
-
-    # The function will build, tune, and optimize the surrogate model and postprocess the results.
-    run_optimization(
-        X,
-        y,
-        model_type="rbf",
-        max_spargers=8,
-        n_runs=10,
-        max_iters=1000,
-        bootstrap_size=100,
-    )
+    studies = ["study_scaleup_0_4vvm_3000W"]
+
+    for study in studies:
+        for nsparg in [1, 2, 3, 4, 5, 6, 7, 8]:
+            X_raw_data = pd.read_csv(os.path.join(study, "Xdata.csv"))
+            y_raw_data = pd.read_csv(os.path.join(study, "ydata.csv"))
+
+            X = X_raw_data.values
+            y = y_raw_data.iloc[:, :-1].values
+            # We want to maximize, so we minimize the opposite
+            y = y * -1
+
+            # The function will build, tune, and optimize the surrogate model and postprocess the results.
+            run_optimization(
+                X,
+                y,
+                model_type="rbf",
+                max_spargers=nsparg,
+                n_runs=10,
+                max_iters=1000,
+                bootstrap_size=150,
+                out_folder=study,
+            )
diff --git a/bird/postprocess/SA_optimization/results.pkl b/bird/postprocess/SA_optimization/results.pkl
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diff --git a/bird/postprocess/SA_optimization/temp b/bird/postprocess/SA_optimization/temp
deleted file mode 100644
index 78981922..00000000
--- a/bird/postprocess/SA_optimization/temp
+++ /dev/null
@@ -1 +0,0 @@
-a
diff --git a/bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv b/bird/postprocess/SA_optimization/ydata_study_scaleup_0_4vvm_3000W.csv
deleted file mode 100644
index e224b58a..00000000
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+++ /dev/null
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-9.32461479951292,0.29381079716589753
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-11.21961903186075,0.3243213919583699
-4.66559471266868,0.1327459953758173
-8.65681333512524,0.2849376420634901
-10.051156775736247,0.33207149084178794
-10.559178404056045,0.31681027963019587
-9.170860767688787,0.2863959162680961
-12.08392615370928,0.3370654696996921
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-7.275149264066791,0.2572700464241981

From 73245febea4d164df8a89c174749419e96d2b4a4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 9 Jun 2025 08:31:26 -0600
Subject: [PATCH 053/275] add script to generate paper figures

---
 .../SA_optimization/get_optimal.py            | 30 +++++++++----------
 .../SA_optimization/plot_qoi_vs_sparg.py      | 13 ++++++++
 2 files changed, 28 insertions(+), 15 deletions(-)
 create mode 100644 bird/postprocess/SA_optimization/plot_qoi_vs_sparg.py

diff --git a/bird/postprocess/SA_optimization/get_optimal.py b/bird/postprocess/SA_optimization/get_optimal.py
index 0fdf2137..2aafa6f4 100644
--- a/bird/postprocess/SA_optimization/get_optimal.py
+++ b/bird/postprocess/SA_optimization/get_optimal.py
@@ -193,7 +193,7 @@ def run_optimization(
     upper_bound = mean_trace + 1.96 * std_trace / np.sqrt(n_runs)
     iterations = np.arange(max_iters + 1)
 
-    plt.figure(figsize=(8, 4))
+    plt.figure(figsize=(8, 6))
     plt.plot(
         iterations,
         mean_trace,
@@ -210,13 +210,13 @@ def run_optimization(
     )
     pretty_labels(
         "Iteration",
-        "Best Surrogate-Predicted Objective",
-        fontsize=16,
+        r"Predicted QOI [kg$^2$/kWh$^2$]",
+        fontsize=20,
         title=f"Mean Convergence with 95% Confidence Interval ({model_type.upper()})",
         grid=True,
         fontname="Times",
     )
-    pretty_legend(fontsize=16, fontname="Times")
+    pretty_legend(fontsize=20, fontname="Times")
     plt.savefig(
         os.path.join(
             out_folder,
@@ -286,8 +286,8 @@ def run_optimization(
 if __name__ == "__main__":
 
     # studies = ["study_scaleup_0_4vvm_3000W", "study_scaleup_0_1vvm_6000W", "study_0_4vvm_1W"]
-    studies = ["study_scaleup_0_1vvm_6000W", "study_0_4vvm_1W"]
-    # studies = ["study_scaleup_0_4vvm_3000W"]
+    # studies = ["study_scaleup_0_1vvm_6000W", "study_0_4vvm_1W"]
+    studies = ["study_scaleup_0_4vvm_3000W", "study_0_4vvm_1W"]
 
     for study in studies:
         # Read data from the csv file.
@@ -309,15 +309,15 @@ def run_optimization(
             bootstrap_size=150,
             out_folder=study,
         )
-        run_optimization(
-            X,
-            y,
-            model_type="rf",
-            n_runs=10,
-            max_iters=1000,
-            bootstrap_size=150,
-            out_folder=study,
-        )
+        # run_optimization(
+        #    X,
+        #    y,
+        #    model_type="rf",
+        #    n_runs=10,
+        #    max_iters=1000,
+        #    bootstrap_size=150,
+        #    out_folder=study,
+        # )
         # run_optimization(
         #    X, y, model_type="nn", n_runs=10, max_iters=1000, bootstrap_size=150, out_folder=study
         # )
diff --git a/bird/postprocess/SA_optimization/plot_qoi_vs_sparg.py b/bird/postprocess/SA_optimization/plot_qoi_vs_sparg.py
new file mode 100644
index 00000000..b05b85fc
--- /dev/null
+++ b/bird/postprocess/SA_optimization/plot_qoi_vs_sparg.py
@@ -0,0 +1,13 @@
+import numpy as np
+from prettyPlot.plotting import *
+
+nsparg = [1, 2, 3, 4, 5, 6, 7, 8]
+qoi_opt = [13.485, 14.276, 14.635, 15.692, 16.072, 17.657, 19.349, 20.712]
+
+fig = plt.figure()
+plt.plot(nsparg, qoi_opt, linewidth=3, color="k")
+pretty_labels(
+    r"N$_{\rm sparg}$", r"Optimal QOI [kg$^2$/kWh$^2$]", 20, fontname="Times"
+)
+plt.savefig("marginal_gain.png")
+plt.savefig("marginal_gain.pdf")

From 0b290671d342f13a1bf7303930476c2dcd626de9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 16 Jun 2025 09:23:27 -0600
Subject: [PATCH 054/275] remove tabs

---
 .../base_tank/tank_par.yaml                   | 34 +++++++++----------
 1 file changed, 17 insertions(+), 17 deletions(-)

diff --git a/bird/meshing/stirred_tank_mesh_templates/base_tank/tank_par.yaml b/bird/meshing/stirred_tank_mesh_templates/base_tank/tank_par.yaml
index 3afc6376..69b86f12 100644
--- a/bird/meshing/stirred_tank_mesh_templates/base_tank/tank_par.yaml
+++ b/bird/meshing/stirred_tank_mesh_templates/base_tank/tank_par.yaml
@@ -1,23 +1,23 @@
 geometry:
-    Dt:        0.26		# Tank diameter  [m]
-    Da:        0.0866667	# Impleller tip Diameter  [m]
-    H:         0.39		# Height of the reactor  [m]
-    nimpellers:	1
-    C: 		[0.0866667]	# height of the center of impellers [m]
-    W:		0.026		# impeller blade width [m]
-    L:		0.013		# impeller blade length (beyond the hub) [m]
-    Lin:	0.013		# impeller blade length (inside the hub)
-    J:		0.026		# Baffle width
-    Wh:		0.0026		# Hub height (Width)
-    polyrad:	0.00866667	# Stem radius (R_shaft)
-    Z0:		0.0		# bottom of reactor
-    nbaffles:	6		# number of baffles and impeller fins
+    Dt:         0.26           # Tank diameter  [m]
+    Da:         0.0866667      # Impleller tip Diameter  [m]
+    H:          0.39           # Height of the reactor  [m]
+    nimpellers: 1
+    C:          [0.0866667]    # height of the center of impellers [m]
+    W:          0.026          # impeller blade width [m]
+    L:          0.013          # impeller blade length (beyond the hub) [m]
+    Lin:        0.013          # impeller blade length (inside the hub)
+    J:          0.026          # Baffle width
+    Wh:         0.0026         # Hub height (Width)
+    polyrad:    0.00866667     # Stem radius (R_shaft)
+    Z0:         0.0            # bottom of reactor
+    nbaffles:   6              # number of baffles and impeller fins
  
 mesh:
-    nr:		120		# mesh points per unit radial length
-    nz:		240		# mesh points per unit axial length
-    Npoly:	4		# mesh points in the polygon at the axis
-    Na:		6		# mesh points in the azimuthal direction
+    nr:         120            # mesh points per unit radial length
+    nz:         240            # mesh points per unit axial length
+    Npoly:      4              # mesh points in the polygon at the axis
+    Na:         6              # mesh points in the azimuthal direction
     
 
 

From 5af30ba8c795a344f316a51590494b43df5dd0d0 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 16 Jun 2025 09:23:49 -0600
Subject: [PATCH 055/275] add a check for tabs in yaml files

---
 bird/meshing/_mesh_tools.py | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index 61618b2f..4d6044f8 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -1,4 +1,5 @@
 import json
+import os
 import sys
 from pathlib import Path
 
@@ -12,7 +13,31 @@ def parseJsonFile(input_filename):
     return inpt
 
 
+def check_for_tabs_in_yaml(file_path: str) -> None:
+    """
+    Checks if a YAML file contains any tab characters.
+    Raises a ValueError if tabs found.
+
+    Parameters
+    ----------
+    file_path: str
+        path to yaml filename
+    """
+
+    with open(file_path, "r", encoding="utf-8") as f:
+        lines = f.readlines()
+    for iline, line in enumerate(lines):
+        if "\t" in line:
+            raise ValueError(
+                f"Tab character found on line {iline} of '{file_path}'. "
+                "YAML files must use spaces for indentation."
+            )
+
+
 def parseYAMLFile(input_filename):
+    if not os.path.exists(input_filename):
+        raise FileNotFoundError(input_filename)
+    check_for_tabs_in_yaml(input_filename)
     yaml = YAML(typ="safe")
     inpt = yaml.load(Path(input_filename))
     return inpt

From c4a09ec180554393ca00c4199380f3f25eda05cf Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 16 Jun 2025 09:24:21 -0600
Subject: [PATCH 056/275] use the yaml parse function instead of rewriting it

---
 bird/meshing/_stirred_tank_reactor.py | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/bird/meshing/_stirred_tank_reactor.py b/bird/meshing/_stirred_tank_reactor.py
index dc3f2db5..265c8b41 100644
--- a/bird/meshing/_stirred_tank_reactor.py
+++ b/bird/meshing/_stirred_tank_reactor.py
@@ -2,7 +2,8 @@
 from pathlib import Path
 
 import numpy as np
-from ruamel.yaml import YAML
+
+from bird.meshing._mesh_tools import parseYAMLFile
 
 
 class StirredTankReactor:
@@ -133,11 +134,6 @@ def __init__(
     def from_file(cls, yamlfile):
         if ".yaml" not in yamlfile:
             yamlfile += ".yaml"
-        if os.path.exists(yamlfile):
-            yamlpath = Path(yamlfile)
-        else:
-            raise FileNotFoundError(yamlfile)
-        yaml = YAML(typ="safe")
-        in_dict = yaml.load(yamlpath)
+        in_dict = parseYAMLFile(yamlfile)
         react_dict = {**in_dict["geometry"], **in_dict["mesh"]}
         return cls(**react_dict)

From e8fddb569e345c1358f6ed65bfbf94a69a227cc4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 16 Jun 2025 14:31:20 -0600
Subject: [PATCH 057/275] sparger overlap capability

---
 bird/preprocess/json_gen/generate_designs.py | 10 +++++++++-
 fixFormat.sh                                 |  3 ++-
 tests/preprocess/test_case_gen.py            | 12 ++++++++++++
 3 files changed, 23 insertions(+), 2 deletions(-)

diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 099959f5..461e072c 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -371,6 +371,7 @@ def check_sparger_config(
     sparger_spacing: float,
     edge_spacing: float,
     n_branches: int,
+    bypass_sparger_spacing: bool,
 ) -> None:
     """
     Check realizability of the sparger placement configuration
@@ -390,6 +391,8 @@ def check_sparger_config(
         Spacing required between any sparger and the edges of the branches [-]
     n_branches : int
         Number of loop reactor branches
+    bypass_sparger_spacing: bool
+        If true, allow an overlap of spargers
     """
 
     # Check that number of spargers is consistent
@@ -424,7 +427,8 @@ def check_sparger_config(
 
     # Check that spargers are sufficiently spaced out
     assert sparger_spacing >= 0
-    assert all(np.diff(np.sort(np.array(sparger_locs))) >= sparger_spacing)
+    if not bypass_sparger_spacing:
+        assert all(np.diff(np.sort(np.array(sparger_locs))) >= sparger_spacing)
 
 
 def generate_single_scaledup_reactor_sparger_cases(
@@ -438,6 +442,7 @@ def generate_single_scaledup_reactor_sparger_cases(
     vvm: float = 0.4,
     study_folder: str = ".",
     template_folder: str = "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+    bypass_sparger_spacing: bool = False,
 ):
     """
     Generates loop reactor case with desired sparger placement configuration
@@ -465,6 +470,8 @@ def generate_single_scaledup_reactor_sparger_cases(
         Where to generate the case
     template_folder: str
         The case template to start from
+    bypass_sparger_spacing: bool
+        If true, allow an overlap of spargers
     """
 
     # Sanity checks
@@ -474,6 +481,7 @@ def generate_single_scaledup_reactor_sparger_cases(
         sparger_spacing=sparger_spacing,
         edge_spacing=edge_spacing,
         n_branches=n_branches,
+        bypass_sparger_spacing=bypass_sparger_spacing,
     )
 
     # Find on which branch is each sparger
diff --git a/fixFormat.sh b/fixFormat.sh
index 26867ddc..9f62dae5 100644
--- a/fixFormat.sh
+++ b/fixFormat.sh
@@ -1,4 +1,5 @@
 source .github/linters/formatting.sh
 
-format .
+format bird
+format applications
 
diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 563a6ba3..29729d46 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -22,6 +22,18 @@ def test_continuous_loop():
         ),
     )
 
+    generate_single_scaledup_reactor_sparger_cases(
+        sparger_locs=[0.3, 0.35],
+        sim_id=0,
+        vvm=0.4,
+        study_folder="sparger_overlap",
+        template_folder=os.path.join(
+            BIRD_CASE_GEN_DATA_DIR,
+            "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+        ),
+        bypass_sparger_spacing=True,
+    )
+
 
 def test_discrete_loop():
 

From 427f16374b69812a3ec488a382321e29ba6acf6f Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 16 Jun 2025 15:01:57 -0600
Subject: [PATCH 058/275] add overlapping patches to doc

---
 docs/assets/overlap_patches.png | Bin 0 -> 122320 bytes
 docs/source/preprocess.rst      |  18 ++++++++++++++++++
 2 files changed, 18 insertions(+)
 create mode 100644 docs/assets/overlap_patches.png

diff --git a/docs/assets/overlap_patches.png b/docs/assets/overlap_patches.png
new file mode 100644
index 0000000000000000000000000000000000000000..1579423b2a5f60ab9afb29e2526c1037f9dc6fc3
GIT binary patch
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diff --git a/docs/source/preprocess.rst b/docs/source/preprocess.rst
index db6e79f8..0c353a78 100644
--- a/docs/source/preprocess.rst
+++ b/docs/source/preprocess.rst
@@ -41,6 +41,24 @@ Edit the json files that are read when generating the mesh. In the case ``tutori
    }
 
 
+What if the STL patches overlap?
+^^^^^^^^^^^^^^^
+
+If STL patches are defined such that there is an overlap between patches, the final patch will be the union of the overlapping patches.
+In case of an overlap, the final patch will be therefore smaller than without an overlap.
+An example of this behavior is shown below for a U-loop reactor.
+ 
+In this case, the inlet (highlighted in red) contain 2 circular spargers. On the left, the two spargers contain an overlap and on the right they are disjoint. The inlet patch surface area is 13% smaller on the left than the right, but both simulations successfully run.
+
+.. figure:: ../assets/overlap_patches.png
+     :width: 70%
+     :align: center
+     :name: fig-stl-patch
+     :target: ../assets/overlap_patches.png
+     :alt: Overlapping STL patch
+
+
+
 Related tutorials
 ^^^^^^^^^^^^^^^
 

From 656107645f4620fddbb376a7d60dd7272f308194 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 16 Jun 2025 15:05:16 -0600
Subject: [PATCH 059/275] larger image

---
 docs/assets/overlap_patches.png | Bin 122320 -> 64780 bytes
 docs/source/preprocess.rst      |   2 +-
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/assets/overlap_patches.png b/docs/assets/overlap_patches.png
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diff --git a/docs/source/preprocess.rst b/docs/source/preprocess.rst
index 0c353a78..eb67a45d 100644
--- a/docs/source/preprocess.rst
+++ b/docs/source/preprocess.rst
@@ -51,7 +51,7 @@ An example of this behavior is shown below for a U-loop reactor.
 In this case, the inlet (highlighted in red) contain 2 circular spargers. On the left, the two spargers contain an overlap and on the right they are disjoint. The inlet patch surface area is 13% smaller on the left than the right, but both simulations successfully run.
 
 .. figure:: ../assets/overlap_patches.png
-     :width: 70%
+     :width: 95%
      :align: center
      :name: fig-stl-patch
      :target: ../assets/overlap_patches.png

From 7b1bfff4d2d9315264c8af3a7ab8c3d90708dae8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 17 Jun 2025 15:21:08 -0600
Subject: [PATCH 060/275] update the ci to test python 3.13

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 852dc071..f56135d9 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -52,7 +52,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.10', '3.11', '3.12']
+        python-version: ['3.10', '3.11', '3.12', '3.13']
         os: ['ubuntu-latest', 'macos-latest']
     defaults:
       run:

From 9e0db3bcbd48e2c99ff90bf1b65ce44b3885d80d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 17 Jun 2025 15:25:03 -0600
Subject: [PATCH 061/275] remove intermediate python tests

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f56135d9..55a639ba 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -52,7 +52,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ['3.10', '3.13']
         os: ['ubuntu-latest', 'macos-latest']
     defaults:
       run:

From c5e1fa608e2be440da3255fdf3dc199665d3d4d8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 7 Jul 2025 19:06:20 -0600
Subject: [PATCH 062/275] document ofio

---
 bird/postprocess/conditional_mean.py          |   2 +-
 bird/utilities/bubble_col_util.py             |   2 +-
 bird/utilities/ofio.py                        | 498 +++++++++++++++---
 .../bubble_column_pbe_20L/writeGlobalVars.py  |   6 +-
 tests/io/test_case.py                         |  26 +
 tests/io/test_readOF.py                       | 110 ++++
 tests/postprocess/test_cond_mean.py           |  10 +-
 tests/postprocess/test_early_pred.py          |  10 +-
 tests/postprocess/test_kla.py                 |   5 +-
 .../bubble_column_20L/writeGlobalVars.py      |   6 +-
 .../loop_reactor_mixing/read_history.py       |  30 +-
 .../loop_reactor_mixing/writeGlobalVars.py    |   6 +-
 .../loop_reactor_reacting/writeGlobalVars.py  |   6 +-
 13 files changed, 618 insertions(+), 99 deletions(-)
 create mode 100644 tests/io/test_case.py
 create mode 100644 tests/io/test_readOF.py

diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 19918882..eb268146 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -88,7 +88,7 @@ def compute_cond_mean(
                     diff=diff,
                 )
             else:
-                field_tmp = readOFScal(filename, nCells)
+                field_tmp = readOFScal(filename, nCells)["field"]
             vert_axis, field_cond_tmp = conditionalAverage(
                 cellCentres[:, vert_ind], field_tmp, nbin=n_bins
             )
diff --git a/bird/utilities/bubble_col_util.py b/bird/utilities/bubble_col_util.py
index b2d21795..068a42af 100644
--- a/bird/utilities/bubble_col_util.py
+++ b/bird/utilities/bubble_col_util.py
@@ -5,7 +5,7 @@
 
 def readFromDict(val_dict, key, read_func=None, path=None, nCells=None):
     if key not in val_dict:
-        field = read_func(path, nCells)
+        field = read_func(path, nCells)["field"]
         val_dict[key] = field
     else:
         field = val_dict[key]
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index a8cd223f..43367689 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -4,86 +4,404 @@
 import numpy as np
 
 
-def readMesh(file):
-    A = np.loadtxt(file, usecols=(1, 2, 3))
-    return A
+def readMesh(filename: str) -> np.ndarray:
+    """
+    Reads cell center location from meshCellCentres_X.obj
 
+    Parameters
+    ----------
+    filename: str
+        meshCellCentres_X.obj filename
 
-def readOFScal(file, nCells, nHeader=None):
-    # Check that the field is not a uniform field
-    try:
-        f = open(file, "r")
-        for i in range(20):
+    returns
+    ----------
+    cell_centers: np.ndarray
+        Array (N,3) representing the cell centers (N is number of cells)
+
+    """
+    cell_centers = np.loadtxt(filename, usecols=(1, 2, 3))
+    return cell_centers
+
+
+def ofvec2arr(vec: str) -> np.ndarray:
+    """
+    Converts a vector written as a string into a numpy array
+
+    Parameters
+    ----------
+    vec: str
+        Vector written as string
+        Must start with "("
+        Must end with ")"
+
+    returns
+    ----------
+    vec_array: np.ndarray
+        Array (3,) representing the vector
+
+
+    """
+    vec = vec.strip()
+    assert vec[0] == "("
+    assert vec[-1] == ")"
+
+    vec_list = vec[1:-1].split()
+    vec_array = np.array([float(entry) for entry in vec_list])
+    return vec_array
+
+
+def is_comment(line: str) -> bool:
+    """
+    Checks if line is a comment
+
+    Parameters
+    ----------
+    line: str
+        Line of file
+
+    returns
+    ----------
+    is_comment: bool
+        True if line is a comment
+        False if line is not a comment
+    """
+    is_comment = False
+
+    sline = line.strip()
+    if sline.startswith("//"):
+        is_comment = True
+    elif sline.startswith("/*"):
+        is_comment = True
+    return is_comment
+
+
+def read_meta_data(filename: str, mode: str | None = None) -> dict:
+    """
+    Read meta data from field outputted by OpenFOAM in ASCII format
+
+    Parameters
+    ----------
+    filename: str
+        Field filename
+    mode: str | None
+        If "scalar", expects a scalar field
+        If "vector", expects a vector field
+        If None, obtained from field header
+
+    returns
+    ----------
+    meta_data: dict
+        Dictionary that contain info about the scalar field
+            ============= =====================================================
+            Key           Description (type)
+            ============= =====================================================
+            name          Name of the field (*str*)
+            n_cells       Number of computational cells (*int*)
+            uniform       Whether the field is uniform (*bool*)
+            uniform_value Uniform value if uniform field (*float* | *np.ndarray*)
+            type          "vector" or "scalar" (*str*)
+            ============= =====================================================
+    """
+    meta_data = {}
+    meta_data["type"] = mode
+
+    # Read meta data
+    with open(filename, "r") as f:
+        header_done = False
+        iline = 0
+        while not header_done:
             line = f.readline()
-        f.close()
-        lineList = line.split()
-        if len(lineList) == 3 and lineList[1] == "uniform":
-            # Uniform field
-            val = float(lineList[2][:-1])
-            Array = val * np.ones(nCells)
+            if not is_comment(line):
+                # Get field type
+                if (line.strip().startswith("class")) and (";" in line):
+                    sline = line.strip().split()
+                    field_type = sline[1][:-1]
+                    if field_type == "volVectorField":
+                        field_type = "vector"
+                    elif field_type == "volScalarField":
+                        field_type = "scalar"
+                    else:
+                        raise NotImplementedError
+                    if mode is not None:
+                        assert field_type == mode
+                    meta_data["type"] = field_type
+                # Get field name
+                if (line.strip().startswith("object")) and (";" in line):
+                    sline = line.strip().split()
+                    field_name = sline[1][:-1]
+                    meta_data["name"] = field_name
+
+                # Check if uniform
+                if line.strip().startswith("internalField"):
+                    if "nonuniform" in line:
+                        meta_data["uniform"] = False
+                        iline += 1
+                        # read until no comments
+                        comment = True
+                        while comment:
+                            count_line = f.readline().strip()
+                            if not is_comment(count_line):
+                                comment = False
+                        try:
+                            n_cells = int(count_line)
+                            meta_data["n_cells"] = n_cells
+                            header_done = True
+                        except ValueError:
+                            raise ValueError(
+                                f"Expected integer number of cells on line {iline}, got: '{count_line}'"
+                            )
+                    elif "uniform" in line:
+                        meta_data["uniform"] = True
+                        sline = line.split()
+                        if meta_data["type"] == "scalar":
+                            unif_value = float(sline[-1].strip(";"))
+                        elif meta_data["type"] == "vector":
+                            unif_value = ofvec2arr(sline[-1].strip(";"))
+                        else:
+                            raise NotImplementedError(
+                                f"Mode {mode} is unknown"
+                            )
+                        meta_data["uniform_value"] = unif_value
+                        header_done = True
+
+            if len(line) == 0 and (not header_done):
+                raise ValueError(
+                    f"File {filename} ends before meta-data found"
+                )
+
+    return meta_data
+
+
+def readOFScal(
+    filename: str,
+    n_cells: int | None = None,
+    n_header: int | None = None,
+    meta_data: dict | None = None,
+) -> dict:
+    """
+    Read a scalar field outputted by OpenFOAM in ASCII format
+
+    Parameters
+    ----------
+    filename: str
+        Field filename
+    n_cells : int | None
+        Number of computational cells in the domain
+    n_header : int | None
+        Number of header lines
+    meta_data : dict | None
+        meta data dictionary
+        If None, it is read from filename
+
+    returns
+    ----------
+    data: dict
+        Dictionary that contain info about the scalar field
+            ======== =====================================================
+            Key      Description (type)
+            ======== =====================================================
+            field    For nonuniform fields, array of size the number of cells (*np.ndarray*).
+                     For uniform fields with a specified n_cells,
+                          array of size the number of cells (*np.ndarray*).
+                     For uniform fields, a scalar value (*float*)
+            name     Name of the scalar field (*str*)
+            n_cells  Number of computational cells (*int*)
+            n_header Number of header lines (*int*)
+            ======== =====================================================
+    """
+    field = None
+
+    if meta_data is None:
+        # Read meta data
+        meta_data = read_meta_data(filename, mode="scalar")
+
+    # Set field
+    if meta_data["uniform"]:
+        if n_cells is None:
+            field = meta_data["uniform_value"]
         else:
-            # Not a uniform field
-            f = open(file, "r")
-            if nHeader is None:
-                # Find header
-                lines = f.readlines()
-                for iline, line in enumerate(lines[:-2]):
-                    if str(nCells) in lines[iline] and "(" in lines[iline + 1]:
+            field = meta_data["uniform_value"] * np.ones(n_cells)
+    else:
+        n_cells = meta_data["n_cells"]
+
+        # Get header size
+        if n_header is None:
+            oldline = ""
+            newline = ""
+            iline = 0
+            eof = False
+            with open(filename, "r") as f:
+                while iline < 100 and (not eof):
+                    line = f.readline()
+                    if len(line) == 0:
+                        eof = True
+                    oldline = newline
+                    newline = line
+                    if str(n_cells) in oldline and "(" in newline:
+                        n_header = iline + 1
                         break
-                nHeader = iline + 2
-                f.close()
-            Array = np.loadtxt(file, skiprows=nHeader, max_rows=nCells)
-    except Exception as err:
-        print("Issue when reading %s" % file)
-        print(err)
-        sys.exit()
-    return Array
+                    iline += 1
+                else:
+                    raise ValueError(
+                        "Could not find a sequence {n_cells} and '(' in file ({filename})"
+                    )
 
+        # Rapid field read
+        try:
+            field = np.loadtxt(filename, skiprows=n_header, max_rows=n_cells)
+        except Exception as err:
+            print(f"Issue when reading {filename}")
+            print(err)
+            sys.exit()
 
-def ofvec2arr(vec):
-    vec_list = vec[1:-1].split()
-    vec_float = [float(entry) for entry in vec_list]
-    return np.array(vec_float)
+    return {
+        "field": field,
+        "name": meta_data["name"],
+        "n_cells": n_cells,
+        "n_header": n_header,
+    }
 
 
-def readOFVec(file, nCells, nHeader=None):
-    # Check that the field is not a uniform field
-    try:
-        f = open(file, "r")
-        for i in range(20):
-            line = f.readline()
-        f.close()
-        lineList = line.split()
-        if len(lineList) == 3 and lineList[1] == "uniform":
-            # Uniform field
-            raise NotImplementedError
-            val = ofvec2arr(lineList[2][:-1])
-            Array = val * np.ones(nCells)
+def readOFVec(
+    filename: str,
+    n_cells: int | None = None,
+    n_header: int | None = None,
+    meta_data: dict | None = None,
+) -> dict:
+    """
+    Read a vector field outputted by OpenFOAM in ASCII format
+
+    Parameters
+    ----------
+    filename: str
+        Vector field filename
+    n_cells : int | None
+        Number of computational cells in the domain
+    n_header : int | None
+        Number of header lines
+    meta_data : dict | None
+        meta data dictionary
+        If None, it is read from filename
+
+    returns
+    ----------
+    data: dict
+        Dictionary that contain info about the scalar field
+            ======== =====================================================
+            Key      Description (type)
+            ======== =====================================================
+            field    For nonuniform fields, array of size the number of cells by 3 (*np.ndarray*).
+                     For uniform fields with a specified n_cells,
+                          array of size the number of cells by 3 (*np.ndarray*).
+                     For uniform fields, a scalar value (*float*)
+            name     Name of the field (*str*)
+            n_cells  Number of computational cells (*int*)
+            n_header Number of header lines (*int*)
+            ======== =====================================================
+    """
+    field = None
+
+    if meta_data is None:
+        # Read meta data
+        meta_data = read_meta_data(filename, mode="vector")
+
+    # Set field
+    if meta_data["uniform"]:
+        if n_cells is None:
+            field = meta_data["uniform_value"]
         else:
-            # Not a uniform field
-            f = open(file, "r")
-            if nHeader is None:
-                # Find header
-                lines = f.readlines()
-                for iline, line in enumerate(lines[:-2]):
-                    if str(nCells) in lines[iline] and "(" in lines[iline + 1]:
+            field = meta_data["uniform_value"] * np.ones((n_cells, 3))
+    else:
+        n_cells = meta_data["n_cells"]
+        if n_header is None:
+            oldline = ""
+            newline = ""
+            iline = 0
+            eof = False
+            with open(filename, "r") as f:
+                while iline < 100 and (not eof):
+                    line = f.readline()
+                    if len(line) == 0:
+                        eof = True
+                    oldline = newline
+                    newline = line
+                    if str(n_cells) in oldline and "(" in newline:
+                        n_header = iline + 1
                         break
-                nHeader = iline + 2
-                f.close()
-            Array = np.loadtxt(
-                file, dtype=tuple, skiprows=nHeader, max_rows=nCells
+                    iline += 1
+                else:
+                    raise ValueError(
+                        "Could not find a sequence {n_cells} and '(' in file ({filename})"
+                    )
+
+        try:
+            field = np.loadtxt(
+                filename, dtype=tuple, skiprows=n_header, max_rows=n_cells
             )
-            for i in range(nCells):
-                Array[i, 0] = float(Array[i, 0][1:])
-                Array[i, 1] = float(Array[i, 1])
-                Array[i, 2] = float(Array[i, 2][:-1])
-            Array = np.array(Array).astype(float)
-    except Exception as err:
-        print("Issue when reading %s" % file)
-        print(err)
-        sys.exit()
+            for i in range(n_cells):
+                field[i, 0] = float(field[i, 0][1:])
+                field[i, 1] = float(field[i, 1])
+                field[i, 2] = float(field[i, 2][:-1])
+            field = np.array(field).astype(float)
 
-    return Array
+        except Exception as err:
+            print(f"Issue when reading {filename}")
+            print(err)
+            sys.exit()
+
+    return {
+        "field": field,
+        "name": meta_data["name"],
+        "n_cells": n_cells,
+        "n_header": n_header,
+    }
+
+
+def readOF(
+    filename: str,
+    n_cells: int | None = None,
+    n_header: int | None = None,
+    meta_data: dict | None = None,
+) -> dict:
+    """
+    Read an OpenFOAM field outputted in ASCII format
+
+    Parameters
+    ----------
+    filename: str
+        Field filename
+    n_cells : int | None
+        Number of computational cells in the domain
+    n_header : int | None
+        Number of header lines
+    meta_data : dict | None
+        meta data dictionary
+        If None, it is read from filename
+
+
+    returns
+    ----------
+    data: dict
+        Dictionary that contain info about the scalar field
+            ======== =====================================================
+            Key      Description (type)
+            ======== =====================================================
+            field    For nonuniform fields, array of size the number of cells (*np.ndarray*).
+                     For uniform fields with a specified n_cells,
+                          array of size the number of cells (*np.ndarray*).
+                     For uniform fields, a scalar value (*float*)
+            name     Name of the field (*str*)
+            n_cells  Number of computational cells (*int*)
+            n_header Number of header lines (*int*)
+            ======== =====================================================
+    """
+    if meta_data is None:
+        # Read meta data
+        meta_data = read_meta_data(filename)
+    if meta_data["type"] == "scalar":
+        return readOFScal(filename=filename, meta_data=meta_data)
+    if meta_data["type"] == "vector":
+        return readOFVec(filename=filename, meta_data=meta_data)
 
 
 def readSizeGroups(file):
@@ -129,7 +447,29 @@ def readSizeGroups(file):
     return sizeGroup, binGroup
 
 
-def getCaseTimes(casePath, remove_zero=False):
+def getCaseTimes(
+    casePath: str, remove_zero: bool = False, verbose: bool = True
+) -> tuple:
+    """
+    Get list of all time folders from an OpenFOAM case
+
+    Parameters
+    ----------
+    casePath: str
+        Path to case folder
+    remove_zero : bool
+        Whether to remove zero from the time folder list
+    verbose : bool
+        Whether to print what time folders are included
+
+    returns
+    ----------
+    time_float_sorted: list[float]
+        List of time folder values in ascending order
+    time_str_sorted: list[str]
+        List of time folder names in ascending order
+
+    """
     # Read Time
     times_tmp = os.listdir(casePath)
     # remove non floats
@@ -140,7 +480,8 @@ def getCaseTimes(casePath, remove_zero=False):
                 if abs(a) < 1e-12:
                     _ = times_tmp.pop(i)
         except ValueError:
-            print(f"{entry} not a time folder, removing")
+            if verbose:
+                print(f"{entry} not a time folder, removing")
             a = times_tmp.pop(i)
             # print('removed ', a)
     time_float = [float(entry) for entry in times_tmp]
@@ -152,8 +493,23 @@ def getCaseTimes(casePath, remove_zero=False):
     return time_float_sorted, time_str_sorted
 
 
-def getMeshTime(casePath):
+def getMeshTime(casePath: str) -> str:
+    """
+    Get the time at which the mesh was printed
+
+    Parameters
+    ----------
+    casePath: str
+        Path to case folder
+
+    returns
+    ----------
+    time_mesh: str
+        The name of the time at which "meshFaceCentresXXX" was created
+    """
+
     files_tmp = os.listdir(casePath)
     for entry in files_tmp:
         if entry.startswith("meshFaceCentres"):
-            return entry[16:-4]
+            time_mesh = entry[16:-4]
+            return time_mesh
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
index 0594eccc..3445bdb8 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
@@ -34,10 +34,12 @@ def readInletArea():
 
 def getLiqVol():
     cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
+        "field"
+    ]
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
-    )
+    )["field"]
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
new file mode 100644
index 00000000..95c23416
--- /dev/null
+++ b/tests/io/test_case.py
@@ -0,0 +1,26 @@
+import os
+from pathlib import Path
+
+import numpy as np
+from prettyPlot.plotting import plt, pretty_labels
+
+from bird.utilities.ofio import getCaseTimes
+
+
+def test_case_time():
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    time_float, time_str = getCaseTimes(caseFolder)
+    assert np.linalg.norm(np.array(time_float) - np.array([1, 79, 80])) < 1e-6
+    assert time_str == ["1", "79", "80"]
+
+
+if __name__ == "__main__":
+    test_case_time()
diff --git a/tests/io/test_readOF.py b/tests/io/test_readOF.py
new file mode 100644
index 00000000..efa398ab
--- /dev/null
+++ b/tests/io/test_readOF.py
@@ -0,0 +1,110 @@
+import os
+from pathlib import Path
+
+import numpy as np
+from prettyPlot.plotting import plt, pretty_labels
+
+from bird.utilities.ofio import readOF, readOFScal, readOFVec
+
+
+def test_read_nonunif_scal():
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    data_dict = readOFScal(filename=os.path.join(caseFolder, "79", "CO2.gas"))
+    assert abs(data_dict["field"][0] - 0.616955) < 1e-6
+    assert abs(data_dict["field"][-1] - 0.625389) < 1e-6
+    assert abs(data_dict["n_cells"] - 137980) < 1e-6
+    assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
+    assert data_dict["name"] == "CO2.gas"
+    # Read non uniform field with flexible interface
+    data_dict = readOF(filename=os.path.join(caseFolder, "79", "CO2.gas"))
+    assert abs(data_dict["field"][0] - 0.616955) < 1e-6
+    assert abs(data_dict["field"][-1] - 0.625389) < 1e-6
+    assert abs(data_dict["n_cells"] - 137980) < 1e-6
+    assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
+    assert data_dict["name"] == "CO2.gas"
+
+
+def test_read_unif_scal():
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    data_dict = readOFScal(filename=os.path.join(caseFolder, "79", "f.gas"))
+    assert abs(data_dict["field"] - 1) < 1e-6
+    assert data_dict["n_cells"] is None
+    # Read non uniform field with flexible interface
+    data_dict = readOF(filename=os.path.join(caseFolder, "79", "f.gas"))
+    assert abs(data_dict["field"] - 1) < 1e-6
+    assert data_dict["n_cells"] is None
+    # Read non uniform field with prespecified cell number
+    data_dict = readOFScal(
+        filename=os.path.join(caseFolder, "79", "f.gas"), n_cells=100
+    )
+    assert np.shape(data_dict["field"]) == (100,)
+    assert np.linalg.norm(data_dict["field"] - 1) < 1e-6
+    assert data_dict["n_cells"] == 100
+    assert data_dict["name"] == "f.gas"
+
+
+def test_read_nonunif_vec():
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    data_dict = readOFVec(filename=os.path.join(caseFolder, "79", "U.gas"))
+    assert (
+        np.linalg.norm(
+            data_dict["field"][0, :] - [0.140018, 1.20333, 0.127566]
+        )
+        < 1e-6
+    )
+    assert (
+        np.linalg.norm(
+            data_dict["field"][-1, :] - [0.0409271, 0.176052, 0.0302899]
+        )
+        < 1e-6
+    )
+    assert abs(data_dict["n_cells"] - 137980) < 1e-6
+    assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
+    assert data_dict["name"] == "U.gas"
+    # Read non uniform field with flexible interface
+    data_dict = readOF(filename=os.path.join(caseFolder, "79", "U.gas"))
+    assert (
+        np.linalg.norm(
+            data_dict["field"][0, :] - [0.140018, 1.20333, 0.127566]
+        )
+        < 1e-6
+    )
+    assert (
+        np.linalg.norm(
+            data_dict["field"][-1, :] - [0.0409271, 0.176052, 0.0302899]
+        )
+        < 1e-6
+    )
+    assert abs(data_dict["n_cells"] - 137980) < 1e-6
+    assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
+    assert data_dict["name"] == "U.gas"
+
+
+if __name__ == "__main__":
+    test_read_nonunif_scal()
+    test_read_unif_scal()
+    test_read_nonunif_vec()
diff --git a/tests/postprocess/test_cond_mean.py b/tests/postprocess/test_cond_mean.py
index c453b99a..d1c3e983 100644
--- a/tests/postprocess/test_cond_mean.py
+++ b/tests/postprocess/test_cond_mean.py
@@ -1,4 +1,5 @@
 import os
+from pathlib import Path
 
 from prettyPlot.plotting import plt, pretty_labels
 
@@ -10,7 +11,14 @@
 
 
 def test_compute_cond():
-    caseFolder = os.path.join("bird", "postprocess", "data_conditional_mean")
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
     fields_list = [
         "CO.gas",
         "CO.liquid",
diff --git a/tests/postprocess/test_early_pred.py b/tests/postprocess/test_early_pred.py
index f7899163..7339b92a 100644
--- a/tests/postprocess/test_early_pred.py
+++ b/tests/postprocess/test_early_pred.py
@@ -1,4 +1,6 @@
-from bird import BIRD_EARLY_PRED_DATA_DIR
+import os
+from pathlib import Path
+
 from bird.postprocess.early_pred import (
     bayes_fit,
     fit_and_ext,
@@ -9,12 +11,18 @@
 
 
 def test_fit():
+    BIRD_EARLY_PRED_DATA_DIR = os.path.join(
+        Path(__file__).parent, "..", "..", "bird", "postprocess", "data_early"
+    )
     data_dict, color_files = multi_data_load(BIRD_EARLY_PRED_DATA_DIR)
     data_dict = fit_and_ext(data_dict)
     plotAllEarly(data_dict, color_files=color_files, chop=True, extrap=True)
 
 
 def test_bayes_fit():
+    BIRD_EARLY_PRED_DATA_DIR = os.path.join(
+        Path(__file__).parent, "..", "..", "bird", "postprocess", "data_early"
+    )
     data_dict, color_files = multi_data_load(BIRD_EARLY_PRED_DATA_DIR)
     bayes_fit(data_dict)
     plotAllEarly_uq(data_dict, color_files=color_files)
diff --git a/tests/postprocess/test_kla.py b/tests/postprocess/test_kla.py
index c28f3fba..66ee5e80 100644
--- a/tests/postprocess/test_kla.py
+++ b/tests/postprocess/test_kla.py
@@ -1,8 +1,8 @@
 import os
+from pathlib import Path
 
 import pytest
 
-from bird import BIRD_KLA_DATA_DIR
 from bird.postprocess.kla_utils import compute_kla, print_res_dict
 
 
@@ -14,6 +14,9 @@
     ],
 )
 def test_kla(bootstrap, max_chop):
+    BIRD_KLA_DATA_DIR = os.path.join(
+        Path(__file__).parent, "..", "..", "bird", "postprocess", "data_kla"
+    )
     res_dict = compute_kla(
         os.path.join(BIRD_KLA_DATA_DIR, "volume_avg.dat"),
         time_ind=0,
diff --git a/tutorial_cases/bubble_column_20L/writeGlobalVars.py b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
index 0594eccc..3445bdb8 100644
--- a/tutorial_cases/bubble_column_20L/writeGlobalVars.py
+++ b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
@@ -34,10 +34,12 @@ def readInletArea():
 
 def getLiqVol():
     cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
+        "field"
+    ]
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
-    )
+    )["field"]
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 264711f8..a2a77ad7 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -11,12 +11,12 @@
 def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
     if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
         alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
         # print("reading alpha_liq")
         field_dict["alpha_liq"] = alpha_liq
     if not ("volume" in field_dict) or field_dict["volume"] is None:
         volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
+        volume = readOFScal(volume_file, nCells)["field"]
         # print("reading Volume")
         field_dict["volume"] = volume
     alpha_liq = field_dict["alpha_liq"]
@@ -28,17 +28,17 @@ def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
 def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
     if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
         alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
         # print("reading alpha_liq")
         field_dict["alpha_liq"] = alpha_liq
     if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
         co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)
+        co2_liq = readOFScal(co2_liq_file, nCells)["field"]
         # print("computing co2 liq")
         field_dict["co2_liq"] = co2_liq
     if not ("volume" in field_dict) or field_dict["volume"] is None:
         volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
+        volume = readOFScal(volume_file, nCells)["field"]
         # print("reading Volume")
         field_dict["volume"] = volume
     if not ("indliq" in field_dict) or field_dict["indliq"] is None:
@@ -59,26 +59,26 @@ def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
 def cliq(caseFolder, timeFolder, nCells, field_dict={}):
     if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
         alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
         # print("reading alpha_liq")
         field_dict["alpha_liq"] = alpha_liq
     if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
         rho_liq_file = os.path.join(caseFolder, timeFolder, "rhom")
-        rho_liq = readOFScal(rho_liq_file, nCells)
+        rho_liq = readOFScal(rho_liq_file, nCells)["field"]
         field_dict["rho_liq"] = rho_liq
     if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
         co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)
+        co2_liq = readOFScal(co2_liq_file, nCells)["field"]
         # print("computing co2 liq")
         field_dict["co2_liq"] = co2_liq
     if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
         h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)
+        h2_liq = readOFScal(h2_liq_file, nCells)["field"]
         # print("computing h2 liq")
         field_dict["h2_liq"] = h2_liq
     if not ("volume" in field_dict) or field_dict["volume"] is None:
         volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
+        volume = readOFScal(volume_file, nCells)["field"]
         # print("reading Volume")
         field_dict["volume"] = volume
     if not ("indliq" in field_dict) or field_dict["indliq"] is None:
@@ -109,17 +109,17 @@ def cliq(caseFolder, timeFolder, nCells, field_dict={}):
 def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
     if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
         alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
         # print("reading alpha_liq")
         field_dict["alpha_liq"] = alpha_liq
     if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
         h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)
+        h2_liq = readOFScal(h2_liq_file, nCells)["field"]
         # print("computing h2 liq")
         field_dict["h2_liq"] = h2_liq
     if not ("volume" in field_dict) or field_dict["volume"] is None:
         volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
+        volume = readOFScal(volume_file, nCells)["field"]
         # print("reading Volume")
         field_dict["volume"] = volume
     if not ("indliq" in field_dict) or field_dict["indliq"] is None:
@@ -140,12 +140,12 @@ def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
 def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
     if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
         alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
+        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
         # print("reading alpha_liq")
         field_dict["alpha_liq"] = alpha_liq
     if not ("volume" in field_dict) or field_dict["volume"] is None:
         volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
+        volume = readOFScal(volume_file, nCells)["field"]
         # print("reading Volume")
         field_dict["volume"] = volume
     volume = field_dict["volume"]
diff --git a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
index 0594eccc..3445bdb8 100644
--- a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
@@ -34,10 +34,12 @@ def readInletArea():
 
 def getLiqVol():
     cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
+        "field"
+    ]
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
-    )
+    )["field"]
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
index 0594eccc..3445bdb8 100644
--- a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
@@ -34,10 +34,12 @@ def readInletArea():
 
 def getLiqVol():
     cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
+        "field"
+    ]
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
-    )
+    )["field"]
     return np.sum(volume_field * alpha_field)
 
 

From c5b79b283b6047521e0ef8d384323cddf78e8ac8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 7 Jul 2025 19:07:23 -0600
Subject: [PATCH 063/275] remove data from package

---
 setup.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/setup.py b/setup.py
index 49263f60..57b409d7 100644
--- a/setup.py
+++ b/setup.py
@@ -37,10 +37,7 @@
             "*requirements.txt",
             "*.json",
             "*.yaml",
-            "*.csv",
             "*.dat",
-            "data_conditional_mean",
-            "data_kla",
         ]
     },
     extras_require={

From 26a51f563fba1e41493e82571ed06d4854e8a467 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 8 Jul 2025 15:16:06 -0600
Subject: [PATCH 064/275] add tests for dictionary reading

---
 bird/utilities/ofio.py                        | 216 +++++++++++++++++-
 tests/io/test_read_foam_dict.py               |  83 +++++++
 ...est_readOF.py => test_read_foam_fields.py} |   0
 3 files changed, 298 insertions(+), 1 deletion(-)
 create mode 100644 tests/io/test_read_foam_dict.py
 rename tests/io/{test_readOF.py => test_read_foam_fields.py} (100%)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 43367689..f7f13902 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1,4 +1,5 @@
 import os
+import re
 import sys
 
 import numpy as np
@@ -19,6 +20,8 @@ def readMesh(filename: str) -> np.ndarray:
         Array (N,3) representing the cell centers (N is number of cells)
 
     """
+    assert filename.startswith("meshCellCentres")
+    assert filename.endswith(".obj")
     cell_centers = np.loadtxt(filename, usecols=(1, 2, 3))
     return cell_centers
 
@@ -502,7 +505,7 @@ def getMeshTime(casePath: str) -> str:
     casePath: str
         Path to case folder
 
-    returns
+    Returns
     ----------
     time_mesh: str
         The name of the time at which "meshFaceCentresXXX" was created
@@ -513,3 +516,214 @@ def getMeshTime(casePath: str) -> str:
         if entry.startswith("meshFaceCentres"):
             time_mesh = entry[16:-4]
             return time_mesh
+
+
+def remove_comments(text: str) -> str:
+    """
+    Remove C++-style comments (// and /*) from the input and markers like #{ #}
+
+    Parameters
+    ----------
+    text: str
+        Raw input text containing comments
+
+    Returns
+    ----------
+    text: str
+        Text with all comments removed
+    """
+
+    # text = re.sub(
+    #    r"/\*.*?\*/", "", text, flags=re.DOTALL
+    # )  # Remove /* */ comments
+    # text_unc = re.sub(r"//.*", "", text)  # Remove // comments
+
+    text = re.sub(r"/\*.*?\*/", "", text, flags=re.DOTALL)
+    text = re.sub(r"//.*", "", text)
+    text = re.sub(r"#\{", "{", text)
+    text = re.sub(r"#\};", "}", text)
+    text = re.sub(r"#codeStream", "", text)
+    return text
+
+
+def tokenize(text: str) -> list[str]:
+    """
+    Add spaces around special characters (brace and semicolons) to make them separate tokens
+
+    Parameters
+    ----------
+    text: str
+        The cleaned (comment-free) OpenFOAM-style text.
+
+    Returns:
+    ----------
+    token_list: list[str]
+        List of tokens.
+    """
+    text = re.sub(r"([{}();])", r" \1 ", text)
+    token_list = text.split()
+    return token_list
+
+
+def parse_tokens(tokens: list[str]) -> dict:
+    """
+    Parse OpenFOAM tokens into a nested Python dictionary.
+    Special handling for `code { ... }` blocks to be stored as raw strings.
+
+    Parameters
+    ----------
+    tokens: list[str]
+        A list of tokens produced by `tokenize`.
+
+    Returns
+    ----------
+    parsed: dict
+        A nested dictionary that represents the OpenFOAM dictionary.
+    """
+
+    def parse_block(index: int) -> tuple:
+        result = {}
+        while index < len(tokens):
+            token = tokens[index]
+            if token == "}":
+                return result, index + 1
+            elif token == "{":
+                raise SyntaxError("Unexpected '{'")
+
+            key = token
+            index += 1
+
+            # key followed by dictionary
+            if index < len(tokens) and tokens[index] == "{":
+                index += 1
+                if key == "code":
+                    code_lines = []
+                    while tokens[index] != "}":
+                        code_lines.append(tokens[index])
+                        index += 1
+                    index += 1
+                    if index < len(tokens) and tokens[index] == ";":
+                        index += 1
+                    result[key] = " ".join(code_lines).strip()
+                else:
+                    subdict, index = parse_block(index)
+                    result[key] = subdict
+
+            # key followed by list
+            elif index < len(tokens) and tokens[index] == "(":
+                index += 1
+
+                # Peek to check if it's a dict-list (starts with '(' then '{')
+                if tokens[index] == "(":
+                    dictlist = {}
+                    while tokens[index] != ")":
+                        if tokens[index] != "(":
+                            raise SyntaxError(
+                                f"Expected '(' for label in dict-list, got {tokens[index]}"
+                            )
+                        # Read full label (e.g., "(gas and liquid)")
+                        label_tokens = []
+                        while tokens[index] != ")":
+                            label_tokens.append(tokens[index])
+                            index += 1
+                        label_tokens.append(tokens[index])  # include ')'
+                        index += 1
+                        label = " ".join(label_tokens)
+
+                        if tokens[index] != "{":
+                            raise SyntaxError(
+                                f"Expected '{{' after label {label}"
+                            )
+                        index += 1
+                        subdict, index = parse_block(index)
+                        dictlist[label] = subdict
+                    index += 1  # skip final ')'
+                    if index < len(tokens) and tokens[index] == ";":
+                        index += 1
+                    result[key] = dictlist
+                else:
+                    # Standard list
+                    lst = []
+                    while tokens[index] != ")":
+                        lst.append(tokens[index])
+                        index += 1
+                    index += 1
+                    if index < len(tokens) and tokens[index] == ";":
+                        index += 1
+                    result[key] = lst
+
+            # key followed by scalar
+            elif index < len(tokens):
+                value = tokens[index]
+                index += 1
+                if index < len(tokens) and tokens[index] == ";":
+                    index += 1
+                result[key] = value
+
+        return result, index
+
+    parsed, _ = parse_block(0)
+    return parsed
+
+
+def parse_openfoam_dict(filename: str) -> dict:
+    """
+    Parse OpenFOAM dictionary into a python dictionary
+
+    Parameters
+    ----------
+    filename: str
+        OpenFOAM dictionary filename
+
+    Returns
+    ----------
+    dict_of: dict
+        A Python dictionary representing the structure of the OpenFOAM dictionary.
+    """
+    with open(filename, "r+") as f:
+        text = f.read()
+    text = remove_comments(text)
+    tokens = tokenize(text)
+    foam_dict = parse_tokens(tokens)
+    return foam_dict
+
+
+def write_openfoam_dict(d: dict, filename: str, indent: int = 0) -> None:
+    """
+    Save a Python dictionary back to an OpenFOAM-style file.
+
+    Parameters
+    ----------
+    d: dict
+        Python dictionary to save
+    filename: str
+        The file that will contain the saved dictionary
+    indent: int
+        Number of indentation space
+    """
+
+    lines = []
+
+    indent_str = " " * indent
+
+    for key, value in d.items():
+        if isinstance(value, dict):
+            lines.append(f"{indent_str}{key}")
+            lines.append(f"{indent_str}{{")
+            lines.extend(write_openfoam_dict(value, indent + 4))
+            lines.append(f"{indent_str}}}")
+        elif isinstance(value, list):
+            lines.append(f"{indent_str}{key}")
+            lines.append(f"{indent_str}(")
+            for item in value:
+                lines.append(f"{indent_str}    {item}")
+            lines.append(f"{indent_str});")
+        else:
+            lines.append(f"{indent_str}{key}    {value};")
+
+    with open(filename, "w") as f:
+        lines = write_openfoam_dict(foam_dict)
+        f.write("\n".join(lines))
+        f.write(
+            "\n\n// ************************************************************************* //\n"
+        )
diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
new file mode 100644
index 00000000..3f9fa47d
--- /dev/null
+++ b/tests/io/test_read_foam_dict.py
@@ -0,0 +1,83 @@
+import os
+from pathlib import Path
+
+import numpy as np
+
+from bird.utilities.ofio import parse_openfoam_dict
+
+
+def test_read_phaseProperties():
+    const_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "loop_reactor_mixing",
+        "constant",
+    )
+    # Read non uniform field
+    foam_dict = parse_openfoam_dict(
+        filename=os.path.join(const_folder, "phaseProperties")
+    )
+
+    assert foam_dict["phases"] == ["gas", "liquid"]
+    assert foam_dict["gas"]["constantCoeffs"]["d"] == "3e-3"
+    assert (
+        foam_dict["liquid"]["Sc"]["code"]
+        == "os << ( $LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq ) ;"
+    )
+    assert (
+        foam_dict["diffusiveMassTransfer.liquid"]["( gas in liquid )"]["type"]
+        == "Higbie"
+    )
+    assert (
+        foam_dict["lift"]["( gas in liquid )"]["lift"]["swarmCorrection"][
+            "type"
+        ]
+        == "none"
+    )
+
+
+def test_read_thermophysicalProperties():
+    const_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "loop_reactor_mixing",
+        "constant",
+    )
+    # Read non uniform field
+    foam_dict = parse_openfoam_dict(
+        filename=os.path.join(const_folder, "thermophysicalProperties.gas")
+    )
+
+    assert foam_dict["species"] == ["H2", "CO2", "N2"]
+    assert (
+        foam_dict["CO2"]["thermodynamics"]["highCpCoeffs"][0] == "3.85746029"
+    )
+    assert len(foam_dict["CO2"]["thermodynamics"]["highCpCoeffs"]) == 7
+
+
+def test_read_momentumTransport():
+    const_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "loop_reactor_mixing",
+        "constant",
+    )
+    # Read non uniform field
+    foam_dict = parse_openfoam_dict(
+        filename=os.path.join(const_folder, "momentumTransport.gas")
+    )
+
+    assert foam_dict["simulationType"] == "RAS"
+    assert foam_dict["RAS"]["turbulence"] == "on"
+
+
+if __name__ == "__main__":
+    test_read_phaseProperties()
+    test_read_thermophysicalProperties()
+    test_read_momentumTransport()
diff --git a/tests/io/test_readOF.py b/tests/io/test_read_foam_fields.py
similarity index 100%
rename from tests/io/test_readOF.py
rename to tests/io/test_read_foam_fields.py

From ac71303670c2cd8867a692aec39a97c48db6fc4b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 8 Jul 2025 15:23:43 -0600
Subject: [PATCH 065/275] show how to read a control dict

---
 tests/io/test_read_foam_dict.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
index 3f9fa47d..1be1d279 100644
--- a/tests/io/test_read_foam_dict.py
+++ b/tests/io/test_read_foam_dict.py
@@ -76,8 +76,25 @@ def test_read_momentumTransport():
     assert foam_dict["simulationType"] == "RAS"
     assert foam_dict["RAS"]["turbulence"] == "on"
 
+def test_read_controlDict():
+    syst_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "loop_reactor_mixing",
+        "system",
+    )
+    # Read non uniform field
+    foam_dict = parse_openfoam_dict(
+        filename=os.path.join(syst_folder, "controlDict")
+    )
+
+    assert foam_dict["writeControl"] == "adjustableRunTime"
+    assert foam_dict["maxCo"] == "0.5"
 
 if __name__ == "__main__":
     test_read_phaseProperties()
     test_read_thermophysicalProperties()
     test_read_momentumTransport()
+    test_read_controlDict()

From 4134b94a19d205aa9393064175995ba50c4e80d9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 8 Jul 2025 15:28:28 -0600
Subject: [PATCH 066/275] remove too strict assertion

---
 bird/utilities/ofio.py              | 6 +++---
 tests/postprocess/test_cond_mean.py | 4 ++++
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index f7f13902..59ee0d46 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -20,8 +20,8 @@ def readMesh(filename: str) -> np.ndarray:
         Array (N,3) representing the cell centers (N is number of cells)
 
     """
-    assert filename.startswith("meshCellCentres")
-    assert filename.endswith(".obj")
+    assert "meshCellCentres" in filename
+    assert ".obj" in filename
     cell_centers = np.loadtxt(filename, usecols=(1, 2, 3))
     return cell_centers
 
@@ -513,7 +513,7 @@ def getMeshTime(casePath: str) -> str:
 
     files_tmp = os.listdir(casePath)
     for entry in files_tmp:
-        if entry.startswith("meshFaceCentres"):
+        if "meshFaceCentres" in entry:
             time_mesh = entry[16:-4]
             return time_mesh
 
diff --git a/tests/postprocess/test_cond_mean.py b/tests/postprocess/test_cond_mean.py
index d1c3e983..fafca77f 100644
--- a/tests/postprocess/test_cond_mean.py
+++ b/tests/postprocess/test_cond_mean.py
@@ -39,3 +39,7 @@ def test_compute_cond():
         plot_name = sequencePlot(cond, [caseFolder], field_name)
         pretty_labels(plot_name, "y [m]", 14)
         plt.close()
+
+
+if __name__ == "__main__":
+    test_compute_cond()

From 73e1cb9886f2bcdde5e7028b81e1fe8c488d463e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 8 Jul 2025 15:29:15 -0600
Subject: [PATCH 067/275] format

---
 tests/io/test_read_foam_dict.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
index 1be1d279..adf15227 100644
--- a/tests/io/test_read_foam_dict.py
+++ b/tests/io/test_read_foam_dict.py
@@ -76,6 +76,7 @@ def test_read_momentumTransport():
     assert foam_dict["simulationType"] == "RAS"
     assert foam_dict["RAS"]["turbulence"] == "on"
 
+
 def test_read_controlDict():
     syst_folder = os.path.join(
         Path(__file__).parent,
@@ -93,6 +94,7 @@ def test_read_controlDict():
     assert foam_dict["writeControl"] == "adjustableRunTime"
     assert foam_dict["maxCo"] == "0.5"
 
+
 if __name__ == "__main__":
     test_read_phaseProperties()
     test_read_thermophysicalProperties()

From 587ec49d842f3ee6800272ccd028ded131f13e2e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 8 Jul 2025 16:47:40 -0600
Subject: [PATCH 068/275] update version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 75d8e719..9cdbdc6f 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.19"
+__version__ = "0.0.21"

From fd69f6b1d2a21dfb0297774618fff78c7b534dd9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 8 Jul 2025 16:59:38 -0600
Subject: [PATCH 069/275] remove config files

---
 bird/version.py | 2 +-
 setup.py        | 3 ---
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/bird/version.py b/bird/version.py
index 9cdbdc6f..a4ff1ec3 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.21"
+__version__ = "0.0.22"
diff --git a/setup.py b/setup.py
index 57b409d7..3d32deab 100644
--- a/setup.py
+++ b/setup.py
@@ -35,9 +35,6 @@
     package_data={
         "": [
             "*requirements.txt",
-            "*.json",
-            "*.yaml",
-            "*.dat",
         ]
     },
     extras_require={

From bac6e157240a3a080a39ec867d0d836b59c8e089 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 08:02:47 -0600
Subject: [PATCH 070/275] remove unused imports and format

---
 bird/utilities/stl_plotting.py         |  1 -
 tests/io/test_case.py                  |  1 -
 tests/io/test_read_foam_fields.py      |  1 -
 tests/meshing/test_block_cyl_mesh.py   | 62 +++++++++++++++++++++++++-
 tests/meshing/test_block_rect_mesh.py  | 22 +++++++--
 tests/meshing/test_stirred_tank.py     | 10 ++++-
 tests/preprocess/test_dynamic_mixer.py | 20 ++++++++-
 tests/preprocess/test_stl_patch.py     | 36 ++++++++++++++-
 8 files changed, 142 insertions(+), 11 deletions(-)

diff --git a/bird/utilities/stl_plotting.py b/bird/utilities/stl_plotting.py
index 6f120894..19fdaabb 100644
--- a/bird/utilities/stl_plotting.py
+++ b/bird/utilities/stl_plotting.py
@@ -3,7 +3,6 @@
 
 
 def plotSTL(stl_file):
-    import matplotlib.pyplot as plt
     from mpl_toolkits import mplot3d
     from stl import mesh
 
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 95c23416..96ebb30e 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -2,7 +2,6 @@
 from pathlib import Path
 
 import numpy as np
-from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.ofio import getCaseTimes
 
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index efa398ab..46e49525 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -2,7 +2,6 @@
 from pathlib import Path
 
 import numpy as np
-from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.ofio import readOF, readOFScal, readOFVec
 
diff --git a/tests/meshing/test_block_cyl_mesh.py b/tests/meshing/test_block_cyl_mesh.py
index 1847dbc8..394da6ce 100644
--- a/tests/meshing/test_block_cyl_mesh.py
+++ b/tests/meshing/test_block_cyl_mesh.py
@@ -1,9 +1,9 @@
 import os
 import sys
+from pathlib import Path
 
 import numpy as np
 
-from bird import BIRD_BLOCK_CYL_MESH_TEMP_DIR
 from bird.meshing.block_cyl_mesh import (
     assemble_geom,
     assemble_mesh,
@@ -19,6 +19,14 @@ def base_mesh(input_file, topo_file, output_folder):
 
 
 def test_side_sparger():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "sideSparger/input.json"
     )
@@ -30,6 +38,14 @@ def test_side_sparger():
 
 
 def test_flat_donut():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "flatDonut/input.json"
     )
@@ -41,6 +57,14 @@ def test_flat_donut():
 
 
 def test_base_column():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "baseColumn/input.json"
     )
@@ -52,6 +76,14 @@ def test_base_column():
 
 
 def test_base_column_refine():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "baseColumn_refineSparg/input.json"
     )
@@ -63,6 +95,14 @@ def test_base_column_refine():
 
 
 def test_base_column_projected():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "baseColumn_projected/input.json"
     )
@@ -74,6 +114,14 @@ def test_base_column_projected():
 
 
 def test_multiring():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "multiRing_simple/input.json"
     )
@@ -85,6 +133,14 @@ def test_multiring():
 
 
 def test_multiring_coarse():
+    BIRD_BLOCK_CYL_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_cyl_mesh_templates",
+    )
     input_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "multiRing_coarse/input.json"
     )
@@ -93,3 +149,7 @@ def test_multiring_coarse():
     )
     output_folder = "system_tmp"
     base_mesh(input_file, topo_file, output_folder)
+
+
+if __name__ == "__main__":
+    test_multiring_coarse()
diff --git a/tests/meshing/test_block_rect_mesh.py b/tests/meshing/test_block_rect_mesh.py
index 9cc0f00b..e3deb9b5 100644
--- a/tests/meshing/test_block_rect_mesh.py
+++ b/tests/meshing/test_block_rect_mesh.py
@@ -1,9 +1,9 @@
 import os
 import sys
+from pathlib import Path
 
 import numpy as np
 
-from bird import BIRD_BLOCK_RECT_MESH_TEMP_DIR
 from bird.meshing.block_rect_mesh import (
     assemble_geom,
     assemble_mesh,
@@ -19,16 +19,32 @@ def base_mesh(input_file, output_folder):
 
 
 def test_loop_reactor():
+    BIRD_BLOCK_RECT_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_rect_mesh_templates",
+    )
     input_file = os.path.join(
-        BIRD_BLOCK_RECT_MESH_TEMP_DIR, "loopReactor/input.json"
+        BIRD_BLOCK_RECT_MESH_TEMP_DIR, "loopReactor", "input.json"
     )
     output_folder = "system_tmp"
     base_mesh(input_file, output_folder)
 
 
 def test_subblock_reactor():
+    BIRD_BLOCK_RECT_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "block_rect_mesh_templates",
+    )
     input_file = os.path.join(
-        BIRD_BLOCK_RECT_MESH_TEMP_DIR, "sub_blocks/input.json"
+        BIRD_BLOCK_RECT_MESH_TEMP_DIR, "sub_blocks", "input.json"
     )
     output_folder = "system_tmp"
     base_mesh(input_file, output_folder)
diff --git a/tests/meshing/test_stirred_tank.py b/tests/meshing/test_stirred_tank.py
index 73d23a46..2dacfc36 100644
--- a/tests/meshing/test_stirred_tank.py
+++ b/tests/meshing/test_stirred_tank.py
@@ -1,10 +1,10 @@
 import argparse
 import os
 import sys
+from pathlib import Path
 
 import numpy as np
 
-from bird import BIRD_STIRRED_TANK_MESH_TEMP_DIR
 from bird.meshing.stirred_tank_mesh import (
     get_reactor_geom,
     write_blocks,
@@ -16,6 +16,14 @@
 
 
 def test_stirred_tank():
+    BIRD_STIRRED_TANK_MESH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "meshing",
+        "stirred_tank_mesh_templates",
+    )
     inp = os.path.join(
         BIRD_STIRRED_TANK_MESH_TEMP_DIR, "base_tank", "tank_par.yaml"
     )
diff --git a/tests/preprocess/test_dynamic_mixer.py b/tests/preprocess/test_dynamic_mixer.py
index 47668528..b2722c2d 100644
--- a/tests/preprocess/test_dynamic_mixer.py
+++ b/tests/preprocess/test_dynamic_mixer.py
@@ -1,13 +1,22 @@
 import os
+from pathlib import Path
 
 import numpy as np
 
-from bird import BIRD_PRE_DYNMIX_TEMP_DIR
 from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.dynamic_mixer.mixing_fvModels import *
 
 
 def test_expl_list():
+    BIRD_PRE_DYNMIX_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "dynamic_mixer",
+        "mixing_template",
+    )
     input_dict = parseJsonFile(
         os.path.join(BIRD_PRE_DYNMIX_TEMP_DIR, "expl_list", "mixers.json")
     )
@@ -15,6 +24,15 @@ def test_expl_list():
 
 
 def test_loop_list():
+    BIRD_PRE_DYNMIX_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "dynamic_mixer",
+        "mixing_template",
+    )
     input_dict = parseJsonFile(
         os.path.join(
             BIRD_PRE_DYNMIX_TEMP_DIR, "loop_reactor_list", "mixers.json"
diff --git a/tests/preprocess/test_stl_patch.py b/tests/preprocess/test_stl_patch.py
index 6ed831cf..ff6f326e 100644
--- a/tests/preprocess/test_stl_patch.py
+++ b/tests/preprocess/test_stl_patch.py
@@ -1,14 +1,25 @@
 import os
+from pathlib import Path
 
 import numpy as np
+from prettyPlot.plotting import pretty_labels
 
-from bird import BIRD_PRE_PATCH_TEMP_DIR
 from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.stl_patch.stl_bc import write_boundaries
-from bird.utilities.stl_plotting import plotSTL, pretty_labels
+from bird.utilities.stl_plotting import plotSTL
 
 
 def test_spider_sparger():
+    BIRD_PRE_PATCH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "stl_patch",
+        "bc_patch_mesh_template",
+    )
+
     input_dict = parseJsonFile(
         os.path.join(BIRD_PRE_PATCH_TEMP_DIR, "spider_spg/inlets_outlets.json")
     )
@@ -19,6 +30,15 @@ def test_spider_sparger():
 
 
 def test_loop_reactor():
+    BIRD_PRE_PATCH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "stl_patch",
+        "bc_patch_mesh_template",
+    )
     input_dict = parseJsonFile(
         os.path.join(
             BIRD_PRE_PATCH_TEMP_DIR, "loop_reactor_expl/inlets_outlets.json"
@@ -31,6 +51,15 @@ def test_loop_reactor():
 
 
 def test_loop_reactor_branch():
+    BIRD_PRE_PATCH_TEMP_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "stl_patch",
+        "bc_patch_mesh_template",
+    )
     input_dict = parseJsonFile(
         os.path.join(
             BIRD_PRE_PATCH_TEMP_DIR, "loop_reactor_branch/inlets_outlets.json"
@@ -43,4 +72,7 @@ def test_loop_reactor_branch():
 
 
 if __name__ == "__main__":
+    from prettyPlot.plotting import plt
+
     test_spider_sparger()
+    plt.show()

From e5f7f1053bff4e78aa5b98d008f1853e7068ee94 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 08:28:38 -0600
Subject: [PATCH 071/275] docstring for tests

---
 tests/io/test_case.py             |  3 +++
 tests/io/test_read_foam_dict.py   | 12 ++++++++++++
 tests/io/test_read_foam_fields.py |  9 +++++++++
 3 files changed, 24 insertions(+)

diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 96ebb30e..cbb55537 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -7,6 +7,9 @@
 
 
 def test_case_time():
+    """
+    Test for listing all time folders in a case
+    """
     caseFolder = os.path.join(
         Path(__file__).parent,
         "..",
diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
index adf15227..6b539d92 100644
--- a/tests/io/test_read_foam_dict.py
+++ b/tests/io/test_read_foam_dict.py
@@ -7,6 +7,9 @@
 
 
 def test_read_phaseProperties():
+    """
+    Test for reading content of `constant/phaseProperties`
+    """
     const_folder = os.path.join(
         Path(__file__).parent,
         "..",
@@ -39,6 +42,9 @@ def test_read_phaseProperties():
 
 
 def test_read_thermophysicalProperties():
+    """
+    Test for reading content of `constant/thermophysicalProperties`
+    """
     const_folder = os.path.join(
         Path(__file__).parent,
         "..",
@@ -60,6 +66,9 @@ def test_read_thermophysicalProperties():
 
 
 def test_read_momentumTransport():
+    """
+    Test for reading content of `constant/momentumTransport`
+    """
     const_folder = os.path.join(
         Path(__file__).parent,
         "..",
@@ -78,6 +87,9 @@ def test_read_momentumTransport():
 
 
 def test_read_controlDict():
+    """
+    Test for reading content of `system/controlDict`
+    """
     syst_folder = os.path.join(
         Path(__file__).parent,
         "..",
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index 46e49525..b293fc66 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -7,6 +7,9 @@
 
 
 def test_read_nonunif_scal():
+    """
+    Test for reading non uniform scalarField
+    """
     caseFolder = os.path.join(
         Path(__file__).parent,
         "..",
@@ -32,6 +35,9 @@ def test_read_nonunif_scal():
 
 
 def test_read_unif_scal():
+    """
+    Test for reading uniform scalarField
+    """
     caseFolder = os.path.join(
         Path(__file__).parent,
         "..",
@@ -59,6 +65,9 @@ def test_read_unif_scal():
 
 
 def test_read_nonunif_vec():
+    """
+    Test for reading non uniform vectorField
+    """
     caseFolder = os.path.join(
         Path(__file__).parent,
         "..",

From 2511102ffaeadf9d98d98c84d01cdd97f777ed7a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 14:24:52 -0600
Subject: [PATCH 072/275] centralize postprocess

---
 bird/postprocess/computeQoI/compute_QOI.py | 137 +++---
 bird/postprocess/conditional_mean.py       |  49 +--
 bird/postprocess/post_quantities.py        | 480 +++++++++++++++++++++
 bird/utilities/bubble_col_util.py          | 244 -----------
 tests/postprocess/test_post_quantities.py  | 104 +++++
 5 files changed, 649 insertions(+), 365 deletions(-)
 create mode 100644 bird/postprocess/post_quantities.py
 delete mode 100644 bird/utilities/bubble_col_util.py
 create mode 100644 tests/postprocess/test_post_quantities.py

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index e7074d12..257774d8 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -1,15 +1,12 @@
 import argparse
-import sys
-
-import numpy as np
-
-sys.path.append("../utilities")
 import os
 import pickle
+import sys
 
-from ofio import *
+import numpy as np
 
-from bird.utilities.bubble_col_util import *
+from bird.postprocess.post_quantities import *
+from bird.utilities.ofio import *
 
 parser = argparse.ArgumentParser(
     description="Compute means QoI of OpenFOAM fields"
@@ -29,15 +26,14 @@
     nargs="+",
     help="List of variables to compute",
     default=[
-        "GH",
-        "GH_height",
+        "gh",
         "d",
         "CO2_liq",
         "CO_liq",
         "H2_liq",
-        "kla_CO2",
-        "kla_CO",
-        "kla_H2",
+        "c_CO2_liq",
+        "c_CO_liq",
+        "c_H2_liq",
     ],
     required=False,
 )
@@ -109,87 +105,80 @@ def get_var(
     localFolder = os.path.join(case_path, time_folder)
     localFolder_vol = os.path.join(case_path, mesh_time_str)
     if name.lower() == "gh":
-        var, val_dict = computeGH(
-            localFolder, localFolder_vol, nCells, cellCentres, val_dict
-        )
-    elif name.lower() == "gh_height":
-        var, val_dict = computeGH_height(
-            localFolder,
+        var, val_dict = compute_gas_holdup(
+            case_path,
+            time_folder,
             nCells,
-            cellCentres,
-            height_liq_base=7.0,
-            val_dict=val_dict,
+            volume_time="0",
+            field_dict=val_dict,
         )
     elif name.lower() == "d":
-        var, val_dict = computeDiam(localFolder, nCells, cellCentres, val_dict)
+        var, val_dict = compute_ave_bubble_diam(
+            case_path,
+            time_folder,
+            nCells,
+            volume_time="0",
+            field_dict=val_dict,
+        )
     elif name.lower() == "co2_liq":
-        var, val_dict = computeSpec_liq(
-            localFolder,
+        var, val_dict = compute_ave_y_liq(
+            case_path,
+            time_folder,
             nCells,
-            field_name="CO2.liquid",
-            key="co2_liq",
-            cellCentres=cellCentres,
-            val_dict=val_dict,
+            volume_time="0",
+            spec_name="CO2",
+            field_dict=val_dict,
         )
     elif name.lower() == "co_liq":
-        var, val_dict = computeSpec_liq(
-            localFolder,
+        var, val_dict = compute_ave_y_liq(
+            case_path,
+            time_folder,
             nCells,
-            field_name="CO.liquid",
-            key="co_liq",
-            cellCentres=cellCentres,
-            val_dict=val_dict,
+            volume_time="0",
+            spec_name="CO",
+            field_dict=val_dict,
         )
     elif name.lower() == "h2_liq":
-        var, val_dict = computeSpec_liq(
-            localFolder,
+        var, val_dict = compute_ave_y_liq(
+            case_path,
+            time_folder,
             nCells,
-            field_name="H2.liquid",
-            key="h2_liq",
-            cellCentres=cellCentres,
-            val_dict=val_dict,
+            volume_time="0",
+            spec_name="H2",
+            field_dict=val_dict,
         )
-    elif name.lower() == "kla_co":
-        if "D_CO" in diff_name_list:
-            diff = diff_val_list[diff_name_list.index("D_CO")]
-        else:
-            diff = None
-        var, val_dict = computeSpec_kla(
-            localFolder,
+    elif name.lower() == "c_co2_liq":
+        var, val_dict = compute_ave_conc_liq(
+            case_path,
+            time_folder,
             nCells,
-            key_suffix="co",
-            cellCentres=cellCentres,
-            val_dict=val_dict,
-            diff=diff,
+            volume_time="0",
+            spec_name="CO2",
+            mol_weight=44.00995 * 1e-3,
+            field_dict=val_dict,
         )
-    elif name.lower() == "kla_co2":
-        if "D_CO2" in diff_name_list:
-            diff = diff_val_list[diff_name_list.index("D_CO2")]
-        else:
-            diff = None
-        var, val_dict = computeSpec_kla(
-            localFolder,
+    elif name.lower() == "c_co_liq":
+        var, val_dict = compute_ave_conc_liq(
+            case_path,
+            time_folder,
             nCells,
-            key_suffix="co2",
-            cellCentres=cellCentres,
-            val_dict=val_dict,
-            diff=diff,
+            volume_time="0",
+            spec_name="CO",
+            mol_weight=28.01055 * 1e-3,
+            field_dict=val_dict,
         )
-    elif name.lower() == "kla_h2":
-        if "D_H2" in diff_name_list:
-            diff = diff_val_list[diff_name_list.index("D_H2")]
-        else:
-            diff = None
-        var, val_dict = computeSpec_kla(
-            localFolder,
+    elif name.lower() == "c_h2_liq":
+        var, val_dict = compute_ave_conc_liq(
+            case_path,
+            time_folder,
             nCells,
-            key_suffix="h2",
-            cellCentres=cellCentres,
-            val_dict=val_dict,
-            diff=diff,
+            volume_time="0",
+            spec_name="H2",
+            mol_weight=2.01594 * 1e-3,
+            field_dict=val_dict,
         )
     else:
-        sys.exit(f"ERROR: unknown variable {name}")
+        raise NotImplementedError(f"Unknown variable {name}")
 
     return var, val_dict
 
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index eb268146..5f246b66 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -3,7 +3,7 @@
 
 from prettyPlot.plotting import plt
 
-from bird.utilities.bubble_col_util import *
+from bird.postprocess.post_quantities import *
 from bird.utilities.mathtools import *
 from bird.utilities.ofio import *
 
@@ -41,54 +41,9 @@ def compute_cond_mean(
         for field_name in field_name_list:
             field_file.append(os.path.join(case_path, time_folder, field_name))
 
-        # if os.path.isfile(d_gas_file):
-        #    has_d = True
-        # else:
-        #    has_d = False
-
         for filename, name in zip(field_file, field_name_list):
             val_dict = {}
-            if name.lower() == "kla_co":
-                if "D_CO" in diff_name_list:
-                    diff = diff_val_list[diff_name_list.index("D_CO")]
-                else:
-                    diff = None
-                field_tmp, val_dict = computeSpec_kla_field(
-                    os.path.join(case_path, time_folder),
-                    nCells,
-                    key_suffix="co",
-                    cellCentres=cellCentres,
-                    val_dict=val_dict,
-                    diff=diff,
-                )
-            elif name.lower() == "kla_co2":
-                if "D_CO2" in diff_name_list:
-                    diff = diff_val_list[diff_name_list.index("D_CO2")]
-                else:
-                    diff = None
-                field_tmp, val_dict = computeSpec_kla_field(
-                    os.path.join(case_path, time_folder),
-                    nCells,
-                    key_suffix="co2",
-                    cellCentres=cellCentres,
-                    val_dict=val_dict,
-                    diff=diff,
-                )
-            elif name.lower() == "kla_h2":
-                if "D_H2" in diff_name_list:
-                    diff = diff_val_list[diff_name_list.index("D_H2")]
-                else:
-                    diff = None
-                field_tmp, val_dict = computeSpec_kla_field(
-                    os.path.join(case_path, time_folder),
-                    nCells,
-                    key_suffix="h2",
-                    cellCentres=cellCentres,
-                    val_dict=val_dict,
-                    diff=diff,
-                )
-            else:
-                field_tmp = readOFScal(filename, nCells)["field"]
+            field_tmp = readOFScal(filename, nCells)["field"]
             vert_axis, field_cond_tmp = conditionalAverage(
                 cellCentres[:, vert_ind], field_tmp, nbin=n_bins
             )
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
new file mode 100644
index 00000000..3b8ae5a2
--- /dev/null
+++ b/bird/postprocess/post_quantities.py
@@ -0,0 +1,480 @@
+import numpy as np
+
+from bird.utilities.ofio import *
+
+
+def read_field(
+    case_folder: str,
+    time_folder: str,
+    field_name: str,
+    n_cells: int | None = None,
+    field_dict: dict = {},
+) -> dict:
+    """
+    Read field at a given time and store it in dictionary for later reuse
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    field_name: str
+        Name of the field file to read
+    n_cells : int | None
+        Number of cells in the domain
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    field : np.ndarray | float
+        Field read
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    if not (field_name in field_dict) or field_dict[field_name] is None:
+        # Read field if it had not been read before
+        field_file = os.path.join(case_folder, time_folder, field_name)
+        field = readOF(field_file, n_cells=n_cells)["field"]
+        field_dict[field_name] = field
+    else:
+        # Get field from dict if it has been read before
+        field = field_dict[field_name]
+
+    return field, field_dict
+
+
+def get_ind_liq(
+    case_folder: str | None = None,
+    time_folder: str | None = None,
+    n_cells: int | None = None,
+    field_dict: dict = {},
+) -> tuple:
+    """
+    Get indices of pure liquid cells (where alpha.liquid > 0.5)
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    field_name: str
+        Name of the field file to read
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    ind_liq : np.ndarray | float
+        indices of pure liquid cells
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+
+    # Compute indices of pure liquid
+    if not ("ind_liq" in field_dict) or field_dict["ind_liq"] is None:
+        alpha_liq, field_dict = read_field(
+            case_folder,
+            time_folder,
+            field_name="alpha.liquid",
+            n_cells=n_cells,
+            field_dict=field_dict,
+        )
+        ind_liq = np.argwhere(alpha_liq > 0.5)
+        field_dict["ind_liq"] = ind_liq
+    else:
+        ind_liq = field_dict["ind_liq"]
+
+    return ind_liq, field_dict
+
+
+def get_ind_gas(
+    case_folder: str | None = None,
+    time_folder: str | None = None,
+    n_cells: int | None = None,
+    field_dict: dict = {},
+) -> tuple:
+    """
+    Get indices of pure gas cells (where alpha.liquid <= 0.5)
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    field_name: str
+        Name of the field file to read
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    ind_gas : np.ndarray | float
+        indices of pure gas cells
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+
+    # Compute indices of pure liquid
+    if not ("ind_gas" in field_dict) or field_dict["ind_gas"] is None:
+        alpha_liq = read_field(
+            case_folder,
+            time_folder,
+            field_name="alpha.liquid",
+            n_cells=n_cells,
+            field_dict=field_dict,
+        )
+        ind_gas = np.argwhere(alpha_liq <= 0.5)
+        field_dict["ind_gas"] = ind_gas
+    else:
+        ind_gas = field_dict["ind_gas"]
+
+    return ind_gas, field_dict
+
+
+def compute_gas_holdup(
+    case_folder: str,
+    time_folder: str,
+    n_cells: int | None = None,
+    volume_time: str = "0",
+    field_dict: dict = {},
+) -> tuple:
+    """
+    Calculate volume averaged gas hold up at a given time
+    $\frac{1}{V_{\rm tot}} \int_{V} (1-\alpha_{\rm liq}) dV$
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    volume_time : str
+        Time folder to read to get the cell volumes
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    gas_holdup: float
+        Volume averaged gas holdup
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": volume_time,
+        "n_cells": n_cells,
+    }
+    alpha_liq, field_dict = read_field(
+        field_name="alpha.liquid", field_dict=field_dict, **kwargs
+    )
+    try:
+        cell_volume, field_dict = read_field(
+            field_name="V", field_dict=field_dict, **kwargs_vol
+        )
+    except FileNotFoundError:
+        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
+        message += "You can generate V with\n\t"
+        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
+        sys.exit(message)
+
+    # Calculate
+    gas_holdup = np.sum((1 - alpha_liq) * cell_volume) / np.sum(cell_volume)
+
+    return gas_holdup, field_dict
+
+
+def compute_ave_y_liq(
+    case_folder: str,
+    time_folder: str,
+    n_cells: int | None = None,
+    volume_time: str = "0",
+    spec_name: str = "CO2",
+    field_dict={},
+) -> tuple:
+    """
+    Calculate liquid volume averaged mass fraction of a species at a given time
+
+    $\frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} Y dV_{\rm liq}$
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    volume_time : str
+        Time folder to read to get the cell volumes
+    spec_name : str
+        Name of the species
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    liq_ave_y: float
+        Liquid volume averaged mass fraction
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": volume_time,
+        "n_cells": n_cells,
+    }
+    alpha_liq, field_dict = read_field(
+        field_name="alpha.liquid", field_dict=field_dict, **kwargs
+    )
+    y_liq, field_dict = read_field(
+        field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
+    )
+    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
+    try:
+        cell_volume, field_dict = read_field(
+            field_name="V", field_dict=field_dict, **kwargs_vol
+        )
+    except FileNotFoundError:
+        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
+        message += "You can generate V with\n\t"
+        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
+        sys.exit(message)
+
+    # Only compute over the liquid
+    if isinstance(alpha_liq, np.ndarray):
+        alpha_liq = alpha_liq[ind_liq]
+    if isinstance(cell_volume, np.ndarray):
+        cell_volume = cell_volume[ind_liq]
+    if isinstance(y_liq, np.ndarray):
+        y_liq = y_liq[ind_liq]
+
+    # Calculate
+    liq_ave_y = np.sum(alpha_liq * y_liq * cell_volume) / np.sum(
+        alpha_liq * cell_volume
+    )
+
+    return liq_ave_y, field_dict
+
+
+def compute_ave_conc_liq(
+    case_folder: str,
+    time_folder: str,
+    n_cells: int | None = None,
+    volume_time: str = "0",
+    spec_name: str = "CO2",
+    mol_weight: float = 0.04401,
+    rho_val: float | None = 1000,
+    field_dict={},
+    verbose: bool = True,
+) -> tuple:
+    """
+    Calculate liquid volume averaged concentration of a species at a given time
+
+    $\frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} \rho_{\rm liq} Y / W dV_{\rm liq}$
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    volume_time : str
+        Time folder to read to get the cell volumes
+    spec_name : str
+        Name of the species
+    mol_weight : float
+        Molecular weight of species (kg/mol)
+    rho_val : float | None
+        Constant density not available from time folder (kg/m3)
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+    verbose : bool
+        If true, output mol weight, species name and density
+
+    Returns
+    ----------
+    conc_ave: float
+        Liquid volume averaged species concentration
+    field_dict : dict
+        Dictionary of fields read
+    """
+    if verbose:
+        print(
+            f"INFO: Computing concentration for {spec_name} with molecular weight {mol_weight:.4g} kg/mol"
+        )
+        if rho_val is not None:
+            print(f"INFO: Assuming liquid density {rho_val} kg/m3")
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": volume_time,
+        "n_cells": n_cells,
+    }
+    alpha_liq, field_dict = read_field(
+        field_name="alpha.liquid", field_dict=field_dict, **kwargs
+    )
+    y_liq, field_dict = read_field(
+        field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
+    )
+    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
+    try:
+        cell_volume, field_dict = read_field(
+            field_name="V", field_dict=field_dict, **kwargs_vol
+        )
+    except FileNotFoundError:
+        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
+        message += "You can generate V with\n\t"
+        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
+        sys.exit(message)
+
+    # Density of liquid is not always printed (special case)
+    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
+        if rho_val is not None:
+            rho_liq = rho_val
+            field_dict["rho_liq"] = rho_val
+        else:
+            rho_liq_file = os.path.join(case_folder, time_folder, "rhom")
+            rho_liq = readOFScal(rho_liq_file, n_cells)["field"]
+            field_dict["rho_liq"] = rho_liq
+    else:
+        rho_liq = field_dict["rho_liq"]
+
+    # Only compute over the liquid
+    if isinstance(y_liq, np.ndarray):
+        y_liq = y_liq[ind_liq]
+    if isinstance(alpha_liq, np.ndarray):
+        alpha_liq = alpha_liq[ind_liq]
+    if isinstance(alpha_liq, np.ndarray):
+        cell_volume = cell_volume[ind_liq]
+    if isinstance(rho_liq, np.ndarray):
+        rho_liq = rho_liq[ind_liq]
+
+    conc_loc = rho_liq * y_liq / mol_weight
+
+    conc_ave = np.sum(conc_loc * alpha_liq * cell_volume) / np.sum(
+        alpha_liq * cell_volume
+    )
+
+    return conc_ave, field_dict
+
+
+def compute_ave_bubble_diam(
+    case_folder: str,
+    time_folder: str,
+    n_cells: int | None = None,
+    volume_time: str = "0",
+    field_dict={},
+) -> tuple:
+    """
+    Calculate averaged bubble diameter over the liquid volume
+    $\frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} D dV$
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    volume_time : str
+        Time folder to read to get the cell volumes
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    diam: float
+        Volume averaged gas holdup
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": volume_time,
+        "n_cells": n_cells,
+    }
+    alpha_liq, field_dict = read_field(
+        field_name="alpha.liquid", field_dict=field_dict, **kwargs
+    )
+    d_gas, field_dict = read_field(
+        field_name="d.gas", field_dict=field_dict, **kwargs
+    )
+    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
+    try:
+        cell_volume, field_dict = read_field(
+            field_name="V", field_dict=field_dict, **kwargs_vol
+        )
+    except FileNotFoundError:
+        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
+        message += "You can generate V with\n\t"
+        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
+        sys.exit(message)
+
+    # Only compute over the liquid
+    if isinstance(d_gas, np.ndarray):
+        d_gas = d_gas[ind_liq]
+    if isinstance(alpha_liq, np.ndarray):
+        alpha_liq = alpha_liq[ind_liq]
+    if isinstance(alpha_liq, np.ndarray):
+        cell_volume = cell_volume[ind_liq]
+
+    # Calculate
+    diam = np.sum(d_gas * alpha_liq * cell_volume) / np.sum(
+        alpha_liq * cell_volume
+    )
+
+    return diam, val_dict
diff --git a/bird/utilities/bubble_col_util.py b/bird/utilities/bubble_col_util.py
deleted file mode 100644
index 068a42af..00000000
--- a/bird/utilities/bubble_col_util.py
+++ /dev/null
@@ -1,244 +0,0 @@
-import numpy as np
-
-from bird.utilities.ofio import *
-
-
-def readFromDict(val_dict, key, read_func=None, path=None, nCells=None):
-    if key not in val_dict:
-        field = read_func(path, nCells)["field"]
-        val_dict[key] = field
-    else:
-        field = val_dict[key]
-    return field, val_dict
-
-
-def check_indLiq(ind_liq, cellCentres):
-    height_liq = cellCentres[ind_liq, 1]
-    ind_to_remove = np.argwhere(height_liq > 9.5)
-    if len(ind_to_remove) > 0:
-        ind_liq_copy = ind_liq.copy()
-        n_remove = len(ind_to_remove)
-        print(f"ind liq found to be at high heights {n_remove} times")
-        ind_to_remove = list(ind_liq[ind_to_remove[:, 0]][:, 0])
-        ind_liq_copy = list(set(list(ind_liq[:, 0])) - set(ind_to_remove))
-        assert len(ind_liq_copy) == len(ind_liq) - n_remove
-        ind_liq = np.reshape(np.array(ind_liq_copy), (-1, 1))
-    return ind_liq
-
-
-def check_indHeight(ind_height, cellCentres):
-    height_liq = cellCentres[ind_height, 1]
-    ind_to_remove = np.argwhere(height_liq < 6)
-    if len(ind_to_remove) > 0:
-        ind_height_copy = ind_height.copy()
-        n_remove = len(ind_to_remove)
-        print(f"ind height found to be at low heights {n_remove} times")
-        ind_to_remove = list(ind_height[ind_to_remove[:, 0]][:, 0])
-        ind_height_copy = list(
-            set(list(ind_height_copy[:, 0])) - set(ind_to_remove)
-        )
-        assert len(ind_height_copy) == len(ind_height) - n_remove
-        ind_height = np.reshape(np.array(ind_height_copy), (-1, 1))
-    return ind_height
-
-
-def indLiqFromDict(val_dict, localFolder, nCells, cellCentres):
-    if "ind_liq" not in val_dict:
-        alpha_gas, val_dict = readFromDict(
-            val_dict=val_dict,
-            key="alpha_gas",
-            read_func=readOFScal,
-            path=os.path.join(localFolder, "alpha.gas"),
-            nCells=nCells,
-        )
-        ind_liq = np.argwhere(alpha_gas < 0.8)[:, 0]
-        ind_liq = check_indLiq(ind_liq, cellCentres)
-        val_dict["ind_liq"] = ind_liq
-    else:
-        ind_liq = val_dict["ind_liq"]
-
-    return ind_liq, val_dict
-
-
-def computeGH(localFolder, localFolder_vol, nCells, cellCentres, val_dict={}):
-    alpha_gas, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="alpha_gas",
-        read_func=readOFScal,
-        path=os.path.join(localFolder, "alpha.gas"),
-        nCells=nCells,
-    )
-    volume, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="volume",
-        read_func=readOFScal,
-        path=os.path.join(localFolder_vol, "V"),
-        nCells=nCells,
-    )
-    ind_liq, val_dict = indLiqFromDict(
-        val_dict, localFolder, nCells, cellCentres
-    )
-
-    holdup = np.sum(alpha_gas[ind_liq] * volume[ind_liq]) / np.sum(
-        volume[ind_liq]
-    )
-    return holdup, val_dict
-
-
-def computeGH_height(
-    localFolder, nCells, cellCentres, height_liq_base, val_dict={}
-):
-    alpha_gas, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="alpha_gas",
-        read_func=readOFScal,
-        path=os.path.join(localFolder, "alpha.gas"),
-        nCells=nCells,
-    )
-
-    tol = 1e-3
-    tol_max = 0.1
-    nFound = 0
-    iteration = 0
-    while nFound <= 10 and tol < tol_max:
-        ind_height = np.argwhere(abs(alpha_gas - 0.8) < tol)
-        ind_height = check_indHeight(ind_height, cellCentres)
-        nFound = len(ind_height)
-        tol *= 1.1
-        tol = np.clip(tol, a_min=None, a_max=0.2)
-        iteration += 1
-
-    if iteration > 1:
-        print(f"\tChanged GH tol to {tol:.2g}")
-
-    height_liq = np.mean(cellCentres[ind_height, 1])
-    holdup = height_liq / height_liq_base - 1
-
-    return holdup, val_dict
-
-
-def computeDiam(localFolder, nCells, cellCentres, val_dict={}):
-    d_gas, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="d_gas",
-        read_func=readOFScal,
-        path=os.path.join(localFolder, "d.gas"),
-        nCells=nCells,
-    )
-    ind_liq, val_dict = indLiqFromDict(
-        val_dict, localFolder, nCells, cellCentres
-    )
-
-    diam = np.mean(d_gas[ind_liq])
-
-    return diam, val_dict
-
-
-def computeSpec_liq(
-    localFolder, nCells, field_name, key, cellCentres, val_dict={}
-):
-    species, val_dict = readFromDict(
-        val_dict=val_dict,
-        key=key,
-        read_func=readOFScal,
-        path=os.path.join(localFolder, field_name),
-        nCells=nCells,
-    )
-    ind_liq, val_dict = indLiqFromDict(
-        val_dict, localFolder, nCells, cellCentres
-    )
-
-    species = np.mean(species[ind_liq])
-
-    return species, val_dict
-
-
-def computeSpec_kla_field(
-    localFolder, nCells, key_suffix, cellCentres, val_dict={}, diff=None
-):
-    if "slip_vel" not in val_dict:
-        u_gas, val_dict = readFromDict(
-            val_dict=val_dict,
-            key="u_gas",
-            read_func=readOFVec,
-            path=os.path.join(localFolder, "U.gas"),
-            nCells=nCells,
-        )
-        u_liq, val_dict = readFromDict(
-            val_dict=val_dict,
-            key="u_liq",
-            read_func=readOFVec,
-            path=os.path.join(localFolder, "U.liquid"),
-            nCells=nCells,
-        )
-        slipvel = np.linalg.norm(u_liq - u_gas, axis=1)
-        val_dict["slipvel"] = slipvel
-
-    rho_gas, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="rho_gas",
-        read_func=readOFScal,
-        path=os.path.join(localFolder, "thermo:rho.gas"),
-        nCells=nCells,
-    )
-    if "D_" + key_suffix not in val_dict:
-        if diff is None:
-            T_gas, val_dict = readFromDict(
-                val_dict=val_dict,
-                key="T_gas",
-                read_func=readOFScal,
-                path=os.path.join(localFolder, "T.gas"),
-                nCells=nCells,
-            )
-            mu = 1.67212e-06 * np.sqrt(T_gas) / (1 + 170.672 / T_gas)
-            D = mu / rho_gas / 0.7
-        else:
-            D = np.ones(rho_gas.shape) * diff
-        val_dict["D_" + key_suffix] = D
-    else:
-        D = val_dict["D_" + key_suffix]
-
-    d_gas, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="d_gas",
-        read_func=readOFScal,
-        path=os.path.join(localFolder, "d.gas"),
-        nCells=nCells,
-    )
-    if "Sh_" + key_suffix not in val_dict:
-        # Sh = 1.12*np.sqrt(rho_gas*slipvel*d_gas/(D*0.7*rho_gas))*np.sqrt(0.7)
-        Sh = (
-            2.0
-            + 0.552
-            * np.sqrt(rho_gas * slipvel * d_gas / (D * 0.7 * rho_gas))
-            * 0.8889
-        )
-        val_dict["Sh_" + key_suffix] = Sh
-    else:
-        Sh = val_dict["Sh_" + key_suffix]
-
-    alpha_gas, val_dict = readFromDict(
-        val_dict=val_dict,
-        key="alpha_gas",
-        read_func=readOFScal,
-        path=os.path.join(localFolder, "alpha.gas"),
-        nCells=nCells,
-    )
-
-    kla = Sh * 6 * alpha_gas / d_gas / d_gas * D
-
-    return kla, val_dict
-
-
-def computeSpec_kla(
-    localFolder, nCells, key_suffix, cellCentres, val_dict={}, diff=None
-):
-    kla, val_dict = computeSpec_kla_field(
-        localFolder, nCells, key_suffix, cellCentres, val_dict, diff
-    )
-
-    ind_liq, val_dict = indLiqFromDict(
-        val_dict, localFolder, nCells, cellCentres
-    )
-
-    return np.mean(kla[ind_liq]), val_dict
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
new file mode 100644
index 00000000..9fb0bdbf
--- /dev/null
+++ b/tests/postprocess/test_post_quantities.py
@@ -0,0 +1,104 @@
+import os
+from pathlib import Path
+
+from prettyPlot.plotting import plt, pretty_labels
+
+from bird.postprocess.post_quantities import *
+
+
+def test_compute_gh():
+    """
+    Test for gas holdup calculation
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    kwargs = {"case_folder": case_folder, "n_cells": None, "volume_time": "1"}
+    field_dict = {}
+    gh, field_dict = compute_gas_holdup(
+        time_folder="1", field_dict=field_dict, **kwargs
+    )
+    field_dict = {}
+    gh, field_dict = compute_gas_holdup(
+        time_folder="79", field_dict=field_dict, **kwargs
+    )
+
+
+def test_ave_y_liq():
+    """
+    Test for liquid volume averaged species mass fraction
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    kwargs = {
+        "time_folder": "79",
+        "case_folder": case_folder,
+        "n_cells": None,
+        "volume_time": "1",
+    }
+    field_dict = {}
+    ave_y_co2, field_dict = compute_ave_y_liq(
+        spec_name="CO2", field_dict=field_dict, **kwargs
+    )
+    ave_y_co, field_dict = compute_ave_y_liq(
+        spec_name="CO", field_dict=field_dict, **kwargs
+    )
+    ave_y_h2, field_dict = compute_ave_y_liq(
+        spec_name="H2", field_dict=field_dict, **kwargs
+    )
+
+
+def test_ave_conc_liq():
+    """
+    Test for liquid volume averaged species concentration
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    kwargs = {
+        "time_folder": "79",
+        "case_folder": case_folder,
+        "n_cells": None,
+        "volume_time": "1",
+    }
+    field_dict = {}
+    ave_conc_co2, field_dict = compute_ave_conc_liq(
+        spec_name="CO2",
+        mol_weight=44.00995 * 1e-3,
+        field_dict=field_dict,
+        **kwargs,
+    )
+    ave_conc_co, field_dict = compute_ave_conc_liq(
+        spec_name="CO",
+        mol_weight=28.01055 * 1e-3,
+        field_dict=field_dict,
+        **kwargs,
+    )
+    ave_conc_h2, field_dict = compute_ave_conc_liq(
+        spec_name="H2",
+        mol_weight=2.01594 * 1e-3,
+        field_dict=field_dict,
+        **kwargs,
+    )
+
+
+if __name__ == "__main__":
+    test_compute_gh()
+    test_ave_y_liq()
+    test_ave_conc_liq()

From d0d77b92555358a7453db33483ea67d7153965d2 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 14:30:13 -0600
Subject: [PATCH 073/275] test bubble diameter calculation

---
 tests/postprocess/test_post_quantities.py | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)

diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 9fb0bdbf..5f0460d8 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -29,6 +29,29 @@ def test_compute_gh():
     )
 
 
+def test_compute_diam():
+    """
+    Test for bubble diameter calculation
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    kwargs = {"case_folder": case_folder, "n_cells": None, "volume_time": "1"}
+    field_dict = {}
+    diam, field_dict = compute_ave_bubble_diam(
+        time_folder="1", field_dict=field_dict, **kwargs
+    )
+    field_dict = {}
+    diam, field_dict = compute_ave_bubble_diam(
+        time_folder="79", field_dict=field_dict, **kwargs
+    )
+
+
 def test_ave_y_liq():
     """
     Test for liquid volume averaged species mass fraction

From 1789d0c937631a7eca635a8ddb15eb831fe9b6d3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 14:34:50 -0600
Subject: [PATCH 074/275] remove rogue val dict

---
 bird/postprocess/post_quantities.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 3b8ae5a2..a5f7d8f6 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -477,4 +477,4 @@ def compute_ave_bubble_diam(
         alpha_liq * cell_volume
     )
 
-    return diam, val_dict
+    return diam, field_dict

From 1f7c87c672ba6a804b9c44055b393e9e886c5cdf Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 14:37:03 -0600
Subject: [PATCH 075/275] push to pypi to pass test

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index a4ff1ec3..bb5a3100 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.22"
+__version__ = "0.0.23"

From 7069e23d4dfba08c87c55ae6a98a15b6fcda641a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 15:48:03 -0600
Subject: [PATCH 076/275] superficial velocity calculation

---
 bird/postprocess/post_quantities.py       | 238 ++++++++++++++++++----
 tests/postprocess/test_post_quantities.py |  26 +++
 2 files changed, 227 insertions(+), 37 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index a5f7d8f6..16fcf7a5 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -9,7 +9,7 @@ def read_field(
     field_name: str,
     n_cells: int | None = None,
     field_dict: dict = {},
-) -> dict:
+) -> tuple:
     """
     Read field at a given time and store it in dictionary for later reuse
 
@@ -46,6 +46,102 @@ def read_field(
     return field, field_dict
 
 
+def read_cell_volume(
+    case_folder: str,
+    time_folder: str,
+    n_cells: int | None = None,
+    field_dict: dict = {},
+) -> tuple:
+    """
+    Read volume at a given time and store it in dictionary for later reuse
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    cell_volume : np.ndarray | float
+        cell volume read from file
+    field_dict : dict
+        Dictionary of fields read
+    """
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    try:
+        cell_volume, field_dict = read_field(
+            field_name="V", field_dict=field_dict, **kwargs_vol
+        )
+    except FileNotFoundError:
+        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
+        message += "You can generate V with\n\t"
+        message += f"`postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}`"
+        sys.exit(message)
+
+    return cell_volume, field_dict
+
+
+def read_cell_centers(
+    case_folder: str,
+    cell_centers_file: str,
+    field_dict: dict = {},
+) -> tuple:
+    """
+    Read volume at a given time and store it in dictionary for later reuse
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    cell_centers_file : str
+        Filename of cell center data
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    cell_centers : np.ndarray
+        cell centers read from file
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    if (
+        not ("cell_centers" in field_dict)
+        or field_dict["cell_centers"] is None
+    ):
+        try:
+            cell_centers = readMesh(
+                os.path.join(case_folder, cell_centers_file)
+            )
+            field_dict["cell_centers"] = cell_centers
+        except FileNotFoundError:
+            message = f"ERROR: could not find {cell_centers_file}\n"
+            message += "You can generate it with\n\t"
+            message += f"`writeMeshObj -case {case_folder}`\n"
+            time_float, time_str = getCaseTimes(case_folder)
+            correct_path = f"meshCellCentres_{time_str[0]}.obj"
+            if not correct_path == cell_centers_file:
+                message += (
+                    f"And adjust the cell center file path to {correct_path}"
+                )
+            sys.exit(message)
+    else:
+        cell_centers = field_dict["cell_centers"]
+
+    return cell_centers, field_dict
+
+
 def get_ind_liq(
     case_folder: str | None = None,
     time_folder: str | None = None,
@@ -198,15 +294,9 @@ def compute_gas_holdup(
     alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    try:
-        cell_volume, field_dict = read_field(
-            field_name="V", field_dict=field_dict, **kwargs_vol
-        )
-    except FileNotFoundError:
-        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
-        message += "You can generate V with\n\t"
-        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
-        sys.exit(message)
+    cell_volume, field_dict = read_cell_volume(
+        field_dict=field_dict, **kwargs_vol
+    )
 
     # Calculate
     gas_holdup = np.sum((1 - alpha_liq) * cell_volume) / np.sum(cell_volume)
@@ -214,6 +304,95 @@ def compute_gas_holdup(
     return gas_holdup, field_dict
 
 
+def compute_superficial_velocity(
+    case_folder: str,
+    time_folder: str,
+    n_cells: int | None = None,
+    volume_time: str = "0",
+    direction: int = 1,
+    cell_centers_file: str = "meshCellCentres_0.obj",
+    field_dict: dict = {},
+) -> tuple:
+    """
+    Calculate superficial velocity in a given direction at a given time
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    n_cells : int | None
+        Number of cells in the domain
+    volume_time : str
+        Time folder to read to get the cell volumes
+    direction :  int
+        Direction along which to calculate the superficial velocity
+    cell_centers_file : str
+        Filename of cell center data
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    sup_vel: float
+        Superficial velocity
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": volume_time,
+        "n_cells": n_cells,
+    }
+    alpha_gas, field_dict = read_field(
+        field_name="alpha.gas", field_dict=field_dict, **kwargs
+    )
+    U_gas, field_dict = read_field(
+        field_name="U.gas", field_dict=field_dict, **kwargs
+    )
+    U_gas = U_gas[:, direction]
+
+    cell_volume, field_dict = read_cell_volume(
+        field_dict=field_dict, **kwargs_vol
+    )
+    cell_centers, field_dict = read_cell_centers(
+        case_folder=case_folder,
+        cell_centers_file=cell_centers_file,
+        field_dict=field_dict,
+    )
+
+    # Find all cells in the middle of the domain
+    max_dir = np.amax(cell_centers[:, direction])
+    min_dir = np.amin(cell_centers[:, direction])
+    middle_dir = (max_dir + min_dir) / 2
+    tol = (max_dir - min_dir) * 0.05
+    ind_middle = np.argwhere(
+        (cell_centers[:, direction] >= middle_dir - tol)
+        & (cell_centers[:, direction] <= middle_dir + tol)
+    )
+
+    # Only compute in the middle
+    if isinstance(alpha_gas, np.ndarray):
+        alpha_gas = alpha_gas[ind_middle]
+    if isinstance(cell_volume, np.ndarray):
+        cell_volume = cell_volume[ind_middle]
+    if isinstance(U_gas, np.ndarray):
+        U_gas = U_gas[ind_middle]
+
+    # Compute
+    sup_vel = np.sum(U_gas * alpha_gas * cell_volume) / np.sum(cell_volume)
+
+    return sup_vel, field_dict
+
+
 def compute_ave_y_liq(
     case_folder: str,
     time_folder: str,
@@ -268,15 +447,10 @@ def compute_ave_y_liq(
         field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
-    try:
-        cell_volume, field_dict = read_field(
-            field_name="V", field_dict=field_dict, **kwargs_vol
-        )
-    except FileNotFoundError:
-        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
-        message += "You can generate V with\n\t"
-        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
-        sys.exit(message)
+
+    cell_volume, field_dict = read_cell_volume(
+        field_dict=field_dict, **kwargs_vol
+    )
 
     # Only compute over the liquid
     if isinstance(alpha_liq, np.ndarray):
@@ -363,15 +537,10 @@ def compute_ave_conc_liq(
         field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
-    try:
-        cell_volume, field_dict = read_field(
-            field_name="V", field_dict=field_dict, **kwargs_vol
-        )
-    except FileNotFoundError:
-        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
-        message += "You can generate V with\n\t"
-        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
-        sys.exit(message)
+
+    cell_volume, field_dict = read_cell_volume(
+        field_dict=field_dict, **kwargs_vol
+    )
 
     # Density of liquid is not always printed (special case)
     if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
@@ -454,15 +623,10 @@ def compute_ave_bubble_diam(
         field_name="d.gas", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
-    try:
-        cell_volume, field_dict = read_field(
-            field_name="V", field_dict=field_dict, **kwargs_vol
-        )
-    except FileNotFoundError:
-        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
-        message += "You can generate V with\n\t"
-        message += f"`postProcess -func writeCellVolumes -time {volume_time} -case {case_folder}`"
-        sys.exit(message)
+
+    cell_volume, field_dict = read_cell_volume(
+        field_dict=field_dict, **kwargs_vol
+    )
 
     # Only compute over the liquid
     if isinstance(d_gas, np.ndarray):
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 5f0460d8..56b36625 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -52,6 +52,31 @@ def test_compute_diam():
     )
 
 
+def test_compute_superficial_velocity():
+    """
+    Test for superficial velocity calculation
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    kwargs = {
+        "case_folder": case_folder,
+        "n_cells": None,
+        "volume_time": "1",
+        "direction": 1,
+        "cell_centers_file": "meshCellCentres_1.obj",
+    }
+    field_dict = {}
+    sup_vel, field_dict = compute_superficial_velocity(
+        time_folder="79", field_dict=field_dict, **kwargs
+    )
+
+
 def test_ave_y_liq():
     """
     Test for liquid volume averaged species mass fraction
@@ -122,6 +147,7 @@ def test_ave_conc_liq():
 
 
 if __name__ == "__main__":
+    test_compute_superficial_velocity()
     test_compute_gh()
     test_ave_y_liq()
     test_ave_conc_liq()

From a139d17b5056538a8e0f67e3996a634194d90372 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 15:49:40 -0600
Subject: [PATCH 077/275] update bird version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index bb5a3100..07d5c654 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.23"
+__version__ = "0.0.24"

From 393e33875f20300502414adc32360c5cadb4693a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 16:16:36 -0600
Subject: [PATCH 078/275] add flat panel reactor tutorial and add it to the ci

---
 .github/workflows/ci.yml                      |   5 +
 .../FlatPanel_250L_ASU/0.orig/T.gas           |  44 +++++
 .../FlatPanel_250L_ASU/0.orig/T.liquid        |  44 +++++
 .../FlatPanel_250L_ASU/0.orig/U.gas           |  40 +++++
 .../FlatPanel_250L_ASU/0.orig/U.liquid        |  40 +++++
 .../FlatPanel_250L_ASU/0.orig/alpha.gas.orig  |  41 +++++
 .../0.orig/alpha.liquid.orig                  |  40 +++++
 .../FlatPanel_250L_ASU/0.orig/alphat.gas      |  47 +++++
 .../FlatPanel_250L_ASU/0.orig/alphat.liquid   |  47 +++++
 .../FlatPanel_250L_ASU/0.orig/epsilon.gas     |  48 +++++
 .../FlatPanel_250L_ASU/0.orig/epsilon.liquid  |  48 +++++
 .../FlatPanel_250L_ASU/0.orig/epsilonm        |  48 +++++
 .../FlatPanel_250L_ASU/0.orig/k.gas           |  48 +++++
 .../FlatPanel_250L_ASU/0.orig/k.liquid        |  48 +++++
 tutorial_cases/FlatPanel_250L_ASU/0.orig/km   |  48 +++++
 .../FlatPanel_250L_ASU/0.orig/nut.gas         |  46 +++++
 .../FlatPanel_250L_ASU/0.orig/nut.liquid      |  46 +++++
 tutorial_cases/FlatPanel_250L_ASU/0.orig/p    |  39 ++++
 .../FlatPanel_250L_ASU/0.orig/p_rgh           |  40 +++++
 tutorial_cases/FlatPanel_250L_ASU/AllmassT    |  18 ++
 tutorial_cases/FlatPanel_250L_ASU/README.md   |   5 +
 tutorial_cases/FlatPanel_250L_ASU/constant/g  |  21 +++
 .../constant/momentumTransport.gas            |  27 +++
 .../constant/momentumTransport.liquid         |  27 +++
 .../constant/phaseProperties                  | 170 ++++++++++++++++++
 .../constant/thermophysicalProperties.gas     |  47 +++++
 .../constant/thermophysicalProperties.liquid  |  51 ++++++
 tutorial_cases/FlatPanel_250L_ASU/presteps.sh |   4 +
 tutorial_cases/FlatPanel_250L_ASU/run.sh      |   2 +
 .../FlatPanel_250L_ASU/system/blockMeshDict   | 110 ++++++++++++
 .../FlatPanel_250L_ASU/system/controlDict     |  59 ++++++
 .../FlatPanel_250L_ASU/system/controlDict~    |  59 ++++++
 .../system/decomposeParDict                   |  45 +++++
 .../FlatPanel_250L_ASU/system/fvConstraints   |  23 +++
 .../FlatPanel_250L_ASU/system/fvSchemes       |  65 +++++++
 .../FlatPanel_250L_ASU/system/fvSolution      |  84 +++++++++
 .../FlatPanel_250L_ASU/system/panel.m4        | 110 ++++++++++++
 .../FlatPanel_250L_ASU/system/setFieldsDict   |  37 ++++
 38 files changed, 1771 insertions(+)
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/T.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/T.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/U.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/U.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.gas.orig
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.liquid.orig
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilonm
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/k.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/k.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/km
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/p
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/0.orig/p_rgh
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/AllmassT
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/README.md
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/constant/g
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/constant/phaseProperties
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.gas
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.liquid
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/presteps.sh
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/run.sh
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/blockMeshDict
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/controlDict
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/controlDict~
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/decomposeParDict
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/fvConstraints
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/fvSchemes
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/fvSolution
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/panel.m4
 create mode 100644 tutorial_cases/FlatPanel_250L_ASU/system/setFieldsDict

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 55a639ba..05effe9c 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -176,4 +176,9 @@ jobs:
           cd tutorial_cases/airlift_40m
           bash run.sh
           cd ../../
+      - name: Run flat panel reactor tutorial
+        run: |
+          cd tutorial_cases/FlatPanel_250L_ASU
+          bash run.sh
+          cd ../../
 
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/T.gas b/tutorial_cases/FlatPanel_250L_ASU/0.orig/T.gas
new file mode 100644
index 00000000..1d515f11
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/T.gas
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      T.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [0 0 0 1 0 0 0];
+
+internalField       uniform 308;
+
+boundaryField
+{
+    "wall_.*"
+    {
+        type               zeroGradient;
+    }
+    outlet
+    {
+        type               inletOutlet;
+        phi                phi.gas;
+        inletValue         $internalField;
+        value              $internalField;
+    }
+    inlet
+    {
+        type               fixedValue;
+        value              $internalField;
+    }
+    frontAndBackPlanes
+    {
+        type               empty;
+    }
+}
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/T.liquid b/tutorial_cases/FlatPanel_250L_ASU/0.orig/T.liquid
new file mode 100644
index 00000000..2d4e3a4d
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/T.liquid
@@ -0,0 +1,44 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      T.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [0 0 0 1 0 0 0];
+
+internalField       uniform 308;
+
+boundaryField
+{
+    "wall_.*"
+    {
+        type               zeroGradient;
+    }
+    outlet
+    {
+        type               inletOutlet;
+        phi                phi.liquid;
+        inletValue         $internalField;
+        value              $internalField;
+    }
+    inlet
+    {
+        type               fixedValue;
+        value              $internalField;
+    }
+    frontAndBackPlanes
+    {
+        type               empty;
+    }
+}
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/U.gas b/tutorial_cases/FlatPanel_250L_ASU/0.orig/U.gas
new file mode 100644
index 00000000..808205dc
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/U.gas
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      binary;
+    class       volVectorField;
+    object      U.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+internalField   uniform (0 0.1 0);
+
+boundaryField
+{
+    inlet
+    {
+        type               fixedValue;
+        value              $internalField;
+    }
+    outlet
+    {
+        type               pressureInletOutletVelocity;
+        phi                phi.gas;
+        value              $internalField;
+    }
+    "wall_.*"
+    {
+        type               fixedValue;
+        value              uniform (0 0 0);
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/U.liquid b/tutorial_cases/FlatPanel_250L_ASU/0.orig/U.liquid
new file mode 100644
index 00000000..84b3317a
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/U.liquid
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      binary;
+    class       volVectorField;
+    object      U.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+internalField   uniform (0 0 0);
+
+boundaryField
+{
+    inlet
+    {
+        type               fixedValue;
+        value              $internalField;
+    }
+    outlet
+    {
+        type               pressureInletOutletVelocity;
+        phi                phi.liquid;
+        value              $internalField;
+    }
+    "wall_.*"
+    {
+        type               fixedValue;
+        value              uniform (0 0 0);
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.gas.orig b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.gas.orig
new file mode 100644
index 00000000..e827a9ed
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.gas.orig
@@ -0,0 +1,41 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    location    "0";
+    object      alpha.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 0.5;
+    }
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      uniform 1;
+        value           uniform 1;
+    }
+    "wall_.*"
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.liquid.orig b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.liquid.orig
new file mode 100644
index 00000000..c2531311
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alpha.liquid.orig
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alpha.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 0 0 0 0 0 0];
+
+internalField   uniform 1;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           uniform 0.5;
+    }
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.liquid;
+        inletValue      uniform 0;
+        value           uniform 0;
+    }
+    "wall_.*"
+    {
+        type            zeroGradient;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.gas b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.gas
new file mode 100644
index 00000000..8d53c794
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alphat.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [1 -1 -1 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            compressible::alphatWallFunction;
+        Prt             0.85;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.liquid b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.liquid
new file mode 100644
index 00000000..4e503479
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/alphat.liquid
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      alphat.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [1 -1 -1 0 0 0 0];
+
+internalField   uniform 0;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            compressible::alphatWallFunction;
+        Prt             0.85;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.gas b/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.gas
new file mode 100644
index 00000000..24d4f17e
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.gas
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilon.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+internalField   uniform 1.5e-4;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            epsilonWallFunction;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.liquid b/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.liquid
new file mode 100644
index 00000000..c307061f
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilon.liquid
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilon.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+internalField   uniform 1.5e-4;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.liquid;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            epsilonWallFunction;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilonm b/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilonm
new file mode 100644
index 00000000..cc6f87e6
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/epsilonm
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      epsilonm;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -3 0 0 0 0];
+
+internalField   uniform 1.5e-4;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phim;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            zeroGradient;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/k.gas b/tutorial_cases/FlatPanel_250L_ASU/0.orig/k.gas
new file mode 100644
index 00000000..0a844f7a
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/k.gas
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      k.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+internalField   uniform 3.75e-5;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.gas;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            kqRWallFunction;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/k.liquid b/tutorial_cases/FlatPanel_250L_ASU/0.orig/k.liquid
new file mode 100644
index 00000000..86ac25af
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/k.liquid
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      k.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+internalField   uniform 3.75e-5;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phi.liquid;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            kqRWallFunction;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/km b/tutorial_cases/FlatPanel_250L_ASU/0.orig/km
new file mode 100644
index 00000000..6d8fb00f
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/km
@@ -0,0 +1,48 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      km;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -2 0 0 0 0];
+
+internalField   uniform 3.75e-5;
+
+boundaryField
+{
+    inlet
+    {
+        type            fixedValue;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            inletOutlet;
+        phi             phim;
+        inletValue      $internalField;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            zeroGradient;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.gas b/tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.gas
new file mode 100644
index 00000000..d2208625
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.gas
@@ -0,0 +1,46 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      nut.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -1 0 0 0 0];
+
+internalField   uniform 1e-8;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            nutkWallFunction;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.liquid b/tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.liquid
new file mode 100644
index 00000000..f08faba7
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/nut.liquid
@@ -0,0 +1,46 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      nut.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 2 -1 0 0 0 0];
+
+internalField   uniform 1e-8;
+
+boundaryField
+{
+    inlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    outlet
+    {
+        type            calculated;
+        value           $internalField;
+    }
+
+    "wall_.*"
+    {
+        type            nutkWallFunction;
+        value           $internalField;
+    }
+
+    defaultFaces
+    {
+        type            empty;
+    }
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/p b/tutorial_cases/FlatPanel_250L_ASU/0.orig/p
new file mode 100644
index 00000000..46b3fa42
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/p
@@ -0,0 +1,39 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      p;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [1 -1 -2 0 0 0 0];
+
+internalField       uniform 1e5;
+
+boundaryField
+{
+    inlet
+    {
+        type               calculated;
+        value              $internalField;
+    }
+    outlet
+    {
+        type               calculated;
+        value              $internalField;
+    }
+    "wall_.*"
+    {
+        type               calculated;
+        value              $internalField;
+    }
+}
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/0.orig/p_rgh b/tutorial_cases/FlatPanel_250L_ASU/0.orig/p_rgh
new file mode 100644
index 00000000..c66435ba
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/0.orig/p_rgh
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volScalarField;
+    object      p_rgh;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions          [1 -1 -2 0 0 0 0];
+
+internalField       uniform 1e5;
+
+boundaryField
+{
+    inlet
+    {
+        type               fixedFluxPressure;
+        value              $internalField;
+    }
+    outlet
+    {
+        type               prghPressure;
+        p                  $internalField;
+        value              $internalField;
+    }
+    "wall_.*"
+    {
+        type               fixedFluxPressure;
+        value              $internalField;
+    }
+}
+
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/AllmassT b/tutorial_cases/FlatPanel_250L_ASU/AllmassT
new file mode 100644
index 00000000..84a47c33
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/AllmassT
@@ -0,0 +1,18 @@
+#!/bin/sh
+cd ${0%/*} || exit 1    # Run from this directory
+
+# Source tutorial run functions
+. $WM_PROJECT_DIR/bin/tools/RunFunctions
+
+mv constant/NofvModels constant/fvModels 
+
+echo -e " - Manipulate default specie"
+sed 's|^defaultSpecie.*|defaultSpecie air;|' -i constant/thermophysicalProperties.gas
+
+echo -e " - Manipulate controlDict"
+sed 's|^endTime.*|endTime   160;|' -i system/controlDict
+sed 's|^deltaT.*|deltaT          0.0001;|' -i system/controlDict
+sed 's|^adjustTimeStep.*|adjustTimeStep  no;//yes;//|' -i system/controlDict
+
+## runApplication $(getApplication)
+#------------------------------------------------------------------------------
diff --git a/tutorial_cases/FlatPanel_250L_ASU/README.md b/tutorial_cases/FlatPanel_250L_ASU/README.md
new file mode 100644
index 00000000..7ab83e55
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/README.md
@@ -0,0 +1,5 @@
+### Flat Panel reactor
+
+Single core exec
+
+1. `bash run.sh`
diff --git a/tutorial_cases/FlatPanel_250L_ASU/constant/g b/tutorial_cases/FlatPanel_250L_ASU/constant/g
new file mode 100644
index 00000000..2c53688b
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/constant/g
@@ -0,0 +1,21 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       uniformDimensionedVectorField;
+    location    "constant";
+    object      g;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -2 0 0 0 0];
+value           (0 -9.81 0);
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.gas b/tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.gas
new file mode 100644
index 00000000..e73147a8
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.gas
@@ -0,0 +1,27 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      momentumTransport.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+simulationType  RAS;
+
+RAS
+{
+    model    mixtureKEpsilon; // continuousGasKEpsilon;
+
+    turbulence      on;
+    printCoeffs     on;
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.liquid b/tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.liquid
new file mode 100644
index 00000000..f3205aa6
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/constant/momentumTransport.liquid
@@ -0,0 +1,27 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      momentumTransport.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+simulationType  RAS;
+
+RAS
+{
+    model    mixtureKEpsilon; // LaheyKEpsilon;
+
+    turbulence      on;
+    printCoeffs     on;
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/constant/phaseProperties b/tutorial_cases/FlatPanel_250L_ASU/constant/phaseProperties
new file mode 100644
index 00000000..3d165947
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/constant/phaseProperties
@@ -0,0 +1,170 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+type    basicMultiphaseSystem;
+
+phases (gas liquid);
+
+gas
+{
+    type            purePhaseModel;
+    diameterModel   isothermal;
+    isothermalCoeffs
+    {
+        d0              3e-3;
+        p0              1e5;
+    }
+
+    residualAlpha   1e-6;
+}
+
+liquid
+{
+    type            purePhaseModel;
+    diameterModel   constant;
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+
+    residualAlpha   1e-6;
+}
+
+blending
+{
+    default
+    {
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+
+    drag
+    {
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.5;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.5;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           0.07;
+    }
+);
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            constant;
+        E0              1.0;
+    }
+
+    (liquid in gas)
+    {
+        type            constant;
+        E0              1.0;
+    }
+);
+
+drag
+(
+    (gas in liquid)
+    {
+        type            SchillerNaumann;
+        residualRe      1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+
+    (liquid in gas)
+    {
+        type            SchillerNaumann;
+        residualRe      1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+
+    (gas and liquid)
+    {
+        type            segregated;
+        m               0.5;
+        n               8;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+
+    (liquid in gas)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+heatTransfer
+(
+    (gas in liquid)
+    {
+        type            RanzMarshall;
+        residualAlpha   1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type            RanzMarshall;
+        residualAlpha   1e-4;
+    }
+);
+
+phaseTransfer
+();
+
+lift
+();
+
+wallLubrication
+();
+
+turbulentDispersion
+();
+
+interfaceCompression
+();
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.gas b/tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.gas
new file mode 100644
index 00000000..28d92618
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.gas
@@ -0,0 +1,47 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      thermophysicalProperties.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         pureMixture;
+    transport       const;
+    thermo          hConst;
+    equationOfState perfectGas;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+}
+
+mixture
+{
+    specie
+    {
+        molWeight   28.9;
+    }
+    thermodynamics
+    {
+        Cp          1007;
+        Hf          0;
+    }
+    transport
+    {
+        mu          1.84e-05;
+        Pr          0.7;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.liquid b/tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.liquid
new file mode 100644
index 00000000..afb88b7e
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/constant/thermophysicalProperties.liquid
@@ -0,0 +1,51 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "constant";
+    object      thermophysicalProperties.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         pureMixture;
+    transport       const;
+    thermo          eConst;
+    equationOfState rPolynomial;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+}
+
+mixture
+{
+    specie
+    {
+        molWeight   18;
+    }
+    equationOfState
+    {
+        C (0.001278 -2.1055e-06 3.9689e-09 4.3772e-13 -2.0225e-16);
+    }
+    thermodynamics
+    {
+        Cv          4195;
+        Hf          0;
+    }
+    transport
+    {
+        mu          3.645e-4;
+        Pr          2.289;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/presteps.sh b/tutorial_cases/FlatPanel_250L_ASU/presteps.sh
new file mode 100644
index 00000000..238ba587
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/presteps.sh
@@ -0,0 +1,4 @@
+cp -r 0.orig 0
+m4 ./system/panel.m4 > ./system/blockMeshDict
+blockMesh
+setFields
diff --git a/tutorial_cases/FlatPanel_250L_ASU/run.sh b/tutorial_cases/FlatPanel_250L_ASU/run.sh
new file mode 100644
index 00000000..bef3c727
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/run.sh
@@ -0,0 +1,2 @@
+bash presteps.sh
+birdmultiphaseEulerFoam
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/blockMeshDict b/tutorial_cases/FlatPanel_250L_ASU/system/blockMeshDict
new file mode 100644
index 00000000..d2203a4e
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/blockMeshDict
@@ -0,0 +1,110 @@
+//--------------------------------*- C++ -*----------------------------------
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+FoamFile
+{
+  version  2.0;
+  format   ascii;
+  class dictionary;
+  object blockMeshDict;
+}
+// ************************************
+
+
+
+
+
+
+convertToMeters 1;
+   
+ //wall-sparge distance
+ // sparger diameter
+ // total lenght
+ // total depth
+//define(H, 0.9144) //total height
+ //total height
+
+
+
+
+
+
+vertices
+(
+    ( 0   0   0 ) // Vertex block0_0 = 0 
+    ( 1.1176   0   0 ) // Vertex block0_1 = 1 
+    ( 1.1176   1.1   0 ) // Vertex block0_2 = 2 
+    ( 0   1.1   0 ) // Vertex block0_3 = 3 
+    ( 0.02925   0   0.02925 ) // Vertex block0_4 = 4 
+    ( 1.08835 0   0.02925 ) // Vertex block0_5 = 5 
+    ( 1.08835 1.1   0.02925 ) // Vertex block0_6 = 6 
+    ( 0.02925   1.1   0.02925 ) // Vertex block0_7 = 7 
+    ( 0.02925   0   0.03425) // Vertex block0_8 = 8 
+    ( 1.08835 0   0.03425) // Vertex block0_9 = 9 
+    ( 1.08835 1.1   0.03425) // Vertex block0_10 = 10 
+    ( 0.02925   1.1   0.03425) // Vertex block0_11 = 11 
+    ( 0   0   0.0635 ) // Vertex block0_12 = 12 
+    ( 1.1176   0   0.0635 ) // Vertex block0_13 = 13 
+    ( 1.1176   1.1   0.0635 ) // Vertex block0_14 = 14 
+    ( 0   1.1   0.0635 ) // Vertex block0_15 = 15 
+
+);
+
+blocks
+(
+    //block 0
+    hex ( 0 1 2 3 4 5 6 7 ) (100 100 10) simpleGrading (1 1 1)
+    //block 1
+    hex ( 5 1 2 6 9 13 14 10) ( 10 100 10 ) simpleGrading (1 1 1)
+    //block 2
+    hex ( 8 9 10 11 12 13 14 15) ( 100 100 10) simpleGrading (1 1 1)
+    //block 3
+    hex ( 0 4 7 3 12 8 11 15 ) ( 10 100 10 ) simpleGrading (1 1 1)
+    //block 4
+    hex (4 5 6 7 8 9 10 11) ( 100 100 10 ) simpleGrading (1 1 1)
+);
+
+edges
+(
+);
+
+patches
+(
+    patch inlet
+    (
+        ( 4 5 9 8 ) 
+    )
+      
+    patch outlet
+    (
+        ( 3 2 6 7 )
+	( 11 10 14 15 )
+	( 3 7 11 15 )
+	( 2 14 10 6 )
+	( 7 6 10 11)
+    )
+
+    wall wall_sides
+    (
+        ( 0 3 15 12 )
+    	( 1 13 14 2 )
+    )
+
+    wall wall_frontback
+    (
+        ( 12 15 14 13 )
+    	( 0 1 2 3 )
+    )
+
+    wall wall_botttom
+    (
+        ( 0 1 5 4 )
+	( 8 9 13 12 )
+	( 0 4 8 12 )
+	( 1 13 9 5)
+    )
+);
+
+mergePatchPairs
+(
+);
+
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/controlDict b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
new file mode 100644
index 00000000..1ae159fc
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
@@ -0,0 +1,59 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      controlDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+application     multiphaseEulerFoam;
+
+startFrom       startTime;
+
+startTime       0;
+
+stopAt          endTime;
+
+endTime         100;
+
+deltaT          0.0005;
+
+writeControl    adjustableRunTime;
+
+writeInterval   0.5;
+
+purgeWrite      0;
+
+writeFormat     ascii;
+
+writePrecision  6;
+
+writeCompression off;
+
+timeFormat      general;
+
+timePrecision   6;
+
+runTimeModifiable yes;
+
+adjustTimeStep  yes;//no;
+
+maxCo           0.3;
+
+maxDeltaT       1;
+
+functions
+{
+    #includeFunc fieldAverage(U.gas, U.liquid, alpha.gas, p)
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/controlDict~ b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict~
new file mode 100644
index 00000000..9e045ee7
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict~
@@ -0,0 +1,59 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      controlDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+application     multiphaseEulerFoam;
+
+startFrom       startTime;
+
+startTime       0;
+
+stopAt          endTime;
+
+endTime         100;
+
+deltaT          0.0005;
+
+writeControl    runTime;
+
+writeInterval   1;
+
+purgeWrite      0;
+
+writeFormat     ascii;
+
+writePrecision  6;
+
+writeCompression off;
+
+timeFormat      general;
+
+timePrecision   6;
+
+runTimeModifiable yes;
+
+adjustTimeStep  no;
+
+maxCo           0.5;
+
+maxDeltaT       1;
+
+functions
+{
+    #includeFunc fieldAverage(U.gas, U.liquid, alpha.gas, p)
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/decomposeParDict b/tutorial_cases/FlatPanel_250L_ASU/system/decomposeParDict
new file mode 100644
index 00000000..a4095548
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/decomposeParDict
@@ -0,0 +1,45 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+| =========                 |                                                 |
+| \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox           |
+|  \\    /   O peration     | Version:  2.4.0                                 |
+|   \\  /    A nd           | Web:      www.OpenFOAM.org                      |
+|    \\/     M anipulation  |                                                 |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    version     2.0;
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      decomposeParDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+numberOfSubdomains 32; // running the case
+
+method          hierarchical;
+
+simpleCoeffs
+{
+    n               ( 2 16 1 );
+    delta           0.001;
+}
+
+hierarchicalCoeffs
+{
+    n               ( 2 16 1 );
+    delta           0.001;
+    order           xyz;
+}
+
+manualCoeffs
+{
+    dataFile        "";
+}
+
+distributed     no;
+
+roots           ( );
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/fvConstraints b/tutorial_cases/FlatPanel_250L_ASU/system/fvConstraints
new file mode 100644
index 00000000..dbf1d468
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/fvConstraints
@@ -0,0 +1,23 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      fvConstraints;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+limitp
+{
+    type       limitPressure;
+
+    min        1e4;
+}
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/fvSchemes b/tutorial_cases/FlatPanel_250L_ASU/system/fvSchemes
new file mode 100644
index 00000000..21904d1e
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/fvSchemes
@@ -0,0 +1,65 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      fvSchemes;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+ddtSchemes
+{
+    default         Euler;
+}
+
+gradSchemes
+{
+    default         Gauss linear;
+}
+
+divSchemes
+{
+    default                         none;
+
+    div(phi,alpha.gas)              Gauss vanLeer;
+    div(phi,alpha.liquid)            Gauss vanLeer;
+    div(phir,alpha.liquid,alpha.gas) Gauss vanLeer;
+    div(phir,alpha.gas,alpha.liquid) Gauss vanLeer;
+
+    "div\(alphaRhoPhi.*,U.*\)"      Gauss limitedLinearV 1;
+    "div\(phi.*,U.*\)"              Gauss limitedLinearV 1;
+
+    "div\(alphaRhoPhi.*,(h|e).*\)"  Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,K.*\)"      Gauss limitedLinear 1;
+    "div\(alphaRhoPhi.*,\(p\|thermo:rho.*\)\)" Gauss limitedLinear 1;
+
+    "div\(alphaRhoPhi.*,(k|epsilon).*\)"  Gauss limitedLinear 1;
+    "div\(phim,(k|epsilon)m\)"      Gauss limitedLinear 1;
+
+    "div\(\(\(\(alpha.*\*thermo:rho.*\)*nuEff.*\)\*dev2\(T\(grad\(U.*\)\)\)\)\)" Gauss linear;
+}
+
+laplacianSchemes
+{
+    default         Gauss linear uncorrected;
+}
+
+interpolationSchemes
+{
+    default         linear;
+}
+
+snGradSchemes
+{
+    default         uncorrected;
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/fvSolution b/tutorial_cases/FlatPanel_250L_ASU/system/fvSolution
new file mode 100644
index 00000000..f080b7ff
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/fvSolution
@@ -0,0 +1,84 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      fvSolution;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+solvers
+{
+    "alpha.*"
+    {
+        nAlphaCorr      1;
+        nAlphaSubCycles 2;
+    }
+
+    p_rgh
+    {
+        solver          GAMG;
+        smoother        DIC;
+        tolerance       1e-8;
+        relTol          0;
+    }
+
+    p_rghFinal
+    {
+        $p_rgh;
+        relTol          0;
+    }
+
+    "U.*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-7;
+        relTol          0;
+        minIter         1;
+    }
+
+    "e.*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-7;
+        relTol          0;
+        minIter         1;
+    }
+
+    "(k|epsilon).*"
+    {
+        solver          smoothSolver;
+        smoother        symGaussSeidel;
+        tolerance       1e-7;
+        relTol          0;
+        minIter         1;
+    }
+}
+
+PIMPLE
+{
+    nOuterCorrectors 3;
+    nCorrectors      1;
+    nNonOrthogonalCorrectors 0;
+
+}
+
+relaxationFactors
+{
+    equations
+    {
+        ".*"            1;
+    }
+}
+
+
+// ************************************************************************* //
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4 b/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4
new file mode 100644
index 00000000..e3e9ccdc
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4
@@ -0,0 +1,110 @@
+//--------------------------------*- C++ -*----------------------------------
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+FoamFile
+{
+  version  2.0;
+  format   ascii;
+  class dictionary;
+  object blockMeshDict;
+}
+// ************************************
+changecom(//)changequote([,])
+define(calc, [esyscmd(perl -e 'printf ($1)')])
+define(calcint, [esyscmd(perl -e 'printf int($1)')])
+define(VCOUNT, 0)
+define(vlabel, [[// ]Vertex $1 = VCOUNT define($1, VCOUNT)define([VCOUNT], incr(VCOUNT))])
+
+convertToMeters 1;
+   
+define(h, 0.02925) //wall-sparge distance
+define(b, 0.005) // sparger diameter
+define(L, 1.1176) // total lenght
+define(D, 0.0635) // total depth
+//define(H, 0.9144) //total height
+define(H, 1.1) //total height
+define(Lmh, calc(L-h))
+define(hpb, calc(h+b))
+define(NPX, 100)
+define(NPZ, 10)
+define(NPY, 100)
+
+vertices
+(
+    ( 0   0   0 ) vlabel(block0_0)
+    ( L   0   0 ) vlabel(block0_1)
+    ( L   H   0 ) vlabel(block0_2)
+    ( 0   H   0 ) vlabel(block0_3)
+    ( h   0   h ) vlabel(block0_4)
+    ( Lmh 0   h ) vlabel(block0_5)
+    ( Lmh H   h ) vlabel(block0_6)
+    ( h   H   h ) vlabel(block0_7)
+    ( h   0   hpb) vlabel(block0_8)
+    ( Lmh 0   hpb) vlabel(block0_9)
+    ( Lmh H   hpb) vlabel(block0_10)
+    ( h   H   hpb) vlabel(block0_11)
+    ( 0   0   D ) vlabel(block0_12)
+    ( L   0   D ) vlabel(block0_13)
+    ( L   H   D ) vlabel(block0_14)
+    ( 0   H   D ) vlabel(block0_15)
+
+);
+
+blocks
+(
+    //block 0
+    hex ( block0_0 block0_1 block0_2 block0_3 block0_4 block0_5 block0_6 block0_7 ) (NPX NPY NPZ) simpleGrading (1 1 1)
+    //block 1
+    hex ( block0_5 block0_1 block0_2 block0_6 block0_9 block0_13 block0_14 block0_10) ( NPZ NPY NPZ ) simpleGrading (1 1 1)
+    //block 2
+    hex ( block0_8 block0_9 block0_10 block0_11 block0_12 block0_13 block0_14 block0_15) ( NPX NPY NPZ) simpleGrading (1 1 1)
+    //block 3
+    hex ( block0_0 block0_4 block0_7 block0_3 block0_12 block0_8 block0_11 block0_15 ) ( NPZ NPY NPZ ) simpleGrading (1 1 1)
+    //block 4
+    hex (block0_4 block0_5 block0_6 block0_7 block0_8 block0_9 block0_10 block0_11) ( NPX NPY NPZ ) simpleGrading (1 1 1)
+);
+
+edges
+(
+);
+
+patches
+(
+    patch inlet
+    (
+        ( block0_4 block0_5 block0_9 block0_8 ) 
+    )
+      
+    patch outlet
+    (
+        ( block0_3 block0_2 block0_6 block0_7 )
+	( block0_11 block0_10 block0_14 block0_15 )
+	( block0_3 block0_7 block0_11 block0_15 )
+	( block0_2 block0_14 block0_10 block0_6 )
+	( block0_7 block0_6 block0_10 block0_11)
+    )
+
+    wall wall_sides
+    (
+        ( block0_0 block0_3 block0_15 block0_12 )
+    	( block0_1 block0_13 block0_14 block0_2 )
+    )
+
+    wall wall_frontback
+    (
+        ( block0_12 block0_15 block0_14 block0_13 )
+    	( block0_0 block0_1 block0_2 block0_3 )
+    )
+
+    wall wall_botttom
+    (
+        ( block0_0 block0_1 block0_5 block0_4 )
+	( block0_8 block0_9 block0_13 block0_12 )
+	( block0_0 block0_4 block0_8 block0_12 )
+	( block0_1 block0_13 block0_9 block0_5)
+    )
+);
+
+mergePatchPairs
+(
+);
+
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/setFieldsDict b/tutorial_cases/FlatPanel_250L_ASU/system/setFieldsDict
new file mode 100644
index 00000000..ce17d73c
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/setFieldsDict
@@ -0,0 +1,37 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    location    "system";
+    object      setFieldsDict;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+defaultFieldValues
+(
+    volScalarFieldValue alpha.gas 1
+    volScalarFieldValue alpha.liquid 0
+);
+
+regions
+(
+    boxToCell
+    {
+        box (0 0 0) (1.2 0.914 0.1);
+        fieldValues
+        (
+            volScalarFieldValue alpha.gas 0
+            volScalarFieldValue alpha.liquid 1
+        );
+    }
+);
+
+
+// ************************************************************************* //

From 4706d99bcb9ef668a6ce74d1e018e2a289d24ab6 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 9 Jul 2025 16:33:30 -0600
Subject: [PATCH 079/275] adding ref and only run 1 timestep

---
 tutorial_cases/FlatPanel_250L_ASU/README.md          | 10 ++++++++++
 tutorial_cases/FlatPanel_250L_ASU/system/controlDict |  2 +-
 tutorial_cases/FlatPanel_250L_ASU/system/panel.m4    |  6 +++---
 3 files changed, 14 insertions(+), 4 deletions(-)

diff --git a/tutorial_cases/FlatPanel_250L_ASU/README.md b/tutorial_cases/FlatPanel_250L_ASU/README.md
index 7ab83e55..c3c0d170 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/README.md
+++ b/tutorial_cases/FlatPanel_250L_ASU/README.md
@@ -1,5 +1,15 @@
 ### Flat Panel reactor
 
+```
+@inproceedings{parra2022fluid,
+  title={Fluid-Dynamic Simulation of a Flat-Panel Bioreactor with Emphasis on Mixing, Mass Transfer and Inorganic CO 2 Chemistry},
+  author={Parra-Alvarez, John and Lua, Mauro and Laurens, Lieve and Sitaraman, Hari and Stickel, Jonathan and Mark, Heinnickel and Troy, Paddock},
+  booktitle={2022 AIChE Annual Meeting},
+  year={2022},
+  organization={AIChE}
+}
+```
+
 Single core exec
 
 1. `bash run.sh`
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/controlDict b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
index 1ae159fc..baa693c3 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
@@ -20,7 +20,7 @@ startFrom       startTime;
 
 startTime       0;
 
-stopAt          endTime;
+stopAt          writeNow;//endTime;
 
 endTime         100;
 
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4 b/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4
index e3e9ccdc..ba92dc02 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/panel.m4
@@ -24,9 +24,9 @@ define(D, 0.0635) // total depth
 define(H, 1.1) //total height
 define(Lmh, calc(L-h))
 define(hpb, calc(h+b))
-define(NPX, 100)
-define(NPZ, 10)
-define(NPY, 100)
+define(NPX, 50)
+define(NPZ, 5)
+define(NPY, 50)
 
 vertices
 (

From bdda423816416dac801576cf163cf4b6c45cbc07 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 11:56:08 -0600
Subject: [PATCH 080/275] add a better contributing guideline

---
 docs/source/contribute.rst | 31 +++++++++++++++++++---
 tutorial_cases/runall.sh   | 53 ++++++++++++++++++++++++++++++++++++++
 2 files changed, 81 insertions(+), 3 deletions(-)
 create mode 100644 tutorial_cases/runall.sh

diff --git a/docs/source/contribute.rst b/docs/source/contribute.rst
index 54c1fd74..147e399c 100644
--- a/docs/source/contribute.rst
+++ b/docs/source/contribute.rst
@@ -1,7 +1,7 @@
 Contributing
 =====
 
-We welcome pull requests from anybody!
+We welcome pull requests from anyone!
 
 Formatting
 ------------
@@ -16,8 +16,33 @@ You can automatically enforce the formatting guidelines with
    bash fixFormat.sh
 
 
-Test
+Tests
 ------------
-Please ensure your contribution passes the tests in ``tests``
+Please ensure your contribution passes the tests in the CI (``.github/worklows/ci.yml``)
+To run the unit tests
 
+.. code-block:: console
+
+   conda activate bird
+   pip install pytest
+   BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+   cd ${BIRD_HOME}/../
+   pytest .
+
+To run the regression tests
+
+.. code-block:: console
+
+   source <OpenFOAM-9 installation directory>/etc/<your-shell>rc
+   conda activate bird
+   pip install pytest
+   BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+   cd ${BIRD_HOME}/../tutorial_cases
+   bash run_all.sh
 
+
+Demonstrating and documenting your contribution
+------------
+We prefer the use of docstrings and type hinting. A good example to follow are functions in ``bird/utilities/ofio.py``.
+ 
+If you add a new capability, please make sure to add relevant unit tests in the ``tests/`` folder. A good example to follow are tests ``tests/io``
diff --git a/tutorial_cases/runall.sh b/tutorial_cases/runall.sh
new file mode 100644
index 00000000..c58bc65f
--- /dev/null
+++ b/tutorial_cases/runall.sh
@@ -0,0 +1,53 @@
+#Compile solver
+
+conda activate bird
+BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+cd ${BIRD_HOME}/../OFsolvers/birdmultiphaseEulerFoam
+export WM_COMPILE_OPTION=Debug
+./Allwmake
+cd ../../
+
+# Run all tests
+
+## Run deckwer17 PBE
+cd experimental_cases/deckwer17
+bash run.sh 
+cd ../../
+## Run deckwer17 constantD
+cd experimental_cases/deckwer17
+cp constant/phaseProperties_constantd constant/phaseProperties
+bash run.sh 
+cd ../../
+## Run deckwer19 PBE
+cd experimental_cases/deckwer19
+bash run.sh 
+cd ../../
+## Run side sparger tutorial
+cd tutorial_cases/side_sparger
+bash run.sh 
+cd ../../
+## Run bubble column tutorial
+cd tutorial_cases/bubble_column_20L
+bash run.sh 
+cd ../../
+## Run stirred-tank tutorial
+cd tutorial_cases/stirred_tank
+bash run.sh 
+cd ../../
+## Run reactive loop reactor tutorial
+cd tutorial_cases/loop_reactor_reacting
+bash run.sh 
+cd ../../
+## Run mixing loop reactor tutorial
+cd tutorial_cases/loop_reactor_mixing
+bash run.sh 
+cd ../../
+## Run airlift reactor tutorial
+cd tutorial_cases/airlift_40m
+bash run.sh
+cd ../../
+## Run flat panel reactor tutorial
+cd tutorial_cases/FlatPanel_250L_ASU
+bash run.sh
+cd ../../
+

From dc55a82466dde79b3172f7a4a515512ad792ba44 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 11:56:39 -0600
Subject: [PATCH 081/275] add description of python interface

---
 docs/source/index.rst            |  1 +
 docs/source/python_interface.rst | 68 ++++++++++++++++++++++++++++++++
 2 files changed, 69 insertions(+)
 create mode 100644 docs/source/python_interface.rst

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7f315c91..ad8f278b 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -27,6 +27,7 @@ We provide a solver ``birdmultiphaseEulerFoam`` that contains custom models adde
    meshing
    preprocess
    postprocess
+   python_interface
    tutorials
    contribute
    references
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
new file mode 100644
index 00000000..9f721c50
--- /dev/null
+++ b/docs/source/python_interface.rst
@@ -0,0 +1,68 @@
+Python interface to OpenFOAM
+=====
+
+We provide a simple python interface for reading OpenFOAM case results and dictionaries.
+A more comprehensive interface is available through ``pyFoam`` although we found it difficult to use and without recent support, which motivated the implementation of a new python interface.  
+
+
+Read fields
+------------
+
+Internal scalar and vector fields
+~~~~~~~~~~~~~~~~~~~~
+
+Currently internal scalar and vector fields can be read using the python interface. In particular, note that 
+#. 1. We do not support reading tensor fields for now.
+#. 2. We do not support reading boundary fields for now.
+#. 3. We only read reconstructed files
+
+We are open to implementing 1. and 2. if need be. Implementing 3. is possible but will be more involved.
+
+The main function interface to read openFOAM fields is ``readOF`` in ``bird.utilities.ofio``
+
+The function only reads fields written in ASCII format and decided based on the header whether the field is a scalar or a vector. In the case of scalar, ``readOF`` returns a (N,) numpy array, where N is the number of computational cells. In the case of a vector, ``readOF`` returns a (N,3) numpy array.
+
+If a uniform field is read, the number of cells may not be available from the field file and the function returns a float (equal to the uniform internal field value). If a numpy array is needed, the user can specify the number of cells in the field as an input.
+
+Reuse instead of re-read
+~~~~~~~~~~~~~~~~~~~~
+
+The ``read_field`` function uses ``readOF`` and takes a dictionary ``field_dict`` as input which is used to avoid reading multiple times the same field. For example, if one wants to compute the reactor-averaged concentration of a species, and then the reactor-averaged mass fraction of a species, the same mass fraction field will be used in both cases. As fields are read, ``field_dict`` will store the mass fraction field and recognize that the same field is needed.
+
+It is up to the user to reinitialize ``field_dict``. For example, if the reactor-averaged mass fraction needs to be computed at time ``1`` and then at time ``2``, the user needs to pass an empty dictionary (or nothing) to ``read_field`` before reading the fields at time ``2``. Otherwise, ``read_field`` will assume that the mass fraction field is the same between time ``1`` and time ``2``.
+
+
+Read mesh-related fields
+~~~~~~~~~~~~~~~~~~~~
+
+We rely on OpenFOAM utilities to provide mesh-based fields. The results of the OpenFOAM utilities can still be processed using ``bird`` functions.
+
+
+Reading cell volumes 
+^^^^^^^^^^^^^^^
+
+A cell volume field can be generated using the following OpenFOAM command ``postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}``
+It will generate a file ``{time_folder}/V`` which can be read with the ``readOF`` function of ``bird``.
+This workflow is used in ``bird.postprocess.post_quantitities``, for example in the ``compute_gas_holdup`` function.
+
+ 
+Reading cell centers 
+^^^^^^^^^^^^^^^
+
+A mesh object file can be generated with the OpenFOAM command  ``writeMeshObj -case {case_folder}``
+The file can then be read with the function ``readMesh`` from ``bird.utilities.ofio``. 
+Again, this is used in ``bird.postprocess.post_quantities`` in the ``compute_superficial_velocity`` function.
+
+
+
+
+Read dictionaries
+------------
+
+We provide a function ``parse_openfoam_dict`` in ``bird.utilities.ofio`` that can parse OpenFOAM dictionaries. The function requires a lot of special characters handling but works for processing basic dictionaries needed to manage OpenFOAM cases (``controlDict``, ``setFieldsDict``, ``phaseProperties``, ``thermophysicalProperties``, ``momentumTransport``, ...)
+
+
+Generate cases
+------------
+
+(to be added based on the reactor optimization work)

From 483b731ce7f1aaca0ed52bdbdc59c8516f7213cc Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 11:57:32 -0600
Subject: [PATCH 082/275] fix display of python versions

---
 bird/version.py | 2 +-
 setup.py        | 3 +--
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/bird/version.py b/bird/version.py
index 07d5c654..d01886b9 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.24"
+__version__ = "0.0.25"
diff --git a/setup.py b/setup.py
index 3d32deab..d98a2918 100644
--- a/setup.py
+++ b/setup.py
@@ -29,8 +29,7 @@
         "License :: OSI Approved :: BSD License",
         "Natural Language :: English",
         "Programming Language :: Python :: 3.10",
-        "Programming Language :: Python :: 3.11",
-        "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
     ],
     package_data={
         "": [

From 5b3edf8ef883cdcefe9bebae0c74bdd2bbf0cc96 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 15:12:57 -0600
Subject: [PATCH 083/275] remove useless hidden files

---
 .gitignore                                                     | 1 +
 .../.vim/.netrwhist                                            | 3 ---
 .../.vim/.netrwhist                                            | 3 ---
 3 files changed, 1 insertion(+), 6 deletions(-)
 delete mode 100644 bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist

diff --git a/.gitignore b/.gitignore
index 4e84ce28..75376bcf 100644
--- a/.gitignore
+++ b/.gitignore
@@ -136,3 +136,4 @@ dmypy.json
 *.stl
 
 *.swp
+.vim
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
deleted file mode 100644
index b9691c3b..00000000
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
+++ /dev/null
@@ -1,3 +0,0 @@
-let g:netrw_dirhistmax  =10
-let g:netrw_dirhistcnt =1
-let g:netrw_dirhist_1='/home/openfoam/postProcessing/patchIntegrate(patch=inlet,field=alpha.gas)/0'
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
deleted file mode 100644
index b9691c3b..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/.vim/.netrwhist
+++ /dev/null
@@ -1,3 +0,0 @@
-let g:netrw_dirhistmax  =10
-let g:netrw_dirhistcnt =1
-let g:netrw_dirhist_1='/home/openfoam/postProcessing/patchIntegrate(patch=inlet,field=alpha.gas)/0'

From f605affdedad1a20e25c2a544d315b8e006648e5 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 15:17:15 -0600
Subject: [PATCH 084/275] remove old job script

---
 tutorial_cases/airlift_40m/submitjob | 20 --------------------
 1 file changed, 20 deletions(-)
 delete mode 100644 tutorial_cases/airlift_40m/submitjob

diff --git a/tutorial_cases/airlift_40m/submitjob b/tutorial_cases/airlift_40m/submitjob
deleted file mode 100644
index 9dffb4d0..00000000
--- a/tutorial_cases/airlift_40m/submitjob
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/bin/bash
-# #SBATCH --qos=high
-#SBATCH --job-name=bio-airlift
-#SBATCH --partition=standard
-#SBATCH --nodes=4
-#SBATCH --ntasks-per-node=36
-#SBATCH --time=48:00:00
-#SBATCH --account=bpms
-#SBATCH --output=log.out
-
-module purge
-ml PrgEnv-cray
-source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
-
-module purge
-module load openmpi/1.10.7/gcc-7.3.0
-module load gcc
-source /projects/bpms/openfoam/OpenFOAM-dev/etc/bashrc
-. ./presteps.sh
-srun -n 144 birdmultiphaseEulerFoam -parallel

From eb07db5ac4142ea7509590ef819b7924a9d562e3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 15:22:45 -0600
Subject: [PATCH 085/275] remove duplicated case

---
 .../0.orig/CO2.gas                            |  47 --
 .../0.orig/CO2.liquid                         |  42 -
 .../0.orig/H2.gas                             |  47 --
 .../0.orig/H2.liquid                          |  42 -
 .../0.orig/N2.gas                             |  47 --
 .../0.orig/T.gas                              |  44 --
 .../0.orig/T.liquid                           |  43 -
 .../0.orig/U.gas                              |  47 --
 .../0.orig/U.liquid                           |  46 --
 .../0.orig/Ydefault.gas                       |  42 -
 .../0.orig/Ydefault.liquid                    |  42 -
 .../0.orig/alpha.gas                          |  43 -
 .../0.orig/alpha.liquid                       |  40 -
 .../0.orig/alphat.gas                         |  46 --
 .../0.orig/alphat.liquid                      |  44 --
 .../0.orig/epsilon.gas                        |  48 --
 .../0.orig/epsilon.liquid                     |  43 -
 .../0.orig/f.gas                              |  41 -
 .../0.orig/k.gas                              |  43 -
 .../0.orig/k.liquid                           |  44 --
 .../0.orig/nut.gas                            |  48 --
 .../0.orig/nut.liquid                         |  43 -
 .../0.orig/p                                  |  39 -
 .../0.orig/p_rgh                              |  43 -
 .../Allclean                                  |  18 -
 .../computeQOI.sh                             |  13 -
 .../constant/dynamicMix_util.H                |  37 -
 .../constant/fvModels                         | 128 ---
 .../constant/g                                |  21 -
 .../constant/globalVars                       |  83 --
 .../constant/globalVars_temp                  |  83 --
 .../constant/momentumTransport.gas            |  26 -
 .../constant/momentumTransport.liquid         |  27 -
 .../constant/phaseProperties                  | 295 -------
 .../constant/phaseProperties_constantd        | 261 ------
 .../constant/phaseProperties_pbe              | 295 -------
 .../constant/thermophysicalProperties.gas     | 142 ----
 .../constant/thermophysicalProperties.liquid  | 108 ---
 .../get_qoi.py                                | 183 -----
 .../presteps.sh                               |  70 --
 .../read_history.py                           | 243 ------
 .../run.sh                                    |   5 -
 .../script                                    |  14 -
 .../script_post                               |  10 -
 .../system/blockMeshDict                      | 746 ------------------
 .../system/controlDict                        |  67 --
 .../system/decomposeParDict                   |  30 -
 .../system/fvConstraints                      |  56 --
 .../system/fvSchemes                          |  70 --
 .../system/fvSolution                         | 120 ---
 .../system/inlets_outlets.json                |  28 -
 .../system/mesh.json                          |  26 -
 .../system/mixers.json                        |  29 -
 .../system/setFieldsDict                      |  37 -
 .../writeGlobalVars.py                        |  47 --
 55 files changed, 4372 deletions(-)
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
 delete mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
 delete mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
 delete mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
 delete mode 100755 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
 delete mode 100644 tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py

diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
deleted file mode 100644
index e4165b1a..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.gas
+++ /dev/null
@@ -1,47 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      CO2.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-dimensions      [0 0 0 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform 0;
-
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $f_CO2;
-    }
-
-    outlet
-    {
-        //type            inletOutlet;
-        //phi             phi.gas;
-        //inletValue      $f_CO2;
-        //value           $f_CO2;
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
deleted file mode 100644
index 4b8ea6a0..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/CO2.liquid
+++ /dev/null
@@ -1,42 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      CO2.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-internalField   uniform 0.0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            zeroGradient;
-        //type            fixedValue;
-        //value           uniform 0.0;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
deleted file mode 100644
index 9f66b2d2..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.gas
+++ /dev/null
@@ -1,47 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      H2.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-dimensions      [0 0 0 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform 0;
-
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $f_H2;
-    }
-
-    outlet
-    {
-        //type            inletOutlet;
-        //phi             phi.gas;
-        //inletValue      $f_H2;
-        //value           $f_H2;
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
deleted file mode 100644
index 65ae8d34..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/H2.liquid
+++ /dev/null
@@ -1,42 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      H2.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-internalField   uniform 0.0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            zeroGradient;
-        //type            fixedValue;
-        //value           uniform 0.0;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
deleted file mode 100644
index c1d7225f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/N2.gas
+++ /dev/null
@@ -1,47 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      N2.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-dimensions      [0 0 0 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform 1;
-
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $f_N2;
-    }
-
-    outlet
-    {
-        //type            inletOutlet;
-        //phi             phi.gas;
-        //inletValue      $f_N2;
-        //value           $f_N2;
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
deleted file mode 100644
index bf0199a0..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.gas
+++ /dev/null
@@ -1,44 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      T.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 1 0 0 0];
-
-internalField   uniform 300;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           $internalField;
-    }
-
-    outlet
-    {
-        type            inletOutlet;
-        phi             phi.gas;
-        inletValue      $internalField;
-        value           $internalField;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
deleted file mode 100644
index 7101ea31..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/T.liquid
+++ /dev/null
@@ -1,43 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      T.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 1 0 0 0];
-
-internalField   uniform 300;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    outlet
-    {
-        type            inletOutlet;
-        phi             phi.liquid;
-        inletValue      $internalField;
-        value           $internalField;
-    }
-    inlet
-    {
-        type            fixedValue;
-        value           $internalField;
-    }
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
deleted file mode 100644
index e696566f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.gas
+++ /dev/null
@@ -1,47 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volVectorField;
-    object      U.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 1 -1 0 0 0 0];
-
-internalField   uniform (0 0.0 0);
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        //type            flowRateInletVelocity;
-        //massFlowRate    $mflowRateGas;
-        //rho             thermo:rho.gas;
-        //value           $internalField;
-        type            fixedValue;
-        value           uniform (0 $uGasPhase 0);       
-    }
-    outlet
-    {
-        type            pressureInletOutletVelocity;
-        phi             phi.gas;
-        value           $internalField;
-    }
-    defaultFaces
-    {
-        type            slip;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
deleted file mode 100644
index 1879e020..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/U.liquid
+++ /dev/null
@@ -1,46 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volVectorField;
-    object      U.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 1 -1 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform (0 0 0);
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"  
-
-    inlet
-    {
-        //type            flowRateInletVelocity;
-        //massFlowRate    $mflowRateLiq;
-        //rho             thermo:rho.liquid;
-        //value           $internalField;
-        type            fixedValue;
-        value           uniform (0 0 0);
-    }
-    outlet
-    {
-        type            noSlip;
-    }
-    defaultFaces
-    {
-        type            noSlip;
-    }
-
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
deleted file mode 100644
index fba2945d..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.gas
+++ /dev/null
@@ -1,42 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      Ydefault.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-internalField   uniform 0.0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           uniform 0.0;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
deleted file mode 100644
index a5108564..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/Ydefault.liquid
+++ /dev/null
@@ -1,42 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      Ydefault.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-internalField   uniform 1.0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           uniform 1.0;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
deleted file mode 100644
index 1e303fbe..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.gas
+++ /dev/null
@@ -1,43 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    location    "0";
-    object      alpha.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform $alphaGas;
-
-boundaryField
-{
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $alphaGas;
-    }
-    outlet
-    {
-        type            inletOutlet;
-        phi             phi.gas;
-        inletValue      uniform 1;
-        value           uniform 1;
-    }
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
deleted file mode 100644
index 5c92070b..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alpha.liquid
+++ /dev/null
@@ -1,40 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      alpha.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform 1;
-
-boundaryField
-{
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $alphaLiq;
-    }
-    outlet
-    {
-        type            fixedValue;
-        value           uniform 0;
-    }
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
deleted file mode 100644
index b867958f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.gas
+++ /dev/null
@@ -1,46 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      alphat.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [1 -1 -1 0 0 0 0];
-
-internalField   uniform 0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    outlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    defaultFaces
-    {
-        type            calculated;
-        value           $internalField;
-        //type            compressible::alphatWallFunction;
-        //Prt             0.85;
-        //value           $internalField;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
deleted file mode 100644
index 2569c3ee..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/alphat.liquid
+++ /dev/null
@@ -1,44 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      alphat.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [1 -1 -1 0 0 0 0];
-
-internalField   uniform 0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    outlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    defaultFaces
-    {
-        type            compressible::alphatWallFunction;
-        Prt             0.85;
-        value           $internalField;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
deleted file mode 100644
index 707a1cda..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.gas
+++ /dev/null
@@ -1,48 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      epsilon.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 2 -3 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform $eps_inlet_gas;
-
-boundaryField
-{
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $eps_inlet_gas;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-        //type            epsilonWallFunction;
-        //value         $internalField;
-    }
-
-    // defaultFaces
-    // {
-    //     type            empty;
-    // }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
deleted file mode 100644
index 0a4236fd..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/epsilon.liquid
+++ /dev/null
@@ -1,43 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      epsilon.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 2 -3 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform $eps_inlet_liq;
-
-boundaryField
-{
-    inlet
-    {
-        type            fixedValue;
-        value           uniform $eps_inlet_liq;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            epsilonWallFunction;
-        value           $internalField;
-    }
-
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
deleted file mode 100644
index 76ee77a9..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/f.gas
+++ /dev/null
@@ -1,41 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      f.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 0 0 0 0 0 0];
-
-internalField   uniform 1.0;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            fixedValue;
-        value           uniform 1.0; //$internalField; //
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
deleted file mode 100644
index 4a3d44ca..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.gas
+++ /dev/null
@@ -1,43 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      k.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 2 -2 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform $k_inlet_gas;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type           fixedValue;
-        value          uniform $k_inlet_gas;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            zeroGradient;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
deleted file mode 100644
index cde8f6c1..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/k.liquid
+++ /dev/null
@@ -1,44 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      k.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 2 -2 0 0 0 0];
-
-#include "${FOAM_CASE}/constant/globalVars"
-
-internalField   uniform $k_inlet_liq;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type           fixedValue;
-        value          uniform $k_inlet_liq;
-    }
-
-    outlet
-    {
-        type            zeroGradient;
-    }
-
-    defaultFaces
-    {
-        type            kqRWallFunction;
-        value           $internalField;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
deleted file mode 100644
index ba16dd4c..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.gas
+++ /dev/null
@@ -1,48 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      nut.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 2 -1 0 0 0 0];
-
-internalField   uniform 1e-8;
-
-boundaryField
-{
-    inlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    outlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    defaultFaces
-    {
-        //type            nutkWallFunction;
-        //value           $internalField;
-        type            calculated;
-        value           $internalField;
-    }
-
-    // defaultFaces
-    // {
-    //     type            empty;
-    // }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
deleted file mode 100644
index 1442e07f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/nut.liquid
+++ /dev/null
@@ -1,43 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      nut.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 2 -1 0 0 0 0];
-
-internalField   uniform 1e-4;
-
-boundaryField
-{
-    #includeEtc "caseDicts/setConstraintTypes"
-
-    inlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    outlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-
-    defaultFaces
-    {
-        type            nutkWallFunction;
-        value           $internalField;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
deleted file mode 100644
index b3a295fb..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p
+++ /dev/null
@@ -1,39 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      p;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions          [1 -1 -2 0 0 0 0];
-
-internalField       uniform 101325;
-
-boundaryField
-{
-    inlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-    outlet
-    {
-        type            calculated;
-        value           $internalField;
-    }
-    defaultFaces
-    {
-        type            calculated;
-        value           $internalField;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
deleted file mode 100644
index 88ee7d80..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/0.orig/p_rgh
+++ /dev/null
@@ -1,43 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       volScalarField;
-    object      p_rgh;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions          [1 -1 -2 0 0 0 0];
-
-internalField       uniform 101325;
-
-boundaryField
-{
-    inlet
-    {
-        type            fixedFluxPressure;
-        value           $internalField;
-    }
-    outlet
-    {
-        type            prghTotalPressure;
-        p0              $internalField;
-        U               U.gas;
-        phi             phi.gas;
-        rho             thermo:rho.gas;
-        value           $internalField;
-    }
-    defaultFaces
-    {
-        type            fixedFluxPressure;
-        value           $internalField;
-    }
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
deleted file mode 100755
index f55e0ec9..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/Allclean
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/bin/sh
-cd ${0%/*} || exit 1    # Run from this directory
-
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
-
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
-
-#rm *.obj
-#rm *.stl
-
-#------------------------------------------------------------------------------
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
deleted file mode 100644
index 3756ed7f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/computeQOI.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-if [ ! -f qoi.txt ]; then
-    # Reconstruct if needed
-    source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
-    reconstructPar -newTimes
-    module load anaconda3/2023
-    conda activate /projects/gas2fuels/conda_env/bird
-    python read_history.py -cr .. -cn local -df data
-    python get_qoi.py
-    conda deactivate
-else
-   echo "WARNING: QOI already computed"
-fi
-
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
deleted file mode 100644
index 8fa7daf7..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/dynamicMix_util.H
+++ /dev/null
@@ -1,37 +0,0 @@
-#include <string>
-
-double gradfunMix(double V1, double V2){
-    return 3.0*V2*V2 + 2.0*V1*V2 - V1*V1;
-}
-
-double funMix(double V1, double V2, double P, double rhoL, double A){
-    return V2*V2*V2 + V1*V2*V2 - V2*V1*V1 - V1*V1*V1 - 4.0*P/(rhoL * A);
-}
-
-double findV2(double P, double rhoL, double A, double V1) {
-    int newton_iter = 100;
-    double V2 = 2*V1;
-    double V2_old;
-    double V2_new;
-    if (std::abs(V1) < 1e-12) {
-            V2=std::pow((4.0*P/rhoL/A),0.333333);
-            V2_new = V2;
-            V2_old = V2;
-    } else { 
-        for (int i=0; i<newton_iter; i++) {
-            V2_old = V2;
-            //std::cout << "funMix(V1, V2, P, rhoL, A) = " << funMix(V1, V2, P, rhoL, A) << "\n";
-            //std::cout << "gradfunMix(V1,V2) = " << gradfunMix(V1,V2) << "\n";
-            
-            V2 = V2_old - funMix(V1, V2, P, rhoL, A) / gradfunMix(V1,V2);
-            V2_new = V2;
-            if (std::abs(V2_new - V2_old) < 1e-12) {
-                break;
-            }
-        }
-    }
-    Foam::Info << "[BIRD:DYNMIX INFO] V2 = " << V2 << " residual = " << std::abs(V2_new - V2_old) << "\n";
-    return V2;
-}
-
-
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
deleted file mode 100644
index 353551df..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/fvModels
+++ /dev/null
@@ -1,128 +0,0 @@
-FoamFile
-{
-	version  9.0;
-	format   ascii;
-	class    dictionary;
-	location "constant";
-	object   fvModels;
-}
-
-codedSource
-{
-	type	coded;
-	selectionMode	all;
-	field	U.liquid;
-	name	sourceTime;
-
-	codeInclude
-	#{
-		#include "dynamicMix_util.H"
-	#};
-
-	codeOptions
-	#{
-		-I${FOAM_CASE}/constant
-	#};
-	codeAddAlphaRhoSup
-	#{
-		const Time& time = mesh().time();
-		const scalarField& V = mesh().V();
-		vectorField& Usource = eqn.source();
-		const vectorField& C = mesh().C();
-		const volScalarField& rhoL =
-			mesh().lookupObject<volScalarField>("thermo:rho.liquid");
-		const volScalarField& alphaL =
-			mesh().lookupObject<volScalarField>("alpha.liquid");
-		const volVectorField& UL =
-			mesh().lookupObject<volVectorField>("U.liquid");
-		double pi=3.141592654;
-		double source_pt_x=13.807637692813548;
-		double source_pt_y=1.3807637692813548;
-		double source_pt_z=12.426873923532193;
-		double disk_rad=0.9665346384969483;
-		double disk_area=pi*disk_rad*disk_rad;
-		double power=7626.034346240216;
-		double smear_factor=3.0;
-		const scalar startTime = 1;
-		if (time.value() > startTime)
-		{
-			// Get V1
-			double source_sign_factor = 1.0;
-			double V1 = 0;
-			double V2 = 0;
-			double rhoV;
-			double dist_tol = disk_rad*5;
-
-			double dist_n;
-			double upV = 0;
-			double uprhoV = 0;
-			double upVvol = 0;
-			double downV = 0;
-			double downrhoV = 0;
-			double downVvol = 0;
-			double dist2;
-			forAll(C,i)
-			{
-				dist2 = (C[i].x()-source_pt_x)*(C[i].x()-source_pt_x);
-				dist2 += (C[i].y()-source_pt_y)*(C[i].y()-source_pt_y);
-				dist2 += (C[i].z()-source_pt_z)*(C[i].z()-source_pt_z);
-
-				dist_n = (C[i].x()-source_pt_x);
-
-				if (dist2 < dist_tol*dist_tol && dist_n < -dist_tol/2) {
-					upVvol += V[i] * alphaL[i];
-					upV += V[i] * alphaL[i] * UL[i][0];
-					uprhoV += V[i] * alphaL[i] * rhoL[i];
-				}
-				if (dist2 < dist_tol*dist_tol && dist_n > dist_tol/2) {
-					downVvol += V[i] * alphaL[i];
-					downV += V[i] * alphaL[i] * UL[i][0];
-					downrhoV += V[i] * alphaL[i] * rhoL[i];
-				}
-			}
-
-			reduce(uprhoV, sumOp<scalar>());
-			reduce(downrhoV, sumOp<scalar>());
-			reduce(upV, sumOp<scalar>());
-			reduce(downV, sumOp<scalar>());
-			reduce(downVvol, sumOp<scalar>());
-			reduce(upVvol, sumOp<scalar>());
-
-			downV /= downVvol;
-			upV /= upVvol;
-			downrhoV /= downVvol;
-			uprhoV /= upVvol;
-
-			if (upV <= 0 && downV <= 0) {
-				source_sign_factor = -1.0;
-				V1 = std::abs(upV);
-				rhoV = uprhoV;
-			} else if (upV >= 0 && downV >= 0) {
-				source_sign_factor = 1.0;
-				V1 = std::abs(downV);
-				rhoV = downrhoV;
-			} else {
-				V1 = 0.0;
-				source_sign_factor = -1.0;
-				rhoV = uprhoV;
-				Foam::Info << "[BIRD:DYNMIX WARN] " << "upV = " << upV << " downV = " << downV << " for source at " << source_pt_x << ", " << source_pt_y << ", " << source_pt_z <<  endl;
-			}
-			Foam::Info << "[BIRD:DYNMIX INFO] V1 = " << V1 << endl;
-			
-			// Get V2
-			V2 = findV2(power, rhoV, disk_area, V1);
-
-			forAll(C,i)
-			{
-				double Thrust=0.5*rhoL[i]*(V2*V2 - V1*V1)*disk_area;
-				double dist2=(C[i].x()-source_pt_x)*(C[i].x()-source_pt_x);
-				dist2 += (C[i].y()-source_pt_y)*(C[i].y()-source_pt_y);
-				dist2 += (C[i].z()-source_pt_z)*(C[i].z()-source_pt_z);
-				double epsilon=pow(V[i],0.33333)*smear_factor;
-				double sourceterm=alphaL[i]*(Thrust/pow(pi,1.5)/pow(epsilon,3.0))*
-					exp(-dist2/(epsilon*epsilon));
-				Usource[i][0] -=  source_sign_factor*sourceterm*V[i];
-			}
-		}
-	#};
-};
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
deleted file mode 100644
index 770a5619..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/g
+++ /dev/null
@@ -1,21 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       uniformDimensionedVectorField;
-    location    "constant";
-    object      g;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-dimensions      [0 1 -2 0 0 0 0];
-value           (0 -9.81 0);
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
deleted file mode 100644
index 1a0ce724..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars
+++ /dev/null
@@ -1,83 +0,0 @@
-T0	300; //initial T(K) which stays constant
-VVM	1.6;
-//****water Liquid properties**************
-CpMixLiq        4181;
-muMixLiq #calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"; //viscosity (Pa.s) of water as a function of T(K)  
-kThermLiq       0.62; // W/m-K
-rho0MixLiq      1000; // kg/m^3
-sigmaLiq        0.07; //surface tension N/m
-//Wilke-Chang params for diffusion coefficient of a given solute in water (solvent)
-WC_psi          2.6;
-WC_M            18; // kg/kmol
-WC_V_O2         25.6e-3; // m3/kmol molar volume at normal boiling temperature (Treybal 1968) 
-WC_V_H2         14.3e-3; 
-WC_V_CO2        34e-3;
-WC_V_CO         30.7e-3;
-WC_V_N2		31.2e-3;
-WC_V_CH4        35e-3; // V_b[cm3/mol]=0.285*V_critical^1.048 (Tyn and Calus; ESTIMATING LIQUID MOLAL VOLUME; Processing, Volume 21, Issue 4, Pages 16 - 17)
-//****** diffusion coeff ***********
-D_H2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"; 
-D_CO2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)"; 
-D_CO #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)";
-D_CH4 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)";
-D_N2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)";
-//****** Henry coeff ***************
-H_O2_298 0.032;
-DH_O2   1700;
-H_CO2_298 0.83;
-DH_CO2  2400;
-H_CO_298 0.023;
-DH_CO  1300;
-H_H2_298 0.019;
-DH_H2   500;
-H_CH4_298 0.032;
-DH_CH4   1900;
-H_N2_298 0.015;
-DH_N2   1300;
-He_H2  #calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))";
-He_CO  #calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))";
-He_CO2 #calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))";
-He_CH4 #calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))";
-He_N2 #calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))";
-//*******inlet gas frac*************
-f_H2 0.1;
-f_CO2 0.9;
-f_N2 0.0;
-//*******inlet gas frac*************
-inletA	11.8966;
-liqVol	606.514;
-alphaGas 1;
-alphaLiq 0;
-uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";
-//*********************************
-LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
-LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
-LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"; // = 74
-LeLiqCH4 #calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq";
-LeLiqN2 #calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq";
-LeLiqMix #calc "$f_CO2*$LeLiqCO2+$f_H2*$LeLiqH2";
-PrMixLiq #calc "$CpMixLiq * $muMixLiq / $kThermLiq";
-//*********************************
-kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
-
-kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
-
-kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
-
-kCH4 #calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrCH4 #calc "$muMixLiq*$CpMixLiq / $kCH4";
-
-kN2 #calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrN2 #calc "$muMixLiq*$CpMixLiq / $kN2";
-//*********************************
-l_scale 0.5;
-intensity 0.05;
-k_inlet_gas #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
-k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
-eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale * 0.07)";
-eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
-omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
-omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
deleted file mode 100644
index fcb076a7..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/globalVars_temp
+++ /dev/null
@@ -1,83 +0,0 @@
-T0	300; //initial T(K) which stays constant
-VVM	0.2;
-//****water Liquid properties**************
-CpMixLiq        4181;
-muMixLiq #calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"; //viscosity (Pa.s) of water as a function of T(K)  
-kThermLiq       0.62; // W/m-K
-rho0MixLiq      1000; // kg/m^3
-sigmaLiq        0.07; //surface tension N/m
-//Wilke-Chang params for diffusion coefficient of a given solute in water (solvent)
-WC_psi          2.6;
-WC_M            18; // kg/kmol
-WC_V_O2         25.6e-3; // m3/kmol molar volume at normal boiling temperature (Treybal 1968) 
-WC_V_H2         14.3e-3; 
-WC_V_CO2        34e-3;
-WC_V_CO         30.7e-3;
-WC_V_N2		31.2e-3;
-WC_V_CH4        35e-3; // V_b[cm3/mol]=0.285*V_critical^1.048 (Tyn and Calus; ESTIMATING LIQUID MOLAL VOLUME; Processing, Volume 21, Issue 4, Pages 16 - 17)
-//****** diffusion coeff ***********
-D_H2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"; 
-D_CO2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)"; 
-D_CO #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)";
-D_CH4 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)";
-D_N2 #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)";
-//****** Henry coeff ***************
-H_O2_298 0.032;
-DH_O2   1700;
-H_CO2_298 0.83;
-DH_CO2  2400;
-H_CO_298 0.023;
-DH_CO  1300;
-H_H2_298 0.019;
-DH_H2   500;
-H_CH4_298 0.032;
-DH_CH4   1900;
-H_N2_298 0.015;
-DH_N2   1300;
-He_H2  #calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))";
-He_CO  #calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))";
-He_CO2 #calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))";
-He_CH4 #calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))";
-He_N2 #calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))";
-//*******inlet gas frac*************
-f_H2 0.1;
-f_CO2 0.9;
-f_N2 0.0;
-//*******inlet gas frac*************
-inletA ;
-liqVol ;
-alphaGas 1;
-alphaLiq 0;
-uGasPhase #calc "$liqVol * $VVM / (60 * $inletA * $alphaGas)";
-//*********************************
-LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
-LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
-LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"; // = 74
-LeLiqCH4 #calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq";
-LeLiqN2 #calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq";
-LeLiqMix #calc "$f_CO2*$LeLiqCO2+$f_H2*$LeLiqH2";
-PrMixLiq #calc "$CpMixLiq * $muMixLiq / $kThermLiq";
-//*********************************
-kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
-
-kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
-
-kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
-
-kCH4 #calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrCH4 #calc "$muMixLiq*$CpMixLiq / $kCH4";
-
-kN2 #calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
-PrN2 #calc "$muMixLiq*$CpMixLiq / $kN2";
-//*********************************
-l_scale 0.5;
-intensity 0.05;
-k_inlet_gas #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
-k_inlet_liq #calc "1.5 * Foam::pow(($uGasPhase), 2) * Foam::pow($intensity, 2)";
-eps_inlet_gas #calc "pow(0.09,0.75) * Foam::pow($k_inlet_gas, 1.5) / ($l_scale * 0.07)";
-eps_inlet_liq #calc "pow(0.09,0.75) * Foam::pow($k_inlet_liq, 1.5) / ($l_scale * 0.07)";
-omega_inlet_gas #calc "pow(0.09,-0.25) * pow($k_inlet_gas,0.5) / ($l_scale * 0.07)";
-omega_inlet_liq #calc "pow(0.09,-0.25) * pow($k_inlet_liq,0.5) / ($l_scale * 0.07)";
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
deleted file mode 100644
index ca916714..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.gas
+++ /dev/null
@@ -1,26 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "constant";
-    object      momentumTransport.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-//simulationType  laminar;
-simulationType RAS;
-RAS
-{
-  model  mixtureKEpsilon;
-  turbulence  on;
-  printCoeff  on;
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
deleted file mode 100644
index 2063de0d..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/momentumTransport.liquid
+++ /dev/null
@@ -1,27 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "constant";
-    object      momentumTransport.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-//simulationType  laminar;
-simulationType  RAS;
-
-RAS
-{
-    model  mixtureKEpsilon;
-    turbulence      on;
-    printCoeffs     on;
-}
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
deleted file mode 100644
index a3c90f5a..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties
+++ /dev/null
@@ -1,295 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    object      phaseProperties;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-#include "$FOAM_CASE/constant/globalVars"
-
-type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
-
-phases (gas liquid);
-
-populationBalances (bubbles);
-
-gas
-{
-    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
-   
-    diameterModel   velocityGroup;
-
-    velocityGroupCoeffs
-    {
-        populationBalance    bubbles;
-
-        shapeModel           spherical;
-
-        sizeGroups
-        (
-            f1 {dSph  1.4e-3; value 0.0;}
-            f2 {dSph  1.8e-3; value 0.0;}
-            f3 {dSph  2.2e-3; value 0.0;}
-            f4 {dSph  2.6e-3; value 0.0;}
-            f5 {dSph  3e-3; value 1.0;}
-            f6 {dSph  3.4e-3; value 0.0;}
-            f7 {dSph  3.8e-3; value 0.0;}
-            f8 {dSph  4.2e-3; value 0.0;}
-            f9 {dSph  4.6e-3; value 0.0;}
-            f10 {dSph 5.0e-3; value 0.0;}
-        );
-    }
-
-    residualAlpha   1e-6;
-
-    Sc              0.7;
-}
-
-liquid
-{
-    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
-
-    diameterModel   constant;
-
-    constantCoeffs
-    {
-        d               1e-4;
-    }
-    Sc   #codeStream 
-    { 
-        code 
-        #{ 
-            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
-        #}; 
-    }; 
-
-    residualAlpha   1e-6;
-}
-
-populationBalanceCoeffs
-{
-    bubbles
-    {
-        continuousPhase liquid;
-
-        coalescenceModels
-        (
-            LehrMilliesMewes{
-               efficiency 4.695;
-               uCrit 0.08;
-               alphaMax 0.6;
-            }
-        );
-
-        binaryBreakupModels
-        ();
-
-        breakupModels
-        (
-            Laakkonen {
-                efficiency 13.83;
-                daughterSizeDistributionModel Laakkonen;
-            }
-
-        );
-
-        driftModels
-        (
-            densityChange{}
-        );
-
-        nucleationModels
-        ();
-    }
-}
-
-blending
-{
-    default
-    {   
-        type            linear;
-        minFullyContinuousAlpha.gas 0.7;
-        minPartlyContinuousAlpha.gas 0.3;
-        minFullyContinuousAlpha.liquid 0.7;
-        minPartlyContinuousAlpha.liquid 0.3;
-    }
-    heatTransfer
-    {   
-        type            linear;
-        minFullyContinuousAlpha.gas 1;
-        minPartlyContinuousAlpha.gas 0;
-        minFullyContinuousAlpha.liquid 1;
-        minPartlyContinuousAlpha.liquid 0;
-    }
-    massTransfer
-    {
-        $heatTransfer;
-    }
-}
-
-surfaceTension
-(
-    (gas and liquid)
-    {
-        type            constant;
-        sigma           $sigmaLiq;
-    }
-);
-
-interfaceCompression
-();
-
-aspectRatio
-(
-    (gas in liquid)
-    {
-        type            Wellek;
-    }
-);
-
-
-drag
-(
-    (gas in liquid)
-    {
-        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
-        //type           IshiiZuber;
-        residualRe 1e-3;
-        swarmCorrection
-        {
-            type        none;
-        }
-    }
-);
-
-virtualMass
-(
-    (gas in liquid)
-    {
-        type            constantCoefficient;
-        Cvm             0.5;
-    }
-);
-
-// heatTransfer
-// ();
-
-heatTransfer.gas
-(
-    (gas in liquid)
-    {
-        type spherical;
-        residualAlpha 1e-4;
-    }
-
-    (liquid in gas)
-    {
-        type RanzMarshall;
-        residualAlpha 1e-4;
-    }
-);
-
-heatTransfer.liquid
-(
-    (gas in liquid)
-    {
-        type RanzMarshall;
-        residualAlpha 1e-4;
-    }
-
-    (liquid in gas)
-    {
-        type spherical;
-        residualAlpha 1e-4;
-    }
-);
-
-interfaceComposition.gas
-();
-
-interfaceComposition.liquid
-(
-    (liquid and gas)
-    {
-        type Henry;
-        species ( CO2 H2 );
-        k ( $He_CO2 $He_H2 );
-        Le $LeLiqMix;
-    }
-);
-
-diffusiveMassTransfer.gas
-();
-
-diffusiveMassTransfer.liquid
-(
-    (gas in liquid)
-    {
-        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
-        //type Frossling;
-        Le $LeLiqMix;
-    }
-
-    (liquid in gas)
-    {
-        type spherical;
-        Le 1.0; //not used for spherical
-    }
-);
-
-phaseTransfer
-();
-
-lift
-(
-    (gas in liquid)
-    {
-        type            wallDamped;
-
-        wallDamping
-        {
-            type        cosine;
-            Cd          3.0;
-        }
-
-        lift
-        {
-            type        Tomiyama;
-
-            swarmCorrection
-            {
-                type    none;
-            }
-        }
-    }
-
-);
-
-wallLubrication
-(
-    (gas in liquid)
-    {
-        type            Antal;
-        Cw1             -0.01;
-        Cw2             0.05;
-    }
-);
-
-turbulentDispersion
-(
-    (gas in liquid)
-    {
-        type            Burns;
-        sigma           0.9;
-    }
-);
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
deleted file mode 100644
index e029df99..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_constantd
+++ /dev/null
@@ -1,261 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    object      phaseProperties;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-#include "$FOAM_CASE/constant/globalVars"
-
-type interfaceCompositionPhaseChangeMultiphaseSystem;
-
-phases (gas liquid);
-
-gas
-{
-    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
-   
-    diameterModel   constant;
-
-    constantCoeffs
-    {
-        d	3e-3;
-    }
-    residualAlpha   1e-6;
-    Sc              0.7;
-}
-
-liquid
-{
-    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
-
-    diameterModel   constant;
-
-    constantCoeffs
-    {
-        d               1e-4;
-    }
-    Sc   #codeStream 
-    { 
-        code 
-        #{ 
-            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
-        #}; 
-    }; 
-
-    residualAlpha   1e-6;
-}
-
-populationBalanceCoeffs
-{
-    bubbles
-    {
-        continuousPhase liquid;
-
-        coalescenceModels
-        ();
-
-        binaryBreakupModels
-        ();
-
-        breakupModels
-        ();
-
-        driftModels
-        ();
-
-        nucleationModels
-        ();
-    }
-}
-
-blending
-{
-    default
-    {   
-        type            linear;
-        minFullyContinuousAlpha.gas 0.7;
-        minPartlyContinuousAlpha.gas 0.3;
-        minFullyContinuousAlpha.liquid 0.7;
-        minPartlyContinuousAlpha.liquid 0.3;
-    }
-    heatTransfer
-    {   
-        type            linear;
-        minFullyContinuousAlpha.gas 1;
-        minPartlyContinuousAlpha.gas 0;
-        minFullyContinuousAlpha.liquid 1;
-        minPartlyContinuousAlpha.liquid 0;
-    }
-    massTransfer
-    {
-        $heatTransfer;
-    }
-}
-
-surfaceTension
-(
-    (gas and liquid)
-    {
-        type            constant;
-        sigma           $sigmaLiq;
-    }
-);
-
-interfaceCompression
-();
-
-aspectRatio
-(
-    (gas in liquid)
-    {
-        type            Wellek;
-    }
-);
-
-
-drag
-(
-    (gas in liquid)
-    {
-        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
-        //type           IshiiZuber;
-        residualRe 1e-3;
-        swarmCorrection
-        {
-            type        none;
-        }
-    }
-);
-
-virtualMass
-(
-    (gas in liquid)
-    {
-        type            constantCoefficient;
-        Cvm             0.5;
-    }
-);
-
-// heatTransfer
-// ();
-
-heatTransfer.gas
-(
-    (gas in liquid)
-    {
-        type spherical;
-        residualAlpha 1e-4;
-    }
-
-    (liquid in gas)
-    {
-        type RanzMarshall;
-        residualAlpha 1e-4;
-    }
-);
-
-heatTransfer.liquid
-(
-    (gas in liquid)
-    {
-        type RanzMarshall;
-        residualAlpha 1e-4;
-    }
-
-    (liquid in gas)
-    {
-        type spherical;
-        residualAlpha 1e-4;
-    }
-);
-
-interfaceComposition.gas
-();
-
-interfaceComposition.liquid
-(
-    (liquid and gas)
-    {
-        type Henry;
-        species ( CO2 H2 );
-        k ( $He_CO2 $He_H2 );
-        Le $LeLiqMix;
-    }
-);
-
-diffusiveMassTransfer.gas
-();
-
-diffusiveMassTransfer.liquid
-(
-    (gas in liquid)
-    {
-        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
-        //type Frossling;
-        Le $LeLiqMix;
-    }
-
-    (liquid in gas)
-    {
-        type spherical;
-        Le 1.0; //not used for spherical
-    }
-);
-
-phaseTransfer
-();
-
-lift
-(
-    (gas in liquid)
-    {
-        type            wallDamped;
-
-        wallDamping
-        {
-            type        cosine;
-            Cd          3.0;
-        }
-
-        lift
-        {
-            type        Tomiyama;
-
-            swarmCorrection
-            {
-                type    none;
-            }
-        }
-    }
-
-);
-
-wallLubrication
-(
-    (gas in liquid)
-    {
-        type            Antal;
-        Cw1             -0.01;
-        Cw2             0.05;
-    }
-);
-
-turbulentDispersion
-(
-    (gas in liquid)
-    {
-        type            Burns;
-        sigma           0.9;
-    }
-);
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
deleted file mode 100644
index a3c90f5a..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/phaseProperties_pbe
+++ /dev/null
@@ -1,295 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  9
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    object      phaseProperties;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-#include "$FOAM_CASE/constant/globalVars"
-
-type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
-
-phases (gas liquid);
-
-populationBalances (bubbles);
-
-gas
-{
-    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
-   
-    diameterModel   velocityGroup;
-
-    velocityGroupCoeffs
-    {
-        populationBalance    bubbles;
-
-        shapeModel           spherical;
-
-        sizeGroups
-        (
-            f1 {dSph  1.4e-3; value 0.0;}
-            f2 {dSph  1.8e-3; value 0.0;}
-            f3 {dSph  2.2e-3; value 0.0;}
-            f4 {dSph  2.6e-3; value 0.0;}
-            f5 {dSph  3e-3; value 1.0;}
-            f6 {dSph  3.4e-3; value 0.0;}
-            f7 {dSph  3.8e-3; value 0.0;}
-            f8 {dSph  4.2e-3; value 0.0;}
-            f9 {dSph  4.6e-3; value 0.0;}
-            f10 {dSph 5.0e-3; value 0.0;}
-        );
-    }
-
-    residualAlpha   1e-6;
-
-    Sc              0.7;
-}
-
-liquid
-{
-    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
-
-    diameterModel   constant;
-
-    constantCoeffs
-    {
-        d               1e-4;
-    }
-    Sc   #codeStream 
-    { 
-        code 
-        #{ 
-            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
-        #}; 
-    }; 
-
-    residualAlpha   1e-6;
-}
-
-populationBalanceCoeffs
-{
-    bubbles
-    {
-        continuousPhase liquid;
-
-        coalescenceModels
-        (
-            LehrMilliesMewes{
-               efficiency 4.695;
-               uCrit 0.08;
-               alphaMax 0.6;
-            }
-        );
-
-        binaryBreakupModels
-        ();
-
-        breakupModels
-        (
-            Laakkonen {
-                efficiency 13.83;
-                daughterSizeDistributionModel Laakkonen;
-            }
-
-        );
-
-        driftModels
-        (
-            densityChange{}
-        );
-
-        nucleationModels
-        ();
-    }
-}
-
-blending
-{
-    default
-    {   
-        type            linear;
-        minFullyContinuousAlpha.gas 0.7;
-        minPartlyContinuousAlpha.gas 0.3;
-        minFullyContinuousAlpha.liquid 0.7;
-        minPartlyContinuousAlpha.liquid 0.3;
-    }
-    heatTransfer
-    {   
-        type            linear;
-        minFullyContinuousAlpha.gas 1;
-        minPartlyContinuousAlpha.gas 0;
-        minFullyContinuousAlpha.liquid 1;
-        minPartlyContinuousAlpha.liquid 0;
-    }
-    massTransfer
-    {
-        $heatTransfer;
-    }
-}
-
-surfaceTension
-(
-    (gas and liquid)
-    {
-        type            constant;
-        sigma           $sigmaLiq;
-    }
-);
-
-interfaceCompression
-();
-
-aspectRatio
-(
-    (gas in liquid)
-    {
-        type            Wellek;
-    }
-);
-
-
-drag
-(
-    (gas in liquid)
-    {
-        type           Grace; // Need to install the model available at https://github.com/NREL/BioReactorDesign
-        //type           IshiiZuber;
-        residualRe 1e-3;
-        swarmCorrection
-        {
-            type        none;
-        }
-    }
-);
-
-virtualMass
-(
-    (gas in liquid)
-    {
-        type            constantCoefficient;
-        Cvm             0.5;
-    }
-);
-
-// heatTransfer
-// ();
-
-heatTransfer.gas
-(
-    (gas in liquid)
-    {
-        type spherical;
-        residualAlpha 1e-4;
-    }
-
-    (liquid in gas)
-    {
-        type RanzMarshall;
-        residualAlpha 1e-4;
-    }
-);
-
-heatTransfer.liquid
-(
-    (gas in liquid)
-    {
-        type RanzMarshall;
-        residualAlpha 1e-4;
-    }
-
-    (liquid in gas)
-    {
-        type spherical;
-        residualAlpha 1e-4;
-    }
-);
-
-interfaceComposition.gas
-();
-
-interfaceComposition.liquid
-(
-    (liquid and gas)
-    {
-        type Henry;
-        species ( CO2 H2 );
-        k ( $He_CO2 $He_H2 );
-        Le $LeLiqMix;
-    }
-);
-
-diffusiveMassTransfer.gas
-();
-
-diffusiveMassTransfer.liquid
-(
-    (gas in liquid)
-    {
-        type Higbie; // Need to install the model available at https://github.com/NREL/BioReactorDesign
-        //type Frossling;
-        Le $LeLiqMix;
-    }
-
-    (liquid in gas)
-    {
-        type spherical;
-        Le 1.0; //not used for spherical
-    }
-);
-
-phaseTransfer
-();
-
-lift
-(
-    (gas in liquid)
-    {
-        type            wallDamped;
-
-        wallDamping
-        {
-            type        cosine;
-            Cd          3.0;
-        }
-
-        lift
-        {
-            type        Tomiyama;
-
-            swarmCorrection
-            {
-                type    none;
-            }
-        }
-    }
-
-);
-
-wallLubrication
-(
-    (gas in liquid)
-    {
-        type            Antal;
-        Cw1             -0.01;
-        Cw2             0.05;
-    }
-);
-
-turbulentDispersion
-(
-    (gas in liquid)
-    {
-        type            Burns;
-        sigma           0.9;
-    }
-);
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
deleted file mode 100644
index 11b1c4b9..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.gas
+++ /dev/null
@@ -1,142 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "constant";
-    object      thermophysicalProperties.gas;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-thermoType
-{
-    type            heRhoThermo;
-    mixture         multiComponentMixture;
-    transport       sutherland;
-    thermo          janaf;
-    equationOfState perfectGas;
-    specie          specie;
-    energy          sensibleInternalEnergy;
-    //energy          sensibleEnthalpy;
-}
-
-
-species
-(
-    H2
-    CO2
-    N2
-);
-
-defaultSpecie N2;
-
-CO2
-{
-    specie
-    {
-        molWeight       44.00995;
-    }
-    thermodynamics
-    {
-        Tlow            200;
-        Thigh           3500;
-        Tcommon         1000;
-        highCpCoeffs    ( 3.85746029 0.00441437026 -2.21481404e-06 5.23490188e-10 -4.72084164e-14 -48759.166 2.27163806 );
-        lowCpCoeffs     ( 2.35677352 0.00898459677 -7.12356269e-06 2.45919022e-09 -1.43699548e-13 -48371.9697 9.90105222 );
-    }
-    transport
-    {
-        As              1.572e-06;
-        Ts              240;
-    }
-    elements
-    {
-        C               1;
-        O               2;
-    }
-}
-
-water
-{
-    specie
-    {
-        molWeight       18.01534;
-    }
-    thermodynamics
-    {
-        Tlow            200;
-        Thigh           3500;
-        Tcommon         1000;
-        highCpCoeffs    ( 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701 );
-        lowCpCoeffs     ( 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 );
-    }
-    transport
-    {
-        As              1.512e-06;
-        Ts              120;
-    }
-    elements
-    {
-        H               2;
-        O               1;
-    }
-}
-
-N2
-{
-    specie
-    {
-        molWeight       28.0134;
-    }
-    thermodynamics
-    {
-        Tlow            250;
-        Thigh           5000;
-        Tcommon         1000;
-        highCpCoeffs    ( 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528 );
-        lowCpCoeffs     ( 3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372 );
-    }
-    transport
-    {
-        As              1.512e-06;
-        Ts              120;
-    }
-    elements
-    {
-        N               2;
-    }
-}
-
-H2
-{
-    specie
-    {
-        molWeight       2.01594;
-    }
-    thermodynamics
-    {
-        Tlow            200;
-        Thigh           3500;
-        Tcommon         1000;
-        highCpCoeffs    ( 3.3372792 -4.94024731e-05 4.99456778e-07 -1.79566394e-10 2.00255376e-14 -950.158922 -3.20502331 );
-        lowCpCoeffs     ( 2.34433112 0.00798052075 -1.9478151e-05 2.01572094e-08 -7.37611761e-12 -917.935173 0.683010238 );
-    }
-    transport
-    {
-        As              6.362e-07;
-        Ts              72;
-    }
-    elements
-    {
-        H               2;
-    }
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
deleted file mode 100644
index d324ec51..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/constant/thermophysicalProperties.liquid
+++ /dev/null
@@ -1,108 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "constant";
-    object      thermophysicalProperties.liquid;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-#include "$FOAM_CASE/constant/globalVars"
-
-thermoType
-{
-    type            heRhoThermo;
-    mixture         multiComponentMixture;
-    transport       const;
-    thermo          hConst;
-    equationOfState rhoConst;//rPolynomial;
-    specie          specie;
-    energy          sensibleInternalEnergy;
-    //energy          sensibleEnthalpy;
-}
-
-species
-(
-    CO2
-    water
-    H2
-);
-
-inertSpecie water;
-
-water
-{
-    specie
-    {
-        molWeight   18.0153;
-    }
-    equationOfState
-    {
-        rho     $rho0MixLiq;
-    }
-    thermodynamics
-    {
-        Cp          $CpMixLiq;
-        Hf          -1.5879e+07;
-    }
-    transport
-    {
-        mu          $muMixLiq;
-        Pr          $PrMixLiq;
-    }
-}
-
-CO2 
-{   
-    specie
-    {   
-        molWeight   44.00995;
-    }
-    equationOfState
-    {
-        rho     $rho0MixLiq;
-    }
-    thermodynamics
-    {   
-        Cp          $CpMixLiq;
-        Hf         -1.5879e+07;
-    }
-    transport           
-    {   
-        mu          $muMixLiq;
-        Pr          $PrCO2;
-    }   
-} 
-
-H2
-{
-    specie
-    {
-        molWeight   2.01594;
-    }
-    equationOfState
-    {
-        rho     $rho0MixLiq;
-    }
-    thermodynamics
-    {
-        Cp          $CpMixLiq;
-        Hf         -1.5879e+07;//-9402451;
-    }
-    transport
-    {
-        mu          $muMixLiq;
-        Pr          $PrH2;
-    }
-}
-
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
deleted file mode 100644
index 83932c5b..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/get_qoi.py
+++ /dev/null
@@ -1,183 +0,0 @@
-import json
-import os
-import pickle as pkl
-
-import matplotlib as mpl
-import numpy as np
-from prettyPlot.plotting import *
-from scipy.optimize import curve_fit
-
-
-def get_sim_folds(path):
-    folds = os.listdir(path)
-    sim_folds = []
-    for fold in folds:
-        if fold.startswith("loop"):
-            sim_folds.append(fold)
-    return sim_folds
-
-
-def func(t, cstar, kla):
-    t = t
-    t0 = 0
-    c0 = 0
-    return (cstar - c0) * (1 - np.exp(-kla * (t - t0))) + c0
-
-
-def get_vl(verb=False):
-    filename = os.path.join("constant", "globalVars")
-    with open(filename, "r+") as f:
-        lines = f.readlines()
-    for line in lines:
-        if line.startswith("liqVol"):
-            vol = float(line.split()[-1][:-1])
-            break
-    if verb:
-        print(f"Read liqVol = {vol}m3")
-    return vol
-
-
-def get_vvm(verb=False):
-    filename = os.path.join("constant", "globalVars")
-    with open(filename, "r+") as f:
-        lines = f.readlines()
-    for line in lines:
-        if line.startswith("VVM"):
-            vvm = float(line.split()[-1][:-1])
-            break
-    if verb:
-        print(f"Read VVM = {vvm} [-]")
-    return vvm
-
-
-def get_As(verb=False):
-    filename = os.path.join("constant", "globalVars")
-    with open(filename, "r+") as f:
-        lines = f.readlines()
-    for line in lines:
-        if line.startswith("inletA"):
-            As = float(line.split()[-1][:-1])
-            break
-    if verb:
-        print(f"Read As = {As}m2")
-    return As
-
-
-def get_pmix(verb=False):
-    with open("system/mixers.json", "r+") as f:
-        data = json.load(f)
-    mixer_list = data["mixers"]
-    pmix = 0
-    for mix in mixer_list:
-        pmix += mix["power"] / 1000
-    if verb:
-        print(f"Read Mixing power = {pmix}kW")
-    return pmix
-
-
-def get_lh(verb=False):
-    filename = os.path.join("system", "setFieldsDict")
-    with open(filename, "r+") as f:
-        lines = f.readlines()
-    for line in lines:
-        if "box (-1.0 -1.0 -1.0)" in line:
-            height = float(line.split("(")[2].split()[1])
-            break
-    if verb:
-        print(f"Read Height = {height}m")
-    return height
-
-
-def get_pinj(vvm, Vl, As, lh):
-    rhog = 1.25  # kg /m3
-    Vg = Vl * vvm / (60 * As * 1)  # m/s
-    Ptank = 101325  # Pa
-    # Ptank = 0 # Pa
-    rhoL = 1000  # kg / m3
-    Pl = 101325 + rhoL * 9.8 * lh  # Pa
-    # W
-    P1 = rhog * As * Vg**3
-    # W
-    P2 = (Pl - Ptank) * As * Vg
-    # kg /s
-    MF = rhog * Vg * As
-    # kwh / kg
-    e_m = (P1 + P2) / (3600 * 1000 * MF)
-
-    # returns kW
-    return (P1 + P2) * 1e-3
-
-
-def get_qoi(kla_co2, cs_co2, kla_h2, cs_h2, verb=False):
-    vvm = get_vvm(verb)
-    As = get_As(verb)
-    V_l = get_vl(verb)
-    liqh = get_lh(verb)
-    P_inj = get_pinj(vvm, V_l, As, liqh)
-    P_mix = get_pmix(verb)
-
-    qoi_co2 = kla_co2 * cs_co2 * V_l * 0.04401 / (P_mix / 3600 + P_inj / 3600)
-    qoi_h2 = kla_h2 * cs_h2 * V_l * 0.002016 / (P_mix / 3600 + P_inj / 3600)
-    return qoi_co2 * qoi_h2
-
-
-def get_qoi_uq(kla_co2, cs_co2, kla_h2, cs_h2):
-    qoi = []
-    for i in range(len(kla_co2)):
-        if i == 0:
-            verb = True
-        else:
-            verb = False
-        qoi.append(get_qoi(kla_co2[i], cs_co2[i], kla_h2[i], cs_h2[i], verb))
-    qoi = np.array(qoi)
-    return np.mean(qoi), np.std(qoi)
-
-
-os.makedirs("Figures", exist_ok=True)
-
-dataFolder = "data"
-fold = "local"
-
-nuq = 100
-mean_cstar_co2 = np.random.uniform(14, 16.9, nuq)
-mean_cstar_h2 = np.random.uniform(1.04, 1.19, nuq)
-
-
-tmp_cs_h2 = []
-tmp_cs_co2 = []
-tmp_kla_h2 = []
-tmp_kla_co2 = []
-cs_co2 = mean_cstar_co2
-cs_h2 = mean_cstar_h2
-
-a = np.load(os.path.join(dataFolder, fold, "conv.npz"))
-endindex = -1
-if (
-    "c_h2" in a
-    and "c_co2" in a
-    and len(a["time"][:endindex] > 0)
-    and (a["time"][:endindex][-1] > 95)
-):
-    for i in range(nuq):
-        fitparamsH2, _ = curve_fit(
-            func,
-            np.array(a["time"][:endindex]),
-            np.array(a["c_h2"][:endindex]),
-            bounds=[(cs_h2[i] - 1e-6, 0), (cs_h2[i] + 1e-6, 1)],
-        )
-        fitparamsCO2, _ = curve_fit(
-            func,
-            np.array(a["time"][:endindex]),
-            np.array(a["c_co2"][:endindex]),
-            bounds=[(cs_co2[i] - 1e-6, 0), (cs_co2[i] + 1e-6, 1)],
-        )
-        tmp_kla_co2.append(fitparamsCO2[1])
-        tmp_kla_h2.append(fitparamsH2[1])
-        tmp_cs_h2.append(cs_h2[i])
-        tmp_cs_co2.append(cs_co2[i])
-
-qoi_m, qoi_s = get_qoi_uq(tmp_kla_co2, tmp_cs_co2, tmp_kla_h2, tmp_cs_h2)
-
-
-with open("qoi.txt", "w+") as f:
-    f.write(f"{qoi_m},{qoi_s}\n")
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
deleted file mode 100644
index 77fa6d6f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/presteps.sh
+++ /dev/null
@@ -1,70 +0,0 @@
-# Clean case
-module load conda
-conda activate /projects/gas2fuels/conda_env/bird_wf
-source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
-./Allclean
-
-BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
-
-echo PRESTEP 1
-# Generate blockmeshDict
-python ${BIRD_HOME}/../applications/write_block_rect_mesh.py -i system/mesh.json -o system
-
-# Generate boundary stl
-python ${BIRD_HOME}/../applications/write_stl_patch.py -i system/inlets_outlets.json
-
-# Generate mixers
-python ${BIRD_HOME}/../applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
-
-echo PRESTEP 2
-# Mesh gen
-blockMesh -dict system/blockMeshDict
-
-# Inlet BC
-surfaceToPatch -tol 1e-3 inlets.stl
-export newmeshdir=$(foamListTimes -latestTime)
-rm -rf constant/polyMesh/
-cp -r $newmeshdir/polyMesh ./constant
-rm -rf $newmeshdir
-cp constant/polyMesh/boundary /tmp
-sed -i -e 's/inlets\.stl/inlet/g' /tmp/boundary
-cat /tmp/boundary > constant/polyMesh/boundary
-
-# Outlet BC
-surfaceToPatch -tol 1e-3 outlets.stl
-export newmeshdir=$(foamListTimes -latestTime)
-rm -rf constant/polyMesh/
-cp -r $newmeshdir/polyMesh ./constant
-rm -rf $newmeshdir
-cp constant/polyMesh/boundary /tmp
-sed -i -e 's/outlets\.stl/outlet/g' /tmp/boundary
-cat /tmp/boundary > constant/polyMesh/boundary
-
-
-# Scale
-transformPoints "scale=(2.7615275385627096 2.7615275385627096 2.7615275385627096)"
-
-
-# setup IC
-cp -r 0.orig 0
-setFields
-
-# Setup mass flow rate
-# Get inlet area
-postProcess -func 'patchIntegrate(patch="inlet", field="alpha.gas")'
-postProcess -func writeCellVolumes
-writeMeshObj
-
-echo PRESTEP 3
-python writeGlobalVars.py
-cp constant/phaseProperties_constantd constant/phaseProperties
-
-conda deactivate
-
-if [ -f qoi.txt ]; then
-    rm qoi.txt
-fi
-if [ -f data/local/conv.npz ]; then
-    rm data/local/conv.npz
-fi
-
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
deleted file mode 100644
index be754f6c..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ /dev/null
@@ -1,243 +0,0 @@
-import argparse
-import os
-import sys
-
-import numpy as np
-from prettyPlot.plotting import plt, pretty_labels
-
-from bird.utilities.ofio import *
-
-
-def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    alpha_liq = field_dict["alpha_liq"]
-    volume = field_dict["volume"]
-    holdup = np.sum((1 - alpha_liq) * volume) / np.sum(volume)
-    return holdup, field_dict
-
-
-def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
-        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)
-        # print("computing co2 liq")
-        field_dict["co2_liq"] = co2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    co2_liq = field_dict["co2_liq"]
-    met = np.sum(
-        alpha_liq[indliq] * co2_liq[indliq] * volume[indliq]
-    ) / np.sum(volume[indliq])
-    return met, field_dict
-
-
-def cliq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
-        rho_liq_file = os.path.join(caseFolder, timeFolder, "rhom")
-        rho_liq = readOFScal(rho_liq_file, nCells)
-        field_dict["rho_liq"] = rho_liq
-    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
-        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)
-        # print("computing co2 liq")
-        field_dict["co2_liq"] = co2_liq
-    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
-        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)
-        # print("computing h2 liq")
-        field_dict["h2_liq"] = h2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    co2_liq = field_dict["co2_liq"]
-    h2_liq = field_dict["h2_liq"]
-    rho_liq = field_dict["rho_liq"]
-
-    # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
-    # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
-
-    c_h2 = 1000 * h2_liq[indliq] / 0.002016
-    c_co2 = 1000 * co2_liq[indliq] / 0.04401
-
-    c_h2 = np.sum(c_h2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
-        volume[indliq] * alpha_liq[indliq]
-    )
-    c_co2 = np.sum(c_co2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
-        volume[indliq] * alpha_liq[indliq]
-    )
-
-    return c_co2, c_h2, field_dict
-
-
-def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
-        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)
-        # print("computing h2 liq")
-        field_dict["h2_liq"] = h2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    h2_liq = field_dict["h2_liq"]
-    met = np.sum(alpha_liq[indliq] * h2_liq[indliq] * volume[indliq]) / np.sum(
-        volume[indliq]
-    )
-    return met, field_dict
-
-
-def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    volume = field_dict["volume"]
-    alpha_liq = field_dict["alpha_liq"]
-    indliq = np.argwhere(alpha_liq > 0.0)
-    liqvol = np.sum(alpha_liq[indliq] * volume[indliq]) / np.sum(
-        volume[indliq]
-    )
-    return liqvol, field_dict
-
-
-parser = argparse.ArgumentParser(description="Convergence of GH")
-parser.add_argument(
-    "-cn",
-    "--case_name",
-    type=str,
-    metavar="",
-    required=True,
-    help="Case name",
-)
-parser.add_argument(
-    "-df",
-    "--data_folder",
-    type=str,
-    metavar="",
-    required=False,
-    help="data folder name",
-    default="data",
-)
-
-args, unknown = parser.parse_known_args()
-
-
-case_root = "."  # "../"
-case_name = args.case_name  # "12_hole_sparger_snappyRefine_700rpm_opt_coeff"
-case_path = "."
-dataFolder = args.data_folder
-
-if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
-    sys.exit("WARNING: History already created, Skipping")
-
-time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
-cellCentres = readMesh(os.path.join(case_path, f"meshCellCentres_0.obj"))
-nCells = len(cellCentres)
-
-
-co2_history = np.zeros(len(time_str_sorted))
-c_co2_history = np.zeros(len(time_str_sorted))
-h2_history = np.zeros(len(time_str_sorted))
-c_h2_history = np.zeros(len(time_str_sorted))
-gh_history = np.zeros(len(time_str_sorted))
-liqvol_history = np.zeros(len(time_str_sorted))
-print(f"case_path = {case_path}")
-field_dict = {}
-for itime, time in enumerate(time_float_sorted):
-    time_folder = time_str_sorted[itime]
-    print(f"\tTime : {time_folder}")
-    if not field_dict == {}:
-        new_field_dict = {}
-        if "volume" in field_dict:
-            new_field_dict["volume"] = field_dict["volume"]
-        field_dict = new_field_dict
-    gh_history[itime], field_dict = compute_gas_holdup(
-        case_path, time_str_sorted[itime], nCells, field_dict
-    )
-    co2_history[itime], field_dict = co2liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
-    )
-    h2_history[itime], field_dict = h2liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
-    )
-    liqvol_history[itime], field_dict = vol_liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
-    )
-    c_co2_history[itime], c_h2_history[itime], field_dict = cliq(
-        case_path, time_str_sorted[itime], nCells, field_dict
-    )
-
-
-os.makedirs(dataFolder, exist_ok=True)
-os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
-np.savez(
-    os.path.join(dataFolder, case_name, "conv.npz"),
-    time=np.array(time_float_sorted),
-    gh=gh_history,
-    co2=co2_history,
-    h2=h2_history,
-    vol_liq=liqvol_history,
-    c_h2=c_h2_history,
-    c_co2=c_co2_history,
-)
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
deleted file mode 100644
index 99da4760..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/run.sh
+++ /dev/null
@@ -1,5 +0,0 @@
-birdmultiphaseEulerFoam
-
-
-
-
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
deleted file mode 100755
index efe675ff..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script
+++ /dev/null
@@ -1,14 +0,0 @@
-#!/bin/bash
-#SBATCH --qos=high
-#SBATCH --job-name=val2
-##SBATCH --partition=debug
-#SBATCH --nodes=1
-#SBATCH --ntasks-per-node=16
-#SBATCH --time=07:59:00
-#SBATCH --account=co2snow
-
-bash presteps.sh
-source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
-decomposePar -fileHandler collated
-srun -n 16 birdmultiphaseEulerFoam -parallel -fileHandler collated
-reconstructPar -newTimes
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
deleted file mode 100755
index aabbc33e..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/script_post
+++ /dev/null
@@ -1,10 +0,0 @@
-#!/bin/bash
-#SBATCH --qos=high
-#SBATCH --job-name=val2
-##SBATCH --partition=debug
-#SBATCH --nodes=1
-#SBATCH --ntasks-per-node=16
-#SBATCH --time=00:59:00
-#SBATCH --account=co2snow
-
-bash computeQOI.sh
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
deleted file mode 100644
index 1183d262..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/blockMeshDict
+++ /dev/null
@@ -1,746 +0,0 @@
-FoamFile
-{
-    version     2.0;
-    format      ascii;
-    class       dictionary;
-    object      blockMeshDict;
-}
-
-convertToMeters 1.0;
-
-
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-vertices
-(
-( 0.0 0.0  0.0)
-( 1.0 0.0  0.0)
-( 2.0 0.0  0.0)
-( 3.0 0.0  0.0)
-( 4.0 0.0  0.0)
-( 5.0 0.0  0.0)
-( 6.0 0.0  0.0)
-( 7.0 0.0  0.0)
-( 8.0 0.0  0.0)
-( 9.0 0.0  0.0)
-( 10.0 0.0  0.0)
-( 0.0 1.0  0.0)
-( 1.0 1.0  0.0)
-( 2.0 1.0  0.0)
-( 3.0 1.0  0.0)
-( 4.0 1.0  0.0)
-( 5.0 1.0  0.0)
-( 6.0 1.0  0.0)
-( 7.0 1.0  0.0)
-( 8.0 1.0  0.0)
-( 9.0 1.0  0.0)
-( 10.0 1.0  0.0)
-( 0.0 2.0  0.0)
-( 1.0 2.0  0.0)
-( 2.0 2.0  0.0)
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-( 5.0 2.0  0.0)
-( 6.0 2.0  0.0)
-( 7.0 2.0  0.0)
-( 8.0 2.0  0.0)
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-( 10.0 2.0  0.0)
-( 0.0 3.0  0.0)
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-);
-
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-defaultPatch
-{   type wall;}
-
-patches
-(
-);
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
deleted file mode 100644
index 6f803fd2..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/controlDict
+++ /dev/null
@@ -1,67 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "system";
-    object      controlDict;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-application     birdmultiphaseEulerFoam;
-
-startFrom       latestTime;//startTime;
-
-startTime       0;
-
-stopAt          endTime;
-
-endTime         200;
-
-deltaT          0.0001;
-
-writeControl    adjustableRunTime;
-
-writeInterval   2;
-
-purgeWrite      0;
-
-writeFormat     ascii;
-
-writePrecision  6;
-
-writeCompression off;
-
-timeFormat      general;
-
-timePrecision   6;
-
-runTimeModifiable yes;
-
-adjustTimeStep  yes;
-
-maxCo           0.5;
-
-maxDeltaT       0.01;
-
-
-functions
-{
-
-    #includeFunc    writeObjects(d.gas)
-    #includeFunc    writeObjects(thermo:rho.gas)
-    #includeFunc    writeObjects(thermo:rho.liquid)
-}
-//functions
-//{
-//    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
-//}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
deleted file mode 100755
index f8397e73..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/decomposeParDict
+++ /dev/null
@@ -1,30 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-| =========                 |                                                 |
-| \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox           |
-|  \\    /   O peration     | Version:  3.0.x                                 |
-|   \\  /    A nd           | Web:      www.OpenFOAM.org                      |
-|    \\/     M anipulation  |                                                 |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    version     2.0;
-    format      ascii;
-    class       dictionary;
-    object      decomposeParDict;
-}
-
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-numberOfSubdomains 16;
-
-method          scotch;
-
-hierarchicalCoeffs
-{
-    n               (4 4 1);
-    delta           0.001;
-    order           xyz;
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
deleted file mode 100644
index 334f1c8f..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvConstraints
+++ /dev/null
@@ -1,56 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    object      fvConstraints;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-limitp
-{
-    type       limitPressure;
-
-    min        1e4;
-}
-limitUliq
-{
-    type       limitVelocity;
-    active yes;
-    U          U.liquid;
-    selectionMode all;
-    max        1e1;
-}
-limitUgas
-{
-    type       limitVelocity;
-    active yes;
-    U          U.gas;
-    selectionMode all;
-    max        2e1;
-}
-limitTgas
-{
-    type            limitTemperature;
-    selectionMode   all;
-    min             290;
-    max             310;
-    phase           gas;
-}
-limitTliq
-{
-    type            limitTemperature;
-    selectionMode   all;
-    min             290;
-    max             310;
-    phase           liquid;
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
deleted file mode 100644
index 52e6e13a..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSchemes
+++ /dev/null
@@ -1,70 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "system";
-    object      fvSchemes;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-ddtSchemes
-{
-    default         Euler;
-}
-
-gradSchemes
-{
-    default         Gauss linear;
-    limited         cellLimited Gauss linear 1;
-}
-
-divSchemes
-{
-    default                     none;
-
-    "div\(phi,alpha.*\)"              Gauss vanLeer;
-
-    "div\(phir,alpha.*,alpha.*\)"       Gauss vanLeer;
-
-    "div\(alphaRhoPhi.*,U.*\)"          Gauss limitedLinearV 1;
-    "div\(phi.*,U.*\)"                  Gauss limitedLinearV 1;
-    "div\(alphaRhoPhi.*,Yi\)"       Gauss limitedLinear 1;
-    "div\(alphaRhoPhi.*,(h|e).*\)"          Gauss limitedLinear 1;
-    "div\(alphaRhoPhi.*,(K|k|epsilon|omega).*\)"          Gauss limitedLinear 1;
-    "div\(alphaPhi.*,f.*\)"         Gauss limitedLinear 1;
-    "div\(alphaRhoPhi.*,\(p\|thermo:rho.*\)\)"    Gauss limitedLinear 1;
-
-    "div\(phim,(k|epsilon)m\)"      Gauss upwind;
-    "div\(\(\(\(alpha.*\*thermo:rho.*\)*nuEff.*\)*dev2\(T\(grad\(U.*\)\)\)\)\)" Gauss linear;
-}
-
-laplacianSchemes
-{
-    default         Gauss linear corrected;
-}
-
-interpolationSchemes
-{
-    default         linear;
-}
-
-snGradSchemes
-{
-    default         uncorrected;
-}
-
-wallDist
-{
-    method          Poisson;
-    nRequired       true;
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
deleted file mode 100644
index 2e69fdfa..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/fvSolution
+++ /dev/null
@@ -1,120 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "system";
-    object      fvSolution;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-solvers
-{
-    "alpha.*"
-    {
-        nAlphaCorr      2;
-        nAlphaSubCycles 5;
-    }
-
-    bubbles
-    {
-        nCorr                1;
-        tolerance            1e-4;
-        scale                true;
-        solveOnFinalIterOnly true;
-        sourceUpdateInterval 1;
-    }
-
-    p_rgh
-    {
-        solver          GAMG;
-        smoother        DIC;
-        tolerance       1e-7;
-        relTol          0;
-    }
-
-    p_rghFinal
-    {
-        $p_rgh;
-        relTol          0;
-    }
-
-    "(k|omega).*"
-    {
-        solver          smoothSolver;
-        smoother        symGaussSeidel;
-        tolerance       1e-7;
-        relTol          0;
-        minIter         1;
-    }
-
-    "(e|h).*"
-    {
-        solver          smoothSolver;
-        smoother        symGaussSeidel;
-        tolerance       1e-8;
-        relTol          0;
-        minIter         0;
-        maxIter         3;
-    }
-
-    "f.*"
-    {
-        solver          PBiCGStab;
-        preconditioner  DILU;
-        tolerance       1e-6;
-        relTol          0;
-    }
-
-    "Yi.*"
-    {
-        solver          PBiCGStab;
-        preconditioner  DILU;
-        tolerance       1e-12;
-        relTol          0;
-        residualAlpha   1e-8;
-    }
-
-    "U.*"
-    {
-        solver          smoothSolver;
-        smoother        symGaussSeidel;
-        tolerance       1e-5;
-        relTol          0;
-        minIter         1;
-    }
-
-    yPsi
-    {
-        solver          PCG;
-        preconditioner  DIC;
-        tolerance       1e-10;
-        relTol          0;
-    }
-
-}
-
-PIMPLE
-{
-    nOuterCorrectors 3;
-    nCorrectors      1;
-    nNonOrthogonalCorrectors 0;
-
-}
-
-relaxationFactors
-{
-    equations
-    {
-        ".*"            1;
-    }
-}
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
deleted file mode 100644
index 2b53da73..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/inlets_outlets.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
-    "Geometry": {
-            "OverallDomain": {
-                    "x" : {"nblocks": 10, "size_per_block": 1.0},
-                    "y" : {"nblocks": 11, "size_per_block": 1.0},
-                    "z" : {"nblocks": 5, "size_per_block": 1.0}
-            },
-            "Fluids": [
-                    [ [0,0,0], [9,0,0] ],
-                    [ [9,0,0], [9,0,4] ],
-                    [ [9,0,4], [0,0,4] ],
-                    [ [0,1,4], [0,4,4] ],
-                    [ [0,4,4], [0,10,4] ],
-                    [ [0,4,4], [0,4,0] ],
-                    [ [0,4,0], [0,10,0] ],
-                    [ [0,4,0], [0,1,0] ]
-            ]
-    },
-    "inlets": [
-        {"branch_id": 0, "type": "circle", "frac_space": 0.2222222222222222, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "bottom"},
-        {"branch_id": 0, "type": "circle", "frac_space": 0.5, "radius": 0.4, "normal_dir": 1,"nelements": 50, "block_pos": "bottom"},
-        {"branch_id": 0, "type": "circle", "frac_space": 0.7777777777777778, "radius": 0.4, "normal_dir": 1,"nelements": 50, "block_pos": "bottom"}
-    ],
-    "outlets": [
-        {"branch_id": 6, "type": "circle", "frac_space": 1, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "top"},
-        {"branch_id": 4, "type": "circle", "frac_space": 1, "normal_dir": 1, "radius": 0.4, "nelements": 50, "block_pos": "top"}
-    ]
-}
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
deleted file mode 100644
index 29841d7e..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mesh.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-        "Meshing": {
-                "Blockwise": {
-                        "x" : 10,
-                        "y" : 10,
-                        "z" : 10
-                }
-        },
-        "Geometry": {
-                "OverallDomain": {
-                        "x" : {"nblocks": 10, "size_per_block": 1.0},
-                        "y" : {"nblocks": 11, "size_per_block": 1.0},
-                        "z" : {"nblocks": 5, "size_per_block": 1.0}
-                },
-                "Fluids": [
-			[ [0,0,0], [9,0,0] ],
-                        [ [9,0,0], [9,0,4] ],
-                        [ [9,0,4], [0,0,4] ],
-                        [ [0,1,4], [0,4,4] ],
-                        [ [0,4,4], [0,10,4] ],
-                        [ [0,4,4], [0,4,0] ],
-                        [ [0,4,0], [0,10,0] ],
-                        [ [0,4,0], [0,1,0] ]
-                ]
-        }
-}
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
deleted file mode 100644
index b6224fb7..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/mixers.json
+++ /dev/null
@@ -1,29 +0,0 @@
-{
-    "Meshing": {
-                "Blockwise": {
-                        "x" : 10,
-                        "y" : 10,
-                        "z" : 10
-                }
-        },
-    "Geometry": {
-            "OverallDomain": {
-                    "x" : {"nblocks": 10, "size_per_block": 1.0, "rescale": 2.7615275385627096},
-                    "y" : {"nblocks": 11, "size_per_block": 1.0, "rescale": 2.7615275385627096},
-                    "z" : {"nblocks": 5, "size_per_block": 1.0, "rescale": 2.7615275385627096}
-            },
-            "Fluids": [
-		    [ [0,0,0], [9,0,0] ],
-                    [ [9,0,0], [9,0,4] ],
-                    [ [9,0,4], [0,0,4] ],
-                    [ [0,1,4], [0,4,4] ],
-                    [ [0,4,4], [0,10,4] ],
-                    [ [0,4,4], [0,4,0] ],
-                    [ [0,4,0], [0,10,0] ],
-                    [ [0,4,0], [0,1,0] ]
-            ]
-    },
-    "mixers": [ 
-        {"branch_id": 2, "frac_space": 0.5, "start_time": 4, "power": 1500,  "sign": "+"}
-    ]                   
-} 
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
deleted file mode 100644
index 89a797b9..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/system/setFieldsDict
+++ /dev/null
@@ -1,37 +0,0 @@
-/*--------------------------------*- C++ -*----------------------------------*\
-  =========                 |
-  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
-   \\    /   O peration     | Website:  https://openfoam.org
-    \\  /    A nd           | Version:  dev
-     \\/     M anipulation  |
-\*---------------------------------------------------------------------------*/
-FoamFile
-{
-    format      ascii;
-    class       dictionary;
-    location    "system";
-    object      setFieldsDict;
-}
-// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
-
-defaultFieldValues
-(
-    volScalarFieldValue alpha.gas 0.99
-    volScalarFieldValue alpha.liquid 0.01
-);
-
-regions
-(
-    boxToCell
-    {
-        box (-1.0 -1.0 -1.0) (552.3 11.046 552.3);
-        fieldValues
-        (
-            volScalarFieldValue alpha.gas 0.01
-            volScalarFieldValue alpha.liquid 0.99
-        );
-    }
-);
-
-
-// ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
deleted file mode 100644
index 0594eccc..00000000
--- a/tutorial_cases/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
+++ /dev/null
@@ -1,47 +0,0 @@
-import os
-
-import numpy as np
-
-from bird.utilities.ofio import *
-
-
-def writeGvars(inletA, liqVol):
-    filename_tmp = os.path.join("constant", "globalVars_temp")
-    with open(filename_tmp, "r+") as f:
-        lines = f.readlines()
-    filename = os.path.join("constant", "globalVars")
-    with open(filename, "w+") as f:
-        for line in lines:
-            if line.startswith("inletA"):
-                f.write(f"inletA\t{inletA:g};\n")
-            elif line.startswith("liqVol"):
-                f.write(f"liqVol\t{liqVol:g};\n")
-            else:
-                f.write(line)
-
-
-def readInletArea():
-    filename = os.path.join(
-        "postProcessing",
-        "patchIntegrate(patch=inlet,field=alpha.gas)",
-        "0",
-        "surfaceFieldValue.dat",
-    )
-    with open(filename, "r+") as f:
-        lines = f.readlines()
-    return float(lines[4].split()[-1])
-
-
-def getLiqVol():
-    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
-    alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cellCentres)
-    )
-    return np.sum(volume_field * alpha_field)
-
-
-if __name__ == "__main__":
-    A = readInletArea()
-    V = getLiqVol()
-    writeGvars(A, V)

From 4af29c536c9f02d5cee616353d70f8878923aa5c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 15:23:38 -0600
Subject: [PATCH 086/275] use path lib instead of in package data

---
 tests/preprocess/test_case_gen.py | 21 +++++++++++++++++++--
 1 file changed, 19 insertions(+), 2 deletions(-)

diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 29729d46..1637d140 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -1,16 +1,23 @@
 import os
 import pickle
 import shutil
-
+from pathlib import Path
 import numpy as np
 
-from bird import BIRD_CASE_GEN_DATA_DIR
 from bird.preprocess.json_gen.design_io import *
 from bird.preprocess.json_gen.generate_designs import *
 
 
 def test_continuous_loop():
 
+    BIRD_CASE_GEN_DATA_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "data_case_gen",
+    )    
     generate_single_scaledup_reactor_sparger_cases(
         sparger_locs=[0.3, 0.5, 1.4],
         sim_id=0,
@@ -37,6 +44,16 @@ def test_continuous_loop():
 
 def test_discrete_loop():
 
+    
+    BIRD_CASE_GEN_DATA_DIR = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "preprocess",
+        "data_case_gen",
+    )    
+
     def optimization_setup():
         # spots on the branches where we can place sparger or mixers
         branchcom_spots = {}

From 27c1b431c2b4e43f917fe6df145c356aa5c566a9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 16:27:15 -0600
Subject: [PATCH 087/275] use post_quantities functions for the history

---
 bird/postprocess/post_quantities.py           |  14 +-
 .../read_history.py                           | 209 ++++--------------
 .../loop_reactor_mixing/read_history.py       | 182 ++-------------
 3 files changed, 64 insertions(+), 341 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 16fcf7a5..0b23a658 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -257,7 +257,9 @@ def compute_gas_holdup(
 ) -> tuple:
     """
     Calculate volume averaged gas hold up at a given time
-    $\frac{1}{V_{\rm tot}} \int_{V} (1-\alpha_{\rm liq}) dV$
+
+    .. math::
+       \frac{1}{V_{\rm tot}} \int_{V} (1-\alpha_{\rm liq}) dV
 
     Parameters
     ----------
@@ -404,7 +406,8 @@ def compute_ave_y_liq(
     """
     Calculate liquid volume averaged mass fraction of a species at a given time
 
-    $\frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} Y dV_{\rm liq}$
+    .. math::
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} Y dV_{\rm liq}
 
     Parameters
     ----------
@@ -482,7 +485,8 @@ def compute_ave_conc_liq(
     """
     Calculate liquid volume averaged concentration of a species at a given time
 
-    $\frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} \rho_{\rm liq} Y / W dV_{\rm liq}$
+    .. math::
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} \rho_{\rm liq} Y / W dV_{\rm liq}
 
     Parameters
     ----------
@@ -582,7 +586,9 @@ def compute_ave_bubble_diam(
 ) -> tuple:
     """
     Calculate averaged bubble diameter over the liquid volume
-    $\frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} D dV$
+
+    .. math::
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} D dV
 
     Parameters
     ----------
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index be754f6c..8d92ac65 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -5,162 +5,9 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
+from bird.postprocess.post_quantities import *
 from bird.utilities.ofio import *
 
-
-def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    alpha_liq = field_dict["alpha_liq"]
-    volume = field_dict["volume"]
-    holdup = np.sum((1 - alpha_liq) * volume) / np.sum(volume)
-    return holdup, field_dict
-
-
-def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
-        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)
-        # print("computing co2 liq")
-        field_dict["co2_liq"] = co2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    co2_liq = field_dict["co2_liq"]
-    met = np.sum(
-        alpha_liq[indliq] * co2_liq[indliq] * volume[indliq]
-    ) / np.sum(volume[indliq])
-    return met, field_dict
-
-
-def cliq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
-        rho_liq_file = os.path.join(caseFolder, timeFolder, "rhom")
-        rho_liq = readOFScal(rho_liq_file, nCells)
-        field_dict["rho_liq"] = rho_liq
-    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
-        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)
-        # print("computing co2 liq")
-        field_dict["co2_liq"] = co2_liq
-    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
-        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)
-        # print("computing h2 liq")
-        field_dict["h2_liq"] = h2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    co2_liq = field_dict["co2_liq"]
-    h2_liq = field_dict["h2_liq"]
-    rho_liq = field_dict["rho_liq"]
-
-    # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
-    # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
-
-    c_h2 = 1000 * h2_liq[indliq] / 0.002016
-    c_co2 = 1000 * co2_liq[indliq] / 0.04401
-
-    c_h2 = np.sum(c_h2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
-        volume[indliq] * alpha_liq[indliq]
-    )
-    c_co2 = np.sum(c_co2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
-        volume[indliq] * alpha_liq[indliq]
-    )
-
-    return c_co2, c_h2, field_dict
-
-
-def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
-        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)
-        # print("computing h2 liq")
-        field_dict["h2_liq"] = h2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    h2_liq = field_dict["h2_liq"]
-    met = np.sum(alpha_liq[indliq] * h2_liq[indliq] * volume[indliq]) / np.sum(
-        volume[indliq]
-    )
-    return met, field_dict
-
-
-def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    volume = field_dict["volume"]
-    alpha_liq = field_dict["alpha_liq"]
-    indliq = np.argwhere(alpha_liq > 0.0)
-    liqvol = np.sum(alpha_liq[indliq] * volume[indliq]) / np.sum(
-        volume[indliq]
-    )
-    return liqvol, field_dict
-
-
 parser = argparse.ArgumentParser(description="Convergence of GH")
 parser.add_argument(
     "-cn",
@@ -188,7 +35,7 @@ def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
 case_path = "."
 dataFolder = args.data_folder
 
-if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
+if os.path.isfile(os.path.join(dataFolder, case_name, "conv2.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
@@ -209,35 +56,59 @@ def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
     print(f"\tTime : {time_folder}")
     if not field_dict == {}:
         new_field_dict = {}
-        if "volume" in field_dict:
-            new_field_dict["volume"] = field_dict["volume"]
+        if "V" in field_dict:
+            new_field_dict["V"] = field_dict["V"]
         field_dict = new_field_dict
     gh_history[itime], field_dict = compute_gas_holdup(
-        case_path, time_str_sorted[itime], nCells, field_dict
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        field_dict=field_dict,
     )
-    co2_history[itime], field_dict = co2liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    co2_history[itime], field_dict = compute_ave_y_liq(
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="CO2",
+        field_dict=field_dict,
     )
-    h2_history[itime], field_dict = h2liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    h2_history[itime], field_dict = compute_ave_y_liq(
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="H2",
+        field_dict=field_dict,
     )
-    liqvol_history[itime], field_dict = vol_liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    c_co2_history[itime], field_dict = compute_ave_conc_liq(
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="CO2",
+        mol_weight=0.04401,
+        field_dict=field_dict,
     )
-    c_co2_history[itime], c_h2_history[itime], field_dict = cliq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    c_h2_history[itime], field_dict = compute_ave_conc_liq(
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="H2",
+        mol_weight=0.002016,
+        field_dict=field_dict,
     )
 
-
 os.makedirs(dataFolder, exist_ok=True)
 os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
 np.savez(
-    os.path.join(dataFolder, case_name, "conv.npz"),
+    os.path.join(dataFolder, case_name, "conv2.npz"),
     time=np.array(time_float_sorted),
     gh=gh_history,
     co2=co2_history,
     h2=h2_history,
-    vol_liq=liqvol_history,
     c_h2=c_h2_history,
     c_co2=c_co2_history,
 )
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index f872f3e6..8246ed46 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -6,159 +6,7 @@
 from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.ofio import *
-
-
-def compute_gas_holdup(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)["field"]
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    alpha_liq = field_dict["alpha_liq"]
-    volume = field_dict["volume"]
-    holdup = np.sum((1 - alpha_liq) * volume) / np.sum(volume)
-    return holdup, field_dict
-
-
-def co2liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
-        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)["field"]
-        # print("computing co2 liq")
-        field_dict["co2_liq"] = co2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)["field"]
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    co2_liq = field_dict["co2_liq"]
-    met = np.sum(
-        alpha_liq[indliq] * co2_liq[indliq] * volume[indliq]
-    ) / np.sum(volume[indliq])
-    return met, field_dict
-
-
-def cliq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
-        rho_liq_file = os.path.join(caseFolder, timeFolder, "rhom")
-        rho_liq = readOFScal(rho_liq_file, nCells)["field"]
-        field_dict["rho_liq"] = rho_liq
-    if not ("co2_liq" in field_dict) or field_dict["co2_liq"] is None:
-        co2_liq_file = os.path.join(caseFolder, timeFolder, "CO2.liquid")
-        co2_liq = readOFScal(co2_liq_file, nCells)["field"]
-        # print("computing co2 liq")
-        field_dict["co2_liq"] = co2_liq
-    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
-        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)["field"]
-        # print("computing h2 liq")
-        field_dict["h2_liq"] = h2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)["field"]
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    co2_liq = field_dict["co2_liq"]
-    h2_liq = field_dict["h2_liq"]
-    rho_liq = field_dict["rho_liq"]
-
-    # c_h2 = rho_liq[indliq] * alpha_liq[indliq] * h2_liq[indliq] / 0.002016
-    # c_co2 = rho_liq[indliq] * alpha_liq[indliq] * co2_liq[indliq] / 0.04401
-
-    c_h2 = 1000 * h2_liq[indliq] / 0.002016
-    c_co2 = 1000 * co2_liq[indliq] / 0.04401
-
-    c_h2 = np.sum(c_h2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
-        volume[indliq] * alpha_liq[indliq]
-    )
-    c_co2 = np.sum(c_co2 * volume[indliq] * alpha_liq[indliq]) / np.sum(
-        volume[indliq] * alpha_liq[indliq]
-    )
-
-    return c_co2, c_h2, field_dict
-
-
-def h2liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("h2_liq" in field_dict) or field_dict["h2_liq"] is None:
-        h2_liq_file = os.path.join(caseFolder, timeFolder, "H2.liquid")
-        h2_liq = readOFScal(h2_liq_file, nCells)["field"]
-        # print("computing h2 liq")
-        field_dict["h2_liq"] = h2_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)["field"]
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    if not ("indliq" in field_dict) or field_dict["indliq"] is None:
-        alpha_liq = field_dict["alpha_liq"]
-        indliq = np.argwhere(alpha_liq > 0.5)
-        # print("computing indliq")
-        field_dict["indliq"] = indliq
-    volume = field_dict["volume"]
-    indliq = field_dict["indliq"]
-    alpha_liq = field_dict["alpha_liq"]
-    h2_liq = field_dict["h2_liq"]
-    met = np.sum(alpha_liq[indliq] * h2_liq[indliq] * volume[indliq]) / np.sum(
-        volume[indliq]
-    )
-    return met, field_dict
-
-
-def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
-    if not ("alpha_liq" in field_dict) or field_dict["alpha_liq"] is None:
-        alpha_liq_file = os.path.join(caseFolder, timeFolder, "alpha.liquid")
-        alpha_liq = readOFScal(alpha_liq_file, nCells)["field"]
-        # print("reading alpha_liq")
-        field_dict["alpha_liq"] = alpha_liq
-    if not ("volume" in field_dict) or field_dict["volume"] is None:
-        volume_file = os.path.join(caseFolder, "0", "V")
-        volume = readOFScal(volume_file, nCells)["field"]
-        # print("reading Volume")
-        field_dict["volume"] = volume
-    volume = field_dict["volume"]
-    alpha_liq = field_dict["alpha_liq"]
-    indliq = np.argwhere(alpha_liq > 0.0)
-    liqvol = np.sum(alpha_liq[indliq] * volume[indliq]) / np.sum(
-        volume[indliq]
-    )
-    return liqvol, field_dict
+from bird.postprocess.post_quantities import *
 
 
 parser = argparse.ArgumentParser(description="Convergence of GH")
@@ -188,7 +36,7 @@ def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
 case_path = "."
 dataFolder = args.data_folder
 
-if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
+if os.path.isfile(os.path.join(dataFolder, case_name, "conv2.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
@@ -209,35 +57,33 @@ def vol_liq(caseFolder, timeFolder, nCells, field_dict={}):
     print(f"\tTime : {time_folder}")
     if not field_dict == {}:
         new_field_dict = {}
-        if "volume" in field_dict:
-            new_field_dict["volume"] = field_dict["volume"]
+        if "V" in field_dict:
+            new_field_dict["V"] = field_dict["V"]
         field_dict = new_field_dict
     gh_history[itime], field_dict = compute_gas_holdup(
-        case_path, time_str_sorted[itime], nCells, field_dict
+        case_path, time_str_sorted[itime], nCells, volume_time="0", field_dict=field_dict
     )
-    co2_history[itime], field_dict = co2liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    co2_history[itime], field_dict = compute_ave_y_liq(
+        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="CO2", field_dict=field_dict
     )
-    h2_history[itime], field_dict = h2liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    h2_history[itime], field_dict = compute_ave_y_liq(
+        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="H2", field_dict=field_dict
     )
-    liqvol_history[itime], field_dict = vol_liq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    c_co2_history[itime], field_dict = compute_ave_conc_liq(
+        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="CO2", mol_weight=0.04401, field_dict=field_dict
     )
-    c_co2_history[itime], c_h2_history[itime], field_dict = cliq(
-        case_path, time_str_sorted[itime], nCells, field_dict
+    c_h2_history[itime], field_dict = compute_ave_conc_liq(
+        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="H2", mol_weight=0.002016, field_dict=field_dict
     )
 
-
 os.makedirs(dataFolder, exist_ok=True)
 os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
 np.savez(
-    os.path.join(dataFolder, case_name, "conv.npz"),
+    os.path.join(dataFolder, case_name, "conv2.npz"),
     time=np.array(time_float_sorted),
     gh=gh_history,
     co2=co2_history,
     h2=h2_history,
-    vol_liq=liqvol_history,
     c_h2=c_h2_history,
     c_co2=c_co2_history,
 )

From 4eff33d2e7e28ecedd3addfb75f2a6dc08e49719 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 16:34:04 -0600
Subject: [PATCH 088/275] format

---
 .../writeGlobalVars.py                        |  6 ++-
 fixFormat.sh                                  |  3 +-
 tests/preprocess/test_case_gen.py             |  6 +--
 .../loop_reactor_mixing/read_history.py       | 39 +++++++++++++++----
 4 files changed, 40 insertions(+), 14 deletions(-)

diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
index 0594eccc..3445bdb8 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
@@ -34,10 +34,12 @@ def readInletArea():
 
 def getLiqVol():
     cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))
+    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
+        "field"
+    ]
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
-    )
+    )["field"]
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/fixFormat.sh b/fixFormat.sh
index 9f62dae5..26867ddc 100644
--- a/fixFormat.sh
+++ b/fixFormat.sh
@@ -1,5 +1,4 @@
 source .github/linters/formatting.sh
 
-format bird
-format applications
+format .
 
diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index 1637d140..dc83b37b 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -2,6 +2,7 @@
 import pickle
 import shutil
 from pathlib import Path
+
 import numpy as np
 
 from bird.preprocess.json_gen.design_io import *
@@ -17,7 +18,7 @@ def test_continuous_loop():
         "bird",
         "preprocess",
         "data_case_gen",
-    )    
+    )
     generate_single_scaledup_reactor_sparger_cases(
         sparger_locs=[0.3, 0.5, 1.4],
         sim_id=0,
@@ -44,7 +45,6 @@ def test_continuous_loop():
 
 def test_discrete_loop():
 
-    
     BIRD_CASE_GEN_DATA_DIR = os.path.join(
         Path(__file__).parent,
         "..",
@@ -52,7 +52,7 @@ def test_discrete_loop():
         "bird",
         "preprocess",
         "data_case_gen",
-    )    
+    )
 
     def optimization_setup():
         # spots on the branches where we can place sparger or mixers
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 8246ed46..8d92ac65 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -5,9 +5,8 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
-from bird.utilities.ofio import *
 from bird.postprocess.post_quantities import *
-
+from bird.utilities.ofio import *
 
 parser = argparse.ArgumentParser(description="Convergence of GH")
 parser.add_argument(
@@ -61,19 +60,45 @@
             new_field_dict["V"] = field_dict["V"]
         field_dict = new_field_dict
     gh_history[itime], field_dict = compute_gas_holdup(
-        case_path, time_str_sorted[itime], nCells, volume_time="0", field_dict=field_dict
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        field_dict=field_dict,
     )
     co2_history[itime], field_dict = compute_ave_y_liq(
-        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="CO2", field_dict=field_dict
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="CO2",
+        field_dict=field_dict,
     )
     h2_history[itime], field_dict = compute_ave_y_liq(
-        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="H2", field_dict=field_dict
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="H2",
+        field_dict=field_dict,
     )
     c_co2_history[itime], field_dict = compute_ave_conc_liq(
-        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="CO2", mol_weight=0.04401, field_dict=field_dict
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="CO2",
+        mol_weight=0.04401,
+        field_dict=field_dict,
     )
     c_h2_history[itime], field_dict = compute_ave_conc_liq(
-        case_path, time_str_sorted[itime], nCells, volume_time="0", spec_name="H2", mol_weight=0.002016, field_dict=field_dict
+        case_path,
+        time_str_sorted[itime],
+        nCells,
+        volume_time="0",
+        spec_name="H2",
+        mol_weight=0.002016,
+        field_dict=field_dict,
     )
 
 os.makedirs(dataFolder, exist_ok=True)

From 025be6aca5495a729e2e87124f2319b1508ac67d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 16:42:22 -0600
Subject: [PATCH 089/275] test everything

---
 .github/workflows/ci.yml | 11 ++---------
 1 file changed, 2 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 05effe9c..452df070 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -67,15 +67,8 @@ jobs:
           pip install --upgrade pip
           pip install .
           pip install pytest
-      - name: Test preprocess
-        run: |
-          pytest tests/preprocess
-      - name: Test mesh
-        run: |
-          pytest tests/meshing
-      - name: Test postprocessing
-        run: |
-          pytest tests/postprocess
+      - name: Test
+        run: pytest .
 
   Test-pypi-Bird:
     name: Test-pypi-BiRD (${{ matrix.python-version }}, ${{ matrix.os }})

From b07d60089df4cb48c41ac448e98fe98ab1df1ab1 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 10 Jul 2025 16:50:06 -0600
Subject: [PATCH 090/275] specify nrel-bird version in ci

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 452df070..e31cf77a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -89,7 +89,7 @@ jobs:
       - name: Install dependencies
         run: |
           pip install --upgrade pip
-          pip install nrel-bird
+          pip install nrel-bird==0.0.26
           pip install pytest
       - name: Test
         run: pytest .

From f4c04e1495fad3fc4e08c84994447797afdb7d33 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 09:00:25 -0600
Subject: [PATCH 091/275] make sure prestep and run fail if any command fails

---
 tutorial_cases/FlatPanel_250L_ASU/Allclean    | 24 ++++++++++++++
 tutorial_cases/FlatPanel_250L_ASU/presteps.sh |  5 +++
 tutorial_cases/FlatPanel_250L_ASU/run.sh      |  5 +++
 tutorial_cases/airlift_40m/Allclean           | 24 ++++++++++++++
 tutorial_cases/airlift_40m/presteps.sh        |  5 +++
 tutorial_cases/airlift_40m/run.sh             |  7 ++++-
 .../bdofoam_cases/nonreact/Allclean           | 25 ++++++++++++---
 tutorial_cases/bdofoam_cases/react/Allclean   | 25 ++++++++++++---
 tutorial_cases/bubble_column_20L/Allclean     | 28 ++++++++++-------
 tutorial_cases/bubble_column_20L/presteps.sh  |  5 +++
 tutorial_cases/bubble_column_20L/run.sh       |  5 +++
 tutorial_cases/loop_reactor_mixing/Allclean   | 29 ++++++++++-------
 .../loop_reactor_mixing/presteps.sh           |  5 +++
 tutorial_cases/loop_reactor_mixing/run.sh     |  5 +++
 tutorial_cases/loop_reactor_reacting/Allclean | 29 ++++++++++-------
 tutorial_cases/loop_reactor_reacting/run.sh   |  4 +++
 tutorial_cases/side_sparger/Allclean          | 30 +++++++++++-------
 tutorial_cases/side_sparger/run.sh            |  5 +++
 tutorial_cases/stirred_tank/Allclean          | 31 ++++++++++++-------
 tutorial_cases/stirred_tank/run.sh            |  5 +++
 20 files changed, 234 insertions(+), 67 deletions(-)
 create mode 100755 tutorial_cases/FlatPanel_250L_ASU/Allclean
 create mode 100755 tutorial_cases/airlift_40m/Allclean

diff --git a/tutorial_cases/FlatPanel_250L_ASU/Allclean b/tutorial_cases/FlatPanel_250L_ASU/Allclean
new file mode 100755
index 00000000..dc2f77db
--- /dev/null
+++ b/tutorial_cases/FlatPanel_250L_ASU/Allclean
@@ -0,0 +1,24 @@
+#!/bin/sh
+cd ${0%/*} || exit 1    # Run from this directory
+
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
+
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
+
+#------------------------------------------------------------------------------
diff --git a/tutorial_cases/FlatPanel_250L_ASU/presteps.sh b/tutorial_cases/FlatPanel_250L_ASU/presteps.sh
index 238ba587..d1a0cf4c 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/presteps.sh
+++ b/tutorial_cases/FlatPanel_250L_ASU/presteps.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 cp -r 0.orig 0
 m4 ./system/panel.m4 > ./system/blockMeshDict
 blockMesh
diff --git a/tutorial_cases/FlatPanel_250L_ASU/run.sh b/tutorial_cases/FlatPanel_250L_ASU/run.sh
index bef3c727..c48291e4 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/run.sh
+++ b/tutorial_cases/FlatPanel_250L_ASU/run.sh
@@ -1,2 +1,7 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 bash presteps.sh
 birdmultiphaseEulerFoam
diff --git a/tutorial_cases/airlift_40m/Allclean b/tutorial_cases/airlift_40m/Allclean
new file mode 100755
index 00000000..dc2f77db
--- /dev/null
+++ b/tutorial_cases/airlift_40m/Allclean
@@ -0,0 +1,24 @@
+#!/bin/sh
+cd ${0%/*} || exit 1    # Run from this directory
+
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
+
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
+
+#------------------------------------------------------------------------------
diff --git a/tutorial_cases/airlift_40m/presteps.sh b/tutorial_cases/airlift_40m/presteps.sh
index 06433b60..9e615bf8 100644
--- a/tutorial_cases/airlift_40m/presteps.sh
+++ b/tutorial_cases/airlift_40m/presteps.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 m4 system/conc_cylinder_mesh.m4 > system/blockMeshDict
 rm -rf 0
 cp -r 0.org 0
diff --git a/tutorial_cases/airlift_40m/run.sh b/tutorial_cases/airlift_40m/run.sh
index f79cc8d4..c48291e4 100644
--- a/tutorial_cases/airlift_40m/run.sh
+++ b/tutorial_cases/airlift_40m/run.sh
@@ -1,2 +1,7 @@
-. ./presteps.sh
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+bash presteps.sh
 birdmultiphaseEulerFoam
diff --git a/tutorial_cases/bdofoam_cases/nonreact/Allclean b/tutorial_cases/bdofoam_cases/nonreact/Allclean
index b44622ae..e9221067 100644
--- a/tutorial_cases/bdofoam_cases/nonreact/Allclean
+++ b/tutorial_cases/bdofoam_cases/nonreact/Allclean
@@ -1,11 +1,26 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
 
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+[ -d "fluentInterface" ] && rm -rf "rm -f fluentInterface"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 rm -f constant/polyMesh/boundary
-rm -rf fluentInterface
-cleanCase
 
-# ----------------------------------------------------------------- end-of-file
+#------------------------------------------------------------------------------
diff --git a/tutorial_cases/bdofoam_cases/react/Allclean b/tutorial_cases/bdofoam_cases/react/Allclean
index b44622ae..e9221067 100644
--- a/tutorial_cases/bdofoam_cases/react/Allclean
+++ b/tutorial_cases/bdofoam_cases/react/Allclean
@@ -1,11 +1,26 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
 
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+[ -d "fluentInterface" ] && rm -rf "rm -f fluentInterface"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 rm -f constant/polyMesh/boundary
-rm -rf fluentInterface
-cleanCase
 
-# ----------------------------------------------------------------- end-of-file
+#------------------------------------------------------------------------------
diff --git a/tutorial_cases/bubble_column_20L/Allclean b/tutorial_cases/bubble_column_20L/Allclean
index f55e0ec9..dc2f77db 100755
--- a/tutorial_cases/bubble_column_20L/Allclean
+++ b/tutorial_cases/bubble_column_20L/Allclean
@@ -1,18 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
 
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
+# Remove 0
+[ -d "0" ] && rm -rf 0
 
-#rm *.obj
-#rm *.stl
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 
 #------------------------------------------------------------------------------
diff --git a/tutorial_cases/bubble_column_20L/presteps.sh b/tutorial_cases/bubble_column_20L/presteps.sh
index 6b2d824f..99b8b62a 100755
--- a/tutorial_cases/bubble_column_20L/presteps.sh
+++ b/tutorial_cases/bubble_column_20L/presteps.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 # Clean case
 module load anaconda3/2023
 conda activate /projects/gas2fuels/conda_env/bird
diff --git a/tutorial_cases/bubble_column_20L/run.sh b/tutorial_cases/bubble_column_20L/run.sh
index 56d304e8..82d4b5e4 100755
--- a/tutorial_cases/bubble_column_20L/run.sh
+++ b/tutorial_cases/bubble_column_20L/run.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 # Clean case
 ./Allclean
 
diff --git a/tutorial_cases/loop_reactor_mixing/Allclean b/tutorial_cases/loop_reactor_mixing/Allclean
index 6c023512..dc2f77db 100755
--- a/tutorial_cases/loop_reactor_mixing/Allclean
+++ b/tutorial_cases/loop_reactor_mixing/Allclean
@@ -1,19 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
 
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
+# Remove 0
+[ -d "0" ] && rm -rf 0
 
-rm *.obj
-rm *.stl
-rm *.txt
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 
 #------------------------------------------------------------------------------
diff --git a/tutorial_cases/loop_reactor_mixing/presteps.sh b/tutorial_cases/loop_reactor_mixing/presteps.sh
index e111fe88..8ec4d15a 100644
--- a/tutorial_cases/loop_reactor_mixing/presteps.sh
+++ b/tutorial_cases/loop_reactor_mixing/presteps.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 # Clean case
 module load anaconda3/2023
 conda activate /projects/gas2fuels/conda_env/bird
diff --git a/tutorial_cases/loop_reactor_mixing/run.sh b/tutorial_cases/loop_reactor_mixing/run.sh
index c910f3c3..9864aaaf 100644
--- a/tutorial_cases/loop_reactor_mixing/run.sh
+++ b/tutorial_cases/loop_reactor_mixing/run.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 # Clean case
 #module load anaconda3/2023
 #conda activate /projects/gas2fuels/conda_env/bird
diff --git a/tutorial_cases/loop_reactor_reacting/Allclean b/tutorial_cases/loop_reactor_reacting/Allclean
index 371d82a8..dc2f77db 100755
--- a/tutorial_cases/loop_reactor_reacting/Allclean
+++ b/tutorial_cases/loop_reactor_reacting/Allclean
@@ -1,17 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
 
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
-rm *.obj
-rm *.stl
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 
 #------------------------------------------------------------------------------
diff --git a/tutorial_cases/loop_reactor_reacting/run.sh b/tutorial_cases/loop_reactor_reacting/run.sh
index b408d12f..54af60e0 100644
--- a/tutorial_cases/loop_reactor_reacting/run.sh
+++ b/tutorial_cases/loop_reactor_reacting/run.sh
@@ -1,3 +1,7 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
 
 # Clean case
 ./Allclean
diff --git a/tutorial_cases/side_sparger/Allclean b/tutorial_cases/side_sparger/Allclean
index b00a24a7..dc2f77db 100755
--- a/tutorial_cases/side_sparger/Allclean
+++ b/tutorial_cases/side_sparger/Allclean
@@ -1,16 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
+
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
-#rm system/blockMeshDict
-rm *.obj
 #------------------------------------------------------------------------------
diff --git a/tutorial_cases/side_sparger/run.sh b/tutorial_cases/side_sparger/run.sh
index 8f029538..9cd2e36e 100755
--- a/tutorial_cases/side_sparger/run.sh
+++ b/tutorial_cases/side_sparger/run.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"
diff --git a/tutorial_cases/stirred_tank/Allclean b/tutorial_cases/stirred_tank/Allclean
index e9225d17..dc2f77db 100755
--- a/tutorial_cases/stirred_tank/Allclean
+++ b/tutorial_cases/stirred_tank/Allclean
@@ -1,15 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
-
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
-rm system/blockMeshDict
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
+
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
+
 #------------------------------------------------------------------------------
diff --git a/tutorial_cases/stirred_tank/run.sh b/tutorial_cases/stirred_tank/run.sh
index 307e7b84..e2d95769 100644
--- a/tutorial_cases/stirred_tank/run.sh
+++ b/tutorial_cases/stirred_tank/run.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"

From 8e41c00aa83f26f94edcc9334d13c69ef93bb430 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 09:06:52 -0600
Subject: [PATCH 092/275] fail fast experimental cases

---
 experimental_cases/deckwer17/Allclean         | 31 ++++++++++++-------
 experimental_cases/deckwer17/run.sh           |  5 +++
 experimental_cases/deckwer19/Allclean         | 31 ++++++++++++-------
 experimental_cases/deckwer19/run.sh           |  5 +++
 .../bubble_column_pbe_20L/Allclean            | 28 ++++++++++-------
 .../bubble_column_pbe_20L/presteps.sh         |  5 +++
 .../bdofoam_cases/nonreact/Allclean           |  0
 tutorial_cases/bdofoam_cases/react/Allclean   |  0
 8 files changed, 72 insertions(+), 33 deletions(-)
 mode change 100644 => 100755 tutorial_cases/bdofoam_cases/nonreact/Allclean
 mode change 100644 => 100755 tutorial_cases/bdofoam_cases/react/Allclean

diff --git a/experimental_cases/deckwer17/Allclean b/experimental_cases/deckwer17/Allclean
index f4c6f3db..dc2f77db 100755
--- a/experimental_cases/deckwer17/Allclean
+++ b/experimental_cases/deckwer17/Allclean
@@ -1,15 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
-
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
-#rm system/blockMeshDict
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
+
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
+
 #------------------------------------------------------------------------------
diff --git a/experimental_cases/deckwer17/run.sh b/experimental_cases/deckwer17/run.sh
index 599e5a5b..4bb7ca5f 100755
--- a/experimental_cases/deckwer17/run.sh
+++ b/experimental_cases/deckwer17/run.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"
diff --git a/experimental_cases/deckwer19/Allclean b/experimental_cases/deckwer19/Allclean
index e9225d17..dc2f77db 100755
--- a/experimental_cases/deckwer19/Allclean
+++ b/experimental_cases/deckwer19/Allclean
@@ -1,15 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
-
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
-rm system/blockMeshDict
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
+
+# Remove 0
+[ -d "0" ] && rm -rf 0
+
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
+
 #------------------------------------------------------------------------------
diff --git a/experimental_cases/deckwer19/run.sh b/experimental_cases/deckwer19/run.sh
index 599e5a5b..4bb7ca5f 100755
--- a/experimental_cases/deckwer19/run.sh
+++ b/experimental_cases/deckwer19/run.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/Allclean b/experimental_cases/disengagement/bubble_column_pbe_20L/Allclean
index f55e0ec9..dc2f77db 100755
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/Allclean
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/Allclean
@@ -1,18 +1,24 @@
 #!/bin/sh
 cd ${0%/*} || exit 1    # Run from this directory
 
-# Source tutorial clean functions
-. $WM_PROJECT_DIR/bin/tools/CleanFunctions
+if [ -n "$WM_PROJECT_DIR" ]; then
+    . $WM_PROJECT_DIR/bin/tools/CleanFunctions
+    cleanCase
+else
+    echo "WARNING: could not run cleanCase, OpenFOAM env not found"
+fi
 
-# Remove surface, features and solution
-#rm -rf constant/extendedFeatureEdgeMesh > /dev/null 2>&1
-#rm -f constant/triSurface/*.eMesh > /dev/null 2>&1
-#rm -rf constant/polyMesh > /dev/null 2>&1
-#rm -rf processor* > /dev/null 2>&1
-rm -rf 0
-cleanCase
+# Remove 0
+[ -d "0" ] && rm -rf 0
 
-#rm *.obj
-#rm *.stl
+# rm -f constant/triSurface/*.eMesh
+# [ -d "constant/extendedFeatureEdgeMesh" ] && rm -rf "constant/extendedFeatureEdgeMesh"
+[ -d "constant/polyMesh" ] && rm -rf "constant/polyMesh"
+[ -d "dynamicCode" ] && rm -rf "dynamicCode"
+[ -d "processor*" ] && rm -rf "processor*"
+# rm -f constant/fvModels
+rm -f *.obj
+rm -f *.stl
+rm -f *.txt
 
 #------------------------------------------------------------------------------
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh b/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
index 63e1b33b..fc4e90f4 100755
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
@@ -1,3 +1,8 @@
+#!/bin/bash
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
 # Clean case
 module load conda
 conda activate bird
diff --git a/tutorial_cases/bdofoam_cases/nonreact/Allclean b/tutorial_cases/bdofoam_cases/nonreact/Allclean
old mode 100644
new mode 100755
diff --git a/tutorial_cases/bdofoam_cases/react/Allclean b/tutorial_cases/bdofoam_cases/react/Allclean
old mode 100644
new mode 100755

From e3f2ee9ff02f7eaa4221a4547c081a3767185d77 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 09:11:24 -0600
Subject: [PATCH 093/275] we do not use force sign anymore

---
 tutorial_cases/loop_reactor_mixing/presteps.sh | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tutorial_cases/loop_reactor_mixing/presteps.sh b/tutorial_cases/loop_reactor_mixing/presteps.sh
index 8ec4d15a..4a19534b 100644
--- a/tutorial_cases/loop_reactor_mixing/presteps.sh
+++ b/tutorial_cases/loop_reactor_mixing/presteps.sh
@@ -19,8 +19,8 @@ python /projects/gas2fuels/BioReactorDesign/applications/write_stl_patch.py -i s
 #python ../../../applications/write_stl_patch.py -i system/inlets_outlets.json
 
 # Generate mixers
-python /projects/gas2fuels/BioReactorDesign/applications/write_dynMix_fvModels_force_sign.py -i system/mixers.json -o constant
-#python ../../../applications/write_dynMix_fvModels_force_sign.py -i system/mixers.json -o constant
+python /projects/gas2fuels/BioReactorDesign/applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
+#python ../../../applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
 
 echo PRESTEP 2
 # Mesh gen

From 66f0c07b24fc417ae6ae85d0b9556dcfa93809c3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 09:51:51 -0600
Subject: [PATCH 094/275] add boiler plate post process doc

---
 .github/workflows/ci.yml            |  2 +-
 README.md                           | 15 +++++++++------
 docs/source/pythonInterface_tut.rst | 29 +++++++++++++++++++++++++++++
 docs/source/tutorials.rst           | 15 +++++++++++++--
 4 files changed, 52 insertions(+), 9 deletions(-)
 create mode 100644 docs/source/pythonInterface_tut.rst

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index e31cf77a..452df070 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -89,7 +89,7 @@ jobs:
       - name: Install dependencies
         run: |
           pip install --upgrade pip
-          pip install nrel-bird==0.0.26
+          pip install nrel-bird
           pip install pytest
       - name: Test
         run: pytest .
diff --git a/README.md b/README.md
index 6d8301d2..c28a1a3b 100644
--- a/README.md
+++ b/README.md
@@ -47,12 +47,15 @@ To cite BiRD, please use these articles on [CO2 interphase mass transfer](https:
 
 
 ```
-@article{hassanaly2025inverse,
-    title={Bayesian calibration of bubble size dynamics applied to \ce{CO2} gas fermenters},
-    author={Hassanaly, Malik and Parra-Alvarez, John M. and Rahimi, Mohammad J., Municchi, Federico and Sitaraman, Hariswaran},
-    journal={Chemical Engineering Research and Design},
-    year={2025},
-  }
+@article{hassanaly2025bayesian,
+  title={Bayesian calibration of bubble size dynamics applied to CO2 gas fermenters},
+  author={Hassanaly, Malik and Parra-Alvarez, John M and Rahimi, Mohammad J and Municchi, Federico and Sitaraman, Hariswaran},
+  journal={Chemical Engineering Research and Design},
+  volume={215},
+  pages={312--328},
+  year={2025},
+  publisher={Elsevier}
+}
 
 @article{rahimi2018computational,
   title={Computational fluid dynamics study of full-scale aerobic bioreactors: Evaluation of gas--liquid mass transfer, oxygen uptake, and dynamic oxygen distribution},
diff --git a/docs/source/pythonInterface_tut.rst b/docs/source/pythonInterface_tut.rst
new file mode 100644
index 00000000..d203b63d
--- /dev/null
+++ b/docs/source/pythonInterface_tut.rst
@@ -0,0 +1,29 @@
+Post processing with the python interface to OpenFOAM
+=====
+
+This tutorial demonstrates how to post process a case with the python interface to OpenFOAM provided in BiRD.
+
+Manipulate fields with python
+------------
+
+Plot conditional means
+------------
+
+
+Compute reactor properties
+------------
+
+
+Compute kLa with uncertainty estimates
+------------
+
+
+Perform early prediction
+------------
+
+
+
+ 
+
+
+
diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst
index 1d19efcf..b93bbbbf 100644
--- a/docs/source/tutorials.rst
+++ b/docs/source/tutorials.rst
@@ -7,9 +7,20 @@ Tutorials
 *********
 
 .. toctree::
-   :maxdepth: 3
-   :caption: Tutorials contents:
+   :maxdepth: 1
+   :caption: Bioreactor cases
 
    bubbleColumn.rst
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Post processing OpenFOAM cases
+
+   pythonInterface_tut.rst
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Inverse problem utilities
+
    calibration_normal_beta.rst
    calibration_bsd.rst

From 5b21d40a5ae824c3cf47e5816e032f60f9c6e466 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 10:19:43 -0600
Subject: [PATCH 095/275] replace conv2 with conv in the new read history
 scripts

---
 .../read_history.py                                           | 4 ++--
 tutorial_cases/loop_reactor_mixing/read_history.py            | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index 8d92ac65..4dd134d6 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -35,7 +35,7 @@
 case_path = "."
 dataFolder = args.data_folder
 
-if os.path.isfile(os.path.join(dataFolder, case_name, "conv2.npz")):
+if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
@@ -104,7 +104,7 @@
 os.makedirs(dataFolder, exist_ok=True)
 os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
 np.savez(
-    os.path.join(dataFolder, case_name, "conv2.npz"),
+    os.path.join(dataFolder, case_name, "conv.npz"),
     time=np.array(time_float_sorted),
     gh=gh_history,
     co2=co2_history,
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 8d92ac65..4dd134d6 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -35,7 +35,7 @@
 case_path = "."
 dataFolder = args.data_folder
 
-if os.path.isfile(os.path.join(dataFolder, case_name, "conv2.npz")):
+if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
@@ -104,7 +104,7 @@
 os.makedirs(dataFolder, exist_ok=True)
 os.makedirs(os.path.join(dataFolder, case_name), exist_ok=True)
 np.savez(
-    os.path.join(dataFolder, case_name, "conv2.npz"),
+    os.path.join(dataFolder, case_name, "conv.npz"),
     time=np.array(time_float_sorted),
     gh=gh_history,
     co2=co2_history,

From 77decd14f697de1f28f46d16c8860c328d220b3b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 10:35:59 -0600
Subject: [PATCH 096/275] do the trap after module load (seems like a lot of
 failure can happen there

---
 experimental_cases/deckwer17/run.sh                   |  9 +++++----
 .../disengagement/bubble_column_pbe_20L/presteps.sh   |  9 ++++++---
 tutorial_cases/FlatPanel_250L_ASU/run.sh              |  4 ----
 tutorial_cases/airlift_40m/run.sh                     |  4 ----
 tutorial_cases/bubble_column_20L/presteps.sh          | 11 +++++++----
 tutorial_cases/bubble_column_20L/run.sh               |  6 ++++--
 tutorial_cases/loop_reactor_mixing/presteps.sh        | 10 ++++++----
 tutorial_cases/loop_reactor_mixing/run.sh             |  9 +++++----
 tutorial_cases/loop_reactor_reacting/run.sh           |  6 ++++--
 tutorial_cases/side_sparger/run.sh                    |  9 +++++----
 tutorial_cases/stirred_tank/run.sh                    |  9 +++++----
 11 files changed, 47 insertions(+), 39 deletions(-)

diff --git a/experimental_cases/deckwer17/run.sh b/experimental_cases/deckwer17/run.sh
index 4bb7ca5f..7c667d34 100755
--- a/experimental_cases/deckwer17/run.sh
+++ b/experimental_cases/deckwer17/run.sh
@@ -1,8 +1,4 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
-
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"
@@ -11,6 +7,11 @@ else
     ./Allclean
 fi
 
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 if ! type "python" &> /dev/null; then
     echo "<python> could not be found"
     echo "Skipping Mesh generation"
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh b/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
index fc4e90f4..f7db7b17 100755
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
@@ -1,7 +1,4 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
 
 # Clean case
 module load conda
@@ -10,6 +7,12 @@ module load openfoam/9-craympich
 #source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 ./Allclean
 
+
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 BIRD_HOME="/home/fmunicch/BioReactorDesign/bird"
 
 
diff --git a/tutorial_cases/FlatPanel_250L_ASU/run.sh b/tutorial_cases/FlatPanel_250L_ASU/run.sh
index c48291e4..ea9ed020 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/run.sh
+++ b/tutorial_cases/FlatPanel_250L_ASU/run.sh
@@ -1,7 +1,3 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
-
 bash presteps.sh
 birdmultiphaseEulerFoam
diff --git a/tutorial_cases/airlift_40m/run.sh b/tutorial_cases/airlift_40m/run.sh
index c48291e4..ea9ed020 100644
--- a/tutorial_cases/airlift_40m/run.sh
+++ b/tutorial_cases/airlift_40m/run.sh
@@ -1,7 +1,3 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
-
 bash presteps.sh
 birdmultiphaseEulerFoam
diff --git a/tutorial_cases/bubble_column_20L/presteps.sh b/tutorial_cases/bubble_column_20L/presteps.sh
index 99b8b62a..1ac2a84c 100755
--- a/tutorial_cases/bubble_column_20L/presteps.sh
+++ b/tutorial_cases/bubble_column_20L/presteps.sh
@@ -1,14 +1,17 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
 
 # Clean case
-module load anaconda3/2023
+module load conda
 conda activate /projects/gas2fuels/conda_env/bird
 source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 ./Allclean
 
+
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
 
 
diff --git a/tutorial_cases/bubble_column_20L/run.sh b/tutorial_cases/bubble_column_20L/run.sh
index 82d4b5e4..4a76e6ad 100755
--- a/tutorial_cases/bubble_column_20L/run.sh
+++ b/tutorial_cases/bubble_column_20L/run.sh
@@ -1,10 +1,12 @@
 #!/bin/bash
+
+# Clean case
+./Allclean
+
 set -e  # Exit on any error
 # Define what to do on error
 trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
 
-# Clean case
-./Allclean
 
 echo PRESTEP 1
 # Generate blockmeshDict
diff --git a/tutorial_cases/loop_reactor_mixing/presteps.sh b/tutorial_cases/loop_reactor_mixing/presteps.sh
index 4a19534b..fde6546f 100644
--- a/tutorial_cases/loop_reactor_mixing/presteps.sh
+++ b/tutorial_cases/loop_reactor_mixing/presteps.sh
@@ -1,14 +1,16 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
 
 # Clean case
-module load anaconda3/2023
+module load conda
 conda activate /projects/gas2fuels/conda_env/bird
 source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 ./Allclean
 
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 echo PRESTEP 1
 # Generate blockmeshDict
 python /projects/gas2fuels/BioReactorDesign/applications/write_block_rect_mesh.py -i system/mesh.json -o system
diff --git a/tutorial_cases/loop_reactor_mixing/run.sh b/tutorial_cases/loop_reactor_mixing/run.sh
index 9864aaaf..19458495 100644
--- a/tutorial_cases/loop_reactor_mixing/run.sh
+++ b/tutorial_cases/loop_reactor_mixing/run.sh
@@ -1,14 +1,15 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
-
 # Clean case
 #module load anaconda3/2023
 #conda activate /projects/gas2fuels/conda_env/bird
 #source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc
 ./Allclean
 
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 echo PRESTEP 1
 # Generate blockmeshDict
 python ../../applications/write_block_rect_mesh.py -i system/mesh.json -o system
diff --git a/tutorial_cases/loop_reactor_reacting/run.sh b/tutorial_cases/loop_reactor_reacting/run.sh
index 54af60e0..1749dd3f 100644
--- a/tutorial_cases/loop_reactor_reacting/run.sh
+++ b/tutorial_cases/loop_reactor_reacting/run.sh
@@ -1,10 +1,12 @@
 #!/bin/bash
+
+# Clean case
+./Allclean
+
 set -e  # Exit on any error
 # Define what to do on error
 trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
 
-# Clean case
-./Allclean
 
 # Generate blockmeshDict
 python ../../applications/write_block_rect_mesh.py -i system/mesh.json -o system
diff --git a/tutorial_cases/side_sparger/run.sh b/tutorial_cases/side_sparger/run.sh
index 9cd2e36e..b88b1c3d 100755
--- a/tutorial_cases/side_sparger/run.sh
+++ b/tutorial_cases/side_sparger/run.sh
@@ -1,8 +1,4 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
-
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"
@@ -11,6 +7,11 @@ else
     ./Allclean
 fi
 
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 if ! type "python" &> /dev/null; then
     echo "<python> could not be found"
     echo "Skipping Mesh generation"
diff --git a/tutorial_cases/stirred_tank/run.sh b/tutorial_cases/stirred_tank/run.sh
index e2d95769..6e4b240b 100644
--- a/tutorial_cases/stirred_tank/run.sh
+++ b/tutorial_cases/stirred_tank/run.sh
@@ -1,8 +1,4 @@
 #!/bin/bash
-set -e  # Exit on any error
-# Define what to do on error
-trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
-
 if ! type "blockMesh" &> /dev/null; then
     echo "<blockMesh> could not be found"
     echo "OpenFoam is likely not installed, skipping run"
@@ -11,6 +7,11 @@ else
     ./Allclean
 fi
 
+set -e  # Exit on any error
+# Define what to do on error
+trap 'echo "ERROR: Something failed! Running cleanup..."; ./Allclean' ERR
+
+
 if ! type "python" &> /dev/null; then
     echo "<python> could not be found"
     echo "Skipping Mesh generation"

From e9beae01f407df75653f6cda257a4121d9ea22ca Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 13:43:43 -0600
Subject: [PATCH 097/275] setup logger and init it once

---
 bird/__init__.py       |  4 ++++
 bird/logging_config.py | 34 ++++++++++++++++++++++++++++++++++
 2 files changed, 38 insertions(+)
 create mode 100644 bird/logging_config.py

diff --git a/bird/__init__.py b/bird/__init__.py
index 6eb11de8..3835ca6e 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -37,3 +37,7 @@
 BIRD_KLA_DATA_DIR = os.path.join(BIRD_POST_DIR, "data_kla")
 BIRD_CASE_GEN_DATA_DIR = os.path.join(BIRD_PRE_DIR, "data_case_gen")
 BIRD_INV_DIR = os.path.join(BIRD_DIR, "inverse_modeling")
+
+from bird.logging_config import setup_logging
+
+setup_logging(level="INFO")
diff --git a/bird/logging_config.py b/bird/logging_config.py
new file mode 100644
index 00000000..89cabf90
--- /dev/null
+++ b/bird/logging_config.py
@@ -0,0 +1,34 @@
+import logging
+from pathlib import Path
+
+
+class ConditionalFormatter(logging.Formatter):
+    def format(self, record):
+        """Change how to log if it is an INFO or a WARNING/ERROR"""
+        if record.levelno >= logging.WARNING:
+            self._style._fmt = (
+                "%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+            )
+        else:
+            self._style._fmt = "%(asctime)s [%(levelname)s] bird: %(message)s"
+        return super().format(record)
+
+
+def setup_logging(logfile: str | None = None, level=logging.INFO):
+    """Setup logging"""
+
+    logger = logging.getLogger()
+    logger.setLevel(level)
+
+    formatter = ConditionalFormatter()
+
+    # Console handler
+    ch = logging.StreamHandler()
+    ch.setFormatter(formatter)
+    logger.addHandler(ch)
+
+    # Optional file handler
+    if logfile:
+        fh = logging.FileHandler(Path(logfile))
+        fh.setFormatter(formatter)
+        logger.addHandler(fh)

From 72c7c73109da01d96f403833f5a9fd1c882b516c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 13:44:41 -0600
Subject: [PATCH 098/275] get rid of verbose argument when just used for
 printing

---
 bird/utilities/folderManagement.py |  8 ++++++--
 bird/utilities/label_plot.py       |  6 +++++-
 bird/utilities/mathtools.py        | 11 ++++++++---
 bird/utilities/ofio.py             | 16 +++++++---------
 4 files changed, 26 insertions(+), 15 deletions(-)

diff --git a/bird/utilities/folderManagement.py b/bird/utilities/folderManagement.py
index 380a1497..38adf933 100644
--- a/bird/utilities/folderManagement.py
+++ b/bird/utilities/folderManagement.py
@@ -1,6 +1,9 @@
+import logging
 import os
 import re
 
+logger = logging.getLogger(__name__)
+
 
 def makeRecursiveFolder(path):
     folder_list = path.split("/")
@@ -22,8 +25,9 @@ def getManyFolders(rootFolder, prefix="flat_donut"):
     for entry in fold_tmp:
         num = re.findall(r"\d+", entry)
         if len(num) > 1:
-            print(f"WARNING: Cannot find num of folder {entry}.")
-            print("Do not trust the spearman stat")
+            msg = f"Cannot find num of folder {entry}."
+            msg += "\nDo not trust the spearman stat"
+            logger.warning(msg)
         else:
             fold_num.append(int(num[0]))
 
diff --git a/bird/utilities/label_plot.py b/bird/utilities/label_plot.py
index f19012ed..17e50ceb 100644
--- a/bird/utilities/label_plot.py
+++ b/bird/utilities/label_plot.py
@@ -1,5 +1,9 @@
+import logging
+
 from prettyPlot.plotting import plt, pretty_labels, pretty_legend
 
+logger = logging.getLogger(__name__)
+
 
 def label_conv(input_string):
     if input_string.lower() == "width":
@@ -52,5 +56,5 @@ def label_conv(input_string):
     elif input_string.lower() == "gh_height":
         return "Height-based gas holdup"
     else:
-        print(input_string)
+        logger.info(input_string)
         return input_string
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index e75cfec3..8d9bd017 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -1,13 +1,18 @@
+import logging
+
 import numpy as np
 
+logger = logging.getLogger(__name__)
+
 
 def conditionalAverage(x, y, nbin):
     try:
         assert len(x) == len(y)
     except AssertionError:
-        print("conditional average x and y have different dimension")
-        print("dim x = ", len(x))
-        print("dim y = ", len(y))
+        error_msg = "conditional average x and y have different dimension"
+        error_msg += f"\ndim x =  {len(x)}"
+        error_msg += f"\ndim y =  {len(y)}"
+        logger.error(error_msg)
         sys.exit()
     # Bin conditional space
     mag = np.amax(x) - np.amin(x)
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 59ee0d46..fd2f1aaf 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1,9 +1,12 @@
+import logging
 import os
 import re
 import sys
 
 import numpy as np
 
+logger = logging.getLogger(__name__)
+
 
 def readMesh(filename: str) -> np.ndarray:
     """
@@ -253,7 +256,7 @@ def readOFScal(
         try:
             field = np.loadtxt(filename, skiprows=n_header, max_rows=n_cells)
         except Exception as err:
-            print(f"Issue when reading {filename}")
+            logger.error(f"Issue when reading {filename}")
             print(err)
             sys.exit()
 
@@ -348,7 +351,7 @@ def readOFVec(
             field = np.array(field).astype(float)
 
         except Exception as err:
-            print(f"Issue when reading {filename}")
+            logger.error(f"Issue when reading {filename}")
             print(err)
             sys.exit()
 
@@ -450,9 +453,7 @@ def readSizeGroups(file):
     return sizeGroup, binGroup
 
 
-def getCaseTimes(
-    casePath: str, remove_zero: bool = False, verbose: bool = True
-) -> tuple:
+def getCaseTimes(casePath: str, remove_zero: bool = False) -> tuple:
     """
     Get list of all time folders from an OpenFOAM case
 
@@ -462,8 +463,6 @@ def getCaseTimes(
         Path to case folder
     remove_zero : bool
         Whether to remove zero from the time folder list
-    verbose : bool
-        Whether to print what time folders are included
 
     returns
     ----------
@@ -483,8 +482,7 @@ def getCaseTimes(
                 if abs(a) < 1e-12:
                     _ = times_tmp.pop(i)
         except ValueError:
-            if verbose:
-                print(f"{entry} not a time folder, removing")
+            logger.debug(f"{entry} not a time folder, removing")
             a = times_tmp.pop(i)
             # print('removed ', a)
     time_float = [float(entry) for entry in times_tmp]

From 5bb13af246930c9f5ffd9fbc53fb63db292257b4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 13:45:38 -0600
Subject: [PATCH 099/275] get rid of verbose argument when possible

---
 bird/preprocess/dynamic_mixer/mixer.py        |  8 +++--
 .../inhomogeneousBC/util/fromMomtoPdf.py      | 35 +++++++++----------
 bird/preprocess/stl_patch/stl_bc.py           |  7 ++--
 bird/preprocess/stl_patch/stl_mesh.py         | 12 ++++---
 bird/preprocess/stl_patch/stl_shapes.py       | 17 +++++----
 5 files changed, 46 insertions(+), 33 deletions(-)

diff --git a/bird/preprocess/dynamic_mixer/mixer.py b/bird/preprocess/dynamic_mixer/mixer.py
index 1cc9b8b5..bb959f80 100644
--- a/bird/preprocess/dynamic_mixer/mixer.py
+++ b/bird/preprocess/dynamic_mixer/mixer.py
@@ -1,5 +1,9 @@
+import logging
+
 import numpy as np
 
+logger = logging.getLogger(__name__)
+
 
 class Mixer:
     def __init__(self):
@@ -80,7 +84,7 @@ def check_status(self, blocks=None):
         ):
             self.ready = False
         else:
-            print(
+            logger.info(
                 f"\n\tpos({self.x:.2g}, {self.y:.2g}, {self.z:.2g})"
                 + f"\n\tnormal_dir {self.normal_dir}"
                 + f"\n\trad {self.rad:.2g}"
@@ -90,6 +94,6 @@ def check_status(self, blocks=None):
                 + f"\n\tstart_time {self.start_time:.2g}"
             )
             if blocks is not None:
-                print(f"\tbranch = {blocks}")
+                logger.info(f"\tbranch = {blocks}")
 
             self.ready = True
diff --git a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
index b1c2bddb..b6ed1a15 100644
--- a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
+++ b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
@@ -1,8 +1,11 @@
+import logging
 import sys
 
 import numpy as np
 from scipy.optimize import minimize
 
+logger = logging.getLogger(__name__)
+
 
 def bounded_constraint(x):
     xend = 1 - np.sum(x)
@@ -64,16 +67,16 @@ def opt(meanTar, stdTar, diam):
     return res
 
 
-def get_f_vals(meanTar, stdTar, diam, verb=True):
+def get_f_vals(meanTar, stdTar, diam):
     if meanTar < np.amin(diam) or meanTar > np.amax(diam):
-        sys.exit(
-            f"ERROR: mean target {meanTar} out of bounds [{np.amin(diam)}, {np.amax(diam)}]"
+        logger.error(
+            f"mean target {meanTar} out of bounds [{np.amin(diam)}, {np.amax(diam)}]"
         )
+        sys.exit()
     tol = 10
     irep = 0
     while tol > 0.01:
-        if verb:
-            print(f"Rep = {irep}, tol={tol}")
+        logger.debug(f"Rep = {irep}, tol={tol}")
         res = opt(meanTar, stdTar, diam)
         x = np.zeros(len(res.x) + 1)
         x[:-1] = res.x
@@ -89,21 +92,17 @@ def get_f_vals(meanTar, stdTar, diam, verb=True):
         )
         irep += 1
         if irep > 100:
-            sys.exit(
-                "ERROR: optimization fail, typically occurs because the population balance domain is too tight"
+            logger.error(
+                "optimization fail, typically occurs because the population balance domain is too tight"
             )
 
-    if verb:
-        print("meanTar = ", meanTar)
-        print("stdTar = ", stdTar)
-        print("x = ", x)
-        print("mean = ", np.sum(x * diam))
-        print(
-            "std = ",
-            np.sqrt(
-                np.sum(np.clip(x, a_min=0, a_max=None) * (diam - meanTar) ** 2)
-            ),
-        )
+    logger.debug(f"meanTar = {meanTar}")
+    logger.debug(f"stdTar = {stdTar}")
+    logger.debug(f"x = {x}")
+    logger.debug(f"mean = {np.sum(x * diam)}")
+    logger.debug(
+        f"std = {np.sqrt(np.sum(np.clip(x, a_min=0, a_max=None) * (diam - meanTar) ** 2))}"
+    )
     return x
 
 
diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index a14584fa..066eab6d 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -1,4 +1,5 @@
 import json
+import logging
 import sys
 
 import numpy as np
@@ -7,6 +8,8 @@
 from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.stl_patch.stl_shapes import *
 
+logger = logging.getLogger(__name__)
+
 
 def check_input(input_dict):
     assert isinstance(input_dict, dict)
@@ -41,9 +44,9 @@ def write_boundaries(input_dict):
     check_input(input_dict)
     for boundary_name in input_dict.keys():
         if not boundary_name == "Geometry":
-            print(f"Making {boundary_name}")
+            logger.info(f"Making {boundary_name}")
             boundary_mesh = get_all_vert_faces(input_dict, boundary_name)
-            print(f"\tArea {boundary_mesh.area} m2")
+            logger.info(f"\tArea {boundary_mesh.area} m2")
             boundary_mesh.save(f"{boundary_name}.stl")
 
 
diff --git a/bird/preprocess/stl_patch/stl_mesh.py b/bird/preprocess/stl_patch/stl_mesh.py
index 7a568c1c..a66cd86e 100644
--- a/bird/preprocess/stl_patch/stl_mesh.py
+++ b/bird/preprocess/stl_patch/stl_mesh.py
@@ -1,7 +1,11 @@
+import logging
+
 import numpy as np
 import stl
 from scipy.spatial import Delaunay
 
+logger = logging.getLogger(__name__)
+
 
 class STLMesh:
     def __init__(
@@ -59,20 +63,20 @@ def update(self):
             and not self.status["normal_dir"]
             and self.status["planar"]
         ):
-            print("\t\tUpdating normal_dir to")
+            logger.debug("\t\tUpdating normal_dir to")
             for i in range(3):
                 A = np.where(self.vertices[:, i] == self.vertices[0, i])[0]
                 if len(A) == self.vertices.shape[0]:
                     self.normal_dir = i
                     self.status["normal_dir"] = True
-                    print(f"\t\t\t{i}")
+                    logger.debug(f"\t\t\t{i}")
                     break
         if (
             self.status["vertices"]
             and not self.status["faces"]
             and self.status["planar"]
         ):
-            print("\t\tUpdating faces")
+            logger.debug("\t\tUpdating faces")
             points = np.zeros((self.vertices.shape[0], 2))
             count = 0
             for i in range(3):
@@ -84,7 +88,7 @@ def update(self):
             self.status["faces"] = True
 
         if self.status["vertices"] and self.status["faces"]:
-            print("\t\tUpdating area")
+            logger.debug("\t\tUpdating area")
             self.calc_area()
             self.status["area"] = True
 
diff --git a/bird/preprocess/stl_patch/stl_shapes.py b/bird/preprocess/stl_patch/stl_shapes.py
index e9cc1fec..3a6c0a0b 100644
--- a/bird/preprocess/stl_patch/stl_shapes.py
+++ b/bird/preprocess/stl_patch/stl_shapes.py
@@ -1,4 +1,5 @@
 import json
+import logging
 import sys
 
 import numpy as np
@@ -6,9 +7,11 @@
 from bird.meshing.block_rect_mesh import from_block_rect_to_seg
 from bird.preprocess.stl_patch.stl_mesh import STLMesh
 
+logger = logging.getLogger(__name__)
+
 
 def make_polygon(rad, nvert, center, normal_dir):
-    print(
+    logger.debug(
         f"\tMaking polygon at ({center[0]:.4g}, {center[1]:.4g}, {center[2]:.4g})"
     )
     theta = 2 * np.pi / nvert
@@ -26,7 +29,7 @@ def make_polygon(rad, nvert, center, normal_dir):
 
 
 def make_rectangle(w, h, center, normal_dir):
-    print(
+    logger.debug(
         f"\tMaking rectangle at ({center[0]:.4g}, {center[1]:.4g}, {center[2]:.4g})"
     )
     # Define vertices
@@ -49,7 +52,7 @@ def make_rectangle(w, h, center, normal_dir):
 
 
 def make_circle(radius, center, normal_dir, npts=3):
-    print(
+    logger.debug(
         f"\tMaking circle at ({center[0]:.4g}, {center[1]:.4g}, {center[2]:.4g})"
     )
     vertices = np.zeros((npts + 1, 3))
@@ -69,8 +72,7 @@ def make_circle(radius, center, normal_dir, npts=3):
 def make_spider(centerRad, nArms, widthArms, lengthArms, center, normal_dir):
     globalArea = 0
     if nArms < 2:
-        print("ERROR: nArms must be >= 2")
-        print(f"Got nArms = {nArms}")
+        logger.error(f"nArms ({nArms}) must be >= 2")
         sys.exit()
     if nArms == 2:
         nVertPol = 4
@@ -82,8 +84,9 @@ def make_spider(centerRad, nArms, widthArms, lengthArms, center, normal_dir):
     vertices = center_mesh.vertices
     maxWidth = np.linalg.norm((vertices[1, :] - vertices[0, :]))
     if widthArms > maxWidth:
-        print("ERROR: arm width will make arms overlap")
-        print("Either increase center radius or reduce arm width")
+        error_msg = "arm width will make arms overlap"
+        error_msg += "\nEither increase center radius or reduce arm width"
+        logger.error(error_msg)
         sys.exit()
 
     arm_mesh_list = []

From 50bd7b4c283ca4b92639807f7ccac25099fdc105 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 13:47:01 -0600
Subject: [PATCH 100/275] use logger and exception when possible

---
 bird/calibration/param_nn.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/bird/calibration/param_nn.py b/bird/calibration/param_nn.py
index e6622cfd..4b869149 100644
--- a/bird/calibration/param_nn.py
+++ b/bird/calibration/param_nn.py
@@ -1,4 +1,5 @@
 import argparse
+import logging
 import os
 import sys
 import time
@@ -13,6 +14,8 @@
 from sklearn.preprocessing import MinMaxScaler, StandardScaler
 from tensorflow.keras import initializers, layers, optimizers, regularizers
 
+logger = logging.getLogger(__name__)
+
 
 def flexible_activation(x, activation):
     if activation is None:
@@ -36,7 +39,7 @@ def flexible_activation(x, activation):
     elif activation.lower() == "leakyrelu":
         out = layers.LeakyReLU()(x)
     else:
-        sys.exit(f"ERROR: unknown activation {activation}")
+        raise NotImplementedError(f"unknown activation {activation}")
     return out
 
 
@@ -185,7 +188,7 @@ def train(
         gradient_threshold=None,
     ):
         if gradient_threshold is not None:
-            print(f"INFO: clipping gradients at {gradient_threshold:.2g}")
+            logger.info("clipping gradients at {gradient_threshold:.2g}")
         # Make sure the control file for learning rate is consistent with main.py, at least at first
         self.prepareLog()
         bestLoss = None

From e865ee3b82f331bae67cc8309d2f2a9a25203996 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 13:47:48 -0600
Subject: [PATCH 101/275] use logger warning and info instead of doing it by
 hand

---
 bird/meshing/_mesh_tools.py       | 31 ++++++++++++++++---------------
 bird/meshing/block_cyl_mesh.py    | 20 +++++++++++---------
 bird/meshing/stirred_tank_mesh.py |  3 ---
 3 files changed, 27 insertions(+), 27 deletions(-)

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index 4d6044f8..c437744d 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -1,4 +1,5 @@
 import json
+import logging
 import os
 import sys
 from pathlib import Path
@@ -6,6 +7,8 @@
 import numpy as np
 from ruamel.yaml import YAML
 
+logger = logging.getLogger(__name__)
+
 
 def parseJsonFile(input_filename):
     with open(input_filename) as f:
@@ -110,10 +113,8 @@ def bissection(val, stretch_fun, N1):
     resultmin = stretch_fun(Gmin, N1) - val
     resultmax = stretch_fun(Gmax, N1) - val
     if resultmin * resultmax > 0:
-        print(
-            "Error,the initial bounds of grading do not encompass the solution"
-        )
-        # stop
+        logger.error("Initial bounds of grading do not encompass the solution")
+        sys.exit()
 
     for i in range(1000):
         Gmid = 0.5 * (Gmax + Gmin)
@@ -227,8 +228,8 @@ def verticalCoarsening(
                         length / deltaE, stretch_fun, NVert[ind]
                     )
                 if iterate:
-                    print(
-                        f"WARNING: reduced NVert[{ind}] from {origNVert} to {NVert[ind]}"
+                    logger.warning(
+                        f"reduced NVert[{ind}] from {origNVert} to {NVert[ind]}"
                     )
                 block_cell_minus_length[ind] = deltaE
                 block_cell_plus_length[ind] = deltaE * gradVert[ind]
@@ -250,8 +251,8 @@ def verticalCoarsening(
                         length / deltaE, stretch_fun, NVert[ind]
                     )
                 if iterate:
-                    print(
-                        f"WARNING: reduced NVert[{ind}] from {origNVert} to {NVert[ind]}"
+                    logger.warning(
+                        f"reduced NVert[{ind}] from {origNVert} to {NVert[ind]}"
                     )
                 block_cell_minus_length[ind] = deltaE / gradVert[ind]
                 block_cell_plus_length[ind] = deltaE
@@ -341,8 +342,8 @@ def radialCoarsening(
                         length / deltaE, stretch_fun, NR[ind]
                     )
                 if iterate:
-                    print(
-                        f"WARNING: reduced NR[{ind}] from {origNR} to {NR[ind]}"
+                    logger.warning(
+                        f"reduced NR[{ind}] from {origNR} to {NR[ind]}"
                     )
                 block_cell_minus_length[ind] = deltaE
                 block_cell_plus_length[ind] = deltaE * gradR[ind]
@@ -359,8 +360,8 @@ def radialCoarsening(
                         length / deltaE, stretch_fun, NR[ind]
                     )
                 if iterate:
-                    print(
-                        f"WARNING: reduced NR[{ind}] from {origNR} to {NR[ind]}"
+                    logger.warning(
+                        f"reduced NR[{ind}] from {origNR} to {NR[ind]}"
                     )
                 block_cell_minus_length[ind] = deltaE / gradR[ind]
                 block_cell_plus_length[ind] = deltaE
@@ -384,9 +385,9 @@ def radialCoarsening(
     #    if (gradR[last_R] > 2 or gradR[last_R] < 0.5) and abs(
     #        ratio - 1
     #    ) <= 1e-12:
-    #        print(
-    #            "WARNING: radial smoothing had to be used because your mesh is very coarse"
+    #        logger.warning(
+    #            "radial smoothing had to be used because your mesh is very coarse"
     #        )
-    #        print("\tIncrease NS in input file to avoid this warning")
+    #        logger.warning("\tIncrease NS in input file to avoid this warning")
 
     return NR, gradR, minCell, maxCell
diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index 6a16be65..2760b2c6 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -1,3 +1,4 @@
+import logging
 import os
 import sys
 
@@ -5,6 +6,8 @@
 
 from bird.meshing._mesh_tools import *
 
+logger = logging.getLogger(__name__)
+
 
 def assemble_geom(input_file, topo_file):
     # inpt = parseJsonFile(input_file)
@@ -106,7 +109,6 @@ def assemble_mesh(input_file, geomDict):
                 ),
                 1,
             )
-    # print(NR)
     NS = [NR[0] * 2]
     # Now figure out grading of each block
     for ir in range(len(R)):
@@ -189,14 +191,14 @@ def assemble_mesh(input_file, geomDict):
         minCellR = np.amin(block_cell_length)
         maxCellR = np.amax(block_cell_length)
 
-    print("Vertical mesh:")
-    print(f"\tTotal NVert {sum(NVert)}")
-    print(f"\tNVert {NVert}")
-    print(f"\tsize min {minCellVert:.2f}mm max {maxCellVert:.2f}mm")
-    print("Radial mesh:")
-    print(f"\tTotal NR {sum(NR)}")
-    print(f"\tNR {NR}")
-    print(f"\tsize min {minCellR:.2f}mm max {maxCellR:.2f}mm")
+    logger.info("Vertical mesh:")
+    logger.info(f"\tTotal NVert {sum(NVert)}")
+    logger.info(f"\tNVert {NVert}")
+    logger.info(f"\tsize min {minCellVert:.2f}mm max {maxCellVert:.2f}mm")
+    logger.info("Radial mesh:")
+    logger.info(f"\tTotal NR {sum(NR)}")
+    logger.info(f"\tNR {NR}")
+    logger.info(f"\tsize min {minCellR:.2f}mm max {maxCellR:.2f}mm")
 
     return {
         "NR": NR,
diff --git a/bird/meshing/stirred_tank_mesh.py b/bird/meshing/stirred_tank_mesh.py
index 5b9a30b8..ba67b779 100644
--- a/bird/meshing/stirred_tank_mesh.py
+++ b/bird/meshing/stirred_tank_mesh.py
@@ -314,9 +314,6 @@ def write_blocks(outfile, react):
 
     outfile.write(");\n")
 
-    # print "meshz:",meshz
-    # print "meshr:",meshr
-
 
 def write_patches(outfile, react):
     inhub_ci = react.inhub_circ

From fabda0dc2f82f51e94b15c2be8fc60a284b4629b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 15 Jul 2025 13:48:36 -0600
Subject: [PATCH 102/275] get rid of verbose parameter and use more f strings

---
 .../get_optimal_with_constraint.py            |  7 ++++--
 bird/postprocess/SA_optimization/surrogate.py |  5 +++-
 bird/postprocess/conditional_mean.py          | 11 +++++----
 bird/postprocess/early_pred.py                |  7 ++++--
 bird/postprocess/kla_utils.py                 | 24 ++++++++++++-------
 bird/postprocess/post_quantities.py           | 15 +++++-------
 6 files changed, 42 insertions(+), 27 deletions(-)

diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
index b4ec9b52..b9a28af1 100644
--- a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -1,3 +1,4 @@
+import logging
 import os
 import random
 
@@ -14,6 +15,8 @@
     tune_rf,
 )
 
+logger = logging.getLogger(__name__)
+
 
 def simulated_annealing_surrogate(
     surrogate: Surrogate_wrapper,
@@ -201,8 +204,8 @@ def run_optimization(
         index=False,
     )
 
-    print("X = ", x_best)
-    print("surrogate-predicted y", y_best)
+    logger.info(f"X = {x_best}")
+    logger.info(f"surrogate-predicted y = {y_best}")
 
     # Make the mean-CI plot for the objective function and save it
     mean_trace = np.mean(-1 * all_traces, axis=0)
diff --git a/bird/postprocess/SA_optimization/surrogate.py b/bird/postprocess/SA_optimization/surrogate.py
index 1dfec6f9..0c670352 100644
--- a/bird/postprocess/SA_optimization/surrogate.py
+++ b/bird/postprocess/SA_optimization/surrogate.py
@@ -14,6 +14,9 @@
 from tensorflow.keras.models import Sequential
 
 warnings.filterwarnings("ignore")
+import logging
+
+logger = logging.getLogger(__name__)
 
 
 def check_data_shape(X: np.ndarray, y: np.ndarray) -> None:
@@ -38,7 +41,7 @@ def check_data_shape(X: np.ndarray, y: np.ndarray) -> None:
     assert len(y.shape) == 2
     # only 1 QoI
     assert y.shape[1] == 1
-    print(f"INFO: {X.shape[0]} sim with {X.shape[1]} design variables")
+    logger.info(f"{X.shape[0]} sim with {X.shape[1]} design variables")
 
 
 def tune_rbf(X: np.ndarray, y: np.ndarray) -> dict:
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 5f246b66..39edbccb 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -1,3 +1,4 @@
+import logging
 import os
 import pickle
 
@@ -7,6 +8,8 @@
 from bird.utilities.mathtools import *
 from bird.utilities.ofio import *
 
+logger = logging.getLogger(__name__)
+
 
 def compute_cond_mean(
     case_path,
@@ -32,11 +35,11 @@ def compute_cond_mean(
         fields_cond[name] = {}
         fields_cond_tmp[name] = {}
 
-    print(f"Case : {case_path}")
+    logger.info(f"Case : {case_path}")
 
     for i_ave in range(window_ave):
         time_folder = time_str_sorted[-i_ave - 1]
-        print(f"\tReading Time : {time_folder}")
+        logger.debug(f"\tReading Time : {time_folder}")
         field_file = []
         for field_name in field_name_list:
             field_file.append(os.path.join(case_path, time_folder, field_name))
@@ -71,8 +74,8 @@ def sequencePlot(
     if not len(case_names) == len(folder_names):
         case_names = [f"test{i}" for i in range(len(folder_names))]
     if len(case_names) > len(symbList):
-        print(
-            f"ERROR: too many cases ({len(case_names)}), reduce number of case to {len(symbList)} or add symbols"
+        logger.error(
+            f"too many cases ({len(case_names)}), reduce number of case to {len(symbList)} or add symbols"
         )
         sys.exit()
     for ic, (case_name, folder_name) in enumerate(
diff --git a/bird/postprocess/early_pred.py b/bird/postprocess/early_pred.py
index 0dae2d44..c27a2139 100644
--- a/bird/postprocess/early_pred.py
+++ b/bird/postprocess/early_pred.py
@@ -1,3 +1,4 @@
+import logging
 import os
 
 import corner
@@ -10,6 +11,8 @@
 from prettyPlot.plotting import *
 from scipy.optimize import curve_fit
 
+logger = logging.getLogger(__name__)
+
 
 def plotAllEarly(data_dict, color_files=None, chop=False, extrap=False):
     fig = plt.figure()
@@ -95,7 +98,7 @@ def multi_data_load(data_root, tmax=600, data_files=None, color_files=None):
         increase_ind = increase_ind_arr[
             np.argwhere(data_dict[datf]["t"][increase_ind_arr] > 10)[0][0]
         ][0]
-        print(
+        logger.info(
             f"data {datf} first time {data_dict[datf]['t'][increase_ind]:.2f}"
         )
         data_dict[datf]["lim"] = increase_ind
@@ -135,7 +138,7 @@ def fit_and_ext(
             bounds=bounds,
         )
         data_dict[datf]["yextrap"] = func(data_dict[datf]["textrap"], *popt)
-        print(f"data {datf} coeff {popt}")
+        logger.info(f"data {datf} coeff {popt}")
         lim_ind = data_dict[datf]["lim"]
         data_dict[datf]["textrap"] += data_dict[datf]["t"][lim_ind]
         data_dict[datf]["yextrap"] += data_dict[datf]["y"][lim_ind]
diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index d5d69573..e8098e33 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -1,3 +1,5 @@
+import logging
+
 import corner
 import jax.numpy as jnp
 import jax.random as random
@@ -7,6 +9,8 @@
 from numpyro.infer import MCMC, NUTS
 from prettyPlot.plotting import *
 
+logger = logging.getLogger(__name__)
+
 
 def read_data(
     filename: str, time_ind: int, conc_ind: int, ind_start=0
@@ -165,7 +169,7 @@ def compute_kla(
     for ind_start in range(len(data_t_tmp) - 5):
         if max_chop is not None:
             max_chop -= 1
-        print(f"Chopping index = {ind_start}")
+        logger.debug(f"Chopping index = {ind_start}")
         data_t, data_c = read_data(filename, time_ind, conc_ind, ind_start)
 
         # Hamiltonian Monte Carlo (HMC) with no u turn sampling (NUTS)
@@ -223,10 +227,10 @@ def compute_kla(
         cstar_boot = []
         cstar_err_boot = []
         bootstrapped = True
-        print("Doing data bootstrapping")
+        logger.info("Doing data bootstrapping")
 
         for i in range(4):
-            print(f"\t scenario {i}")
+            logger.info(f"\t scenario {i}")
             if i == 0:
                 data_t = data_t_tmp[ind_start + 1 :]
                 data_c = data_c_tmp[ind_start + 1 :]
@@ -361,13 +365,15 @@ def print_res_dict(res_dict: dict) -> None:
 
     bs = res_dict["bootstrapped"]
 
-    print(f"For {file} with time index: {t_ind}, concentration index: {c_ind}")
+    logger.info(
+        f"For {file} with time index: {t_ind}, concentration index: {c_ind}"
+    )
     if bs:
-        print(f"\tkla = {kla:.4g} +/- {kla_err:.4g}")
-        print(f"\tcstar = {cs:.4g} +/- {cs_err:.4g}")
-        print(f"Without data bootstrap")
-    print(f"\tkla = {kla_nb:.4g} +/- {kla_err_nb:.4g}")
-    print(f"\tcstar = {cs_nb:.4g} +/- {cs_err_nb:.4g}")
+        logger.info(f"\tkla = {kla:.4g} +/- {kla_err:.4g}")
+        logger.info(f"\tcstar = {cs:.4g} +/- {cs_err:.4g}")
+        logger.info(f"Without data bootstrap")
+    logger.info(f"\tkla = {kla_nb:.4g} +/- {kla_err_nb:.4g}")
+    logger.info(f"\tcstar = {cs_nb:.4g} +/- {cs_err_nb:.4g}")
 
 
 if __name__ == "__main__":
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 0b23a658..6733806a 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -480,7 +480,6 @@ def compute_ave_conc_liq(
     mol_weight: float = 0.04401,
     rho_val: float | None = 1000,
     field_dict={},
-    verbose: bool = True,
 ) -> tuple:
     """
     Calculate liquid volume averaged concentration of a species at a given time
@@ -506,8 +505,6 @@ def compute_ave_conc_liq(
         Constant density not available from time folder (kg/m3)
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
-    verbose : bool
-        If true, output mol weight, species name and density
 
     Returns
     ----------
@@ -516,12 +513,12 @@ def compute_ave_conc_liq(
     field_dict : dict
         Dictionary of fields read
     """
-    if verbose:
-        print(
-            f"INFO: Computing concentration for {spec_name} with molecular weight {mol_weight:.4g} kg/mol"
-        )
-        if rho_val is not None:
-            print(f"INFO: Assuming liquid density {rho_val} kg/m3")
+
+    logger.debug(
+        f"Computing concentration for {spec_name} with molecular weight {mol_weight:.4g} kg/mol"
+    )
+    if rho_val is not None:
+        logger.debug(f"Assuming liquid density {rho_val} kg/m3")
 
     # Read relevant fields
     kwargs = {

From babb6655ff5c42fce677f6c9bba6b890232ed529 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 21 Jul 2025 14:49:30 -0600
Subject: [PATCH 103/275] Format sim folder

---
 bird/preprocess/json_gen/generate_designs.py | 78 ++++++++++++--------
 1 file changed, 48 insertions(+), 30 deletions(-)

diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 461e072c..7345b030 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -9,6 +9,24 @@
 from bird.preprocess.json_gen.design_io import *
 
 
+def id2simfolder(sim_id: int) -> str:
+    """
+    Generates simulation folder name from simulation index
+
+    Parameters
+    ----------
+    sim_id: int
+        Simulation index
+
+    Returns
+    ----------
+    sim_folder : str
+        Simulation folder name
+    """
+    sim_folder = f"Sim_{sim_id:04}"
+    return sim_folder
+
+
 def compare_config(config1, config2):
     same = True
     for key in config1:
@@ -46,7 +64,8 @@ def load_config_dict(filename):
 def write_script_start(filename, n):
     with open(filename, "w+") as f:
         for i in range(n):
-            f.write(f"cd Sim_{i}\n")
+            sim_folder = id2simfolder(i)
+            f.write(f"cd {sim_folder}\n")
             f.write(f"sbatch script\n")
             f.write(f"cd ..\n")
 
@@ -54,7 +73,8 @@ def write_script_start(filename, n):
 def write_script_post(filename, n):
     with open(filename, "w+") as f:
         for i in range(n):
-            f.write(f"cd Sim_{i}\n")
+            sim_folder = id2simfolder(i)
+            f.write(f"cd {sim_folder}\n")
             f.write(f"sbatch script_post\n")
             f.write(f"cd ..\n")
 
@@ -71,7 +91,8 @@ def write_prep(filename, n):
             f"source /projects/gas2fuels/ofoam_cray_mpich/OpenFOAM-dev/etc/bashrc\n"
         )
         for i in range(n):
-            f.write(f"prep Sim_{i}\n")
+            sim_folder = id2simfolder(i)
+            f.write(f"prep {sim_folder}\n")
 
 
 def overwrite_vvm(case_folder, vvm):
@@ -155,10 +176,11 @@ def generate_small_reactor_cases(
     except:
         pass
     os.makedirs(study_folder)
-    for simid in config_dict:
+    for sim_id in config_dict:
+        sim_folder = id2simfolder(sim_id)
         shutil.copytree(
             f"{template_folder}",
-            os.path.join(f"{study_folder}", "Sim_{simid}"),
+            os.path.join(f"{study_folder}", sim_folder),
         )
         bc_dict = {}
         bc_dict["inlets"] = []
@@ -187,7 +209,7 @@ def generate_small_reactor_cases(
         )
         for branch in config_dict:
             if branch in [0, 1, 2]:
-                ind = np.argwhere(config_dict[simid][branch] == 1)
+                ind = np.argwhere(config_dict[sim_id][branch] == 1)
                 if len(ind) > 0:
                     ind = list(ind[:, 0])
                     for iind in ind:
@@ -204,7 +226,7 @@ def generate_small_reactor_cases(
                         )
         generate_stl_patch(
             os.path.join(
-                study_folder, f"Sim_{simid}", "system", "inlets_outlets.json"
+                study_folder, sim_folder, "system", "inlets_outlets.json"
             ),
             bc_dict,
             geom_dict,
@@ -213,7 +235,7 @@ def generate_small_reactor_cases(
         mix_list = []
         for branch in config_dict:
             if branch in [0, 1, 2]:
-                ind = np.argwhere(config_dict[simid][branch] == 0)
+                ind = np.argwhere(config_dict[sim_id][branch] == 0)
                 if len(ind) > 0:
                     ind = list(ind[:, 0])
                     for iind in ind:
@@ -231,17 +253,15 @@ def generate_small_reactor_cases(
                             }
                         )
         generate_dynamic_mixer(
-            os.path.join(
-                study_folder, f"Sim_{simid}", "system", "mixers.json"
-            ),
+            os.path.join(study_folder, sim_folder, "system", "mixers.json"),
             mix_list,
             geom_dict,
         )
         overwrite_vvm(
-            case_folder=os.path.join(study_folder, f"Sim_{simid}"), vvm=vvm
+            case_folder=os.path.join(study_folder, sim_folder), vvm=vvm
         )
         overwrite_bubble_size_model(
-            case_folder=os.path.join(study_folder, f"Sim_{simid}"),
+            case_folder=os.path.join(study_folder, sim_folder),
             constantD=constantD,
         )
 
@@ -274,10 +294,11 @@ def generate_scaledup_reactor_cases(
     except:
         pass
     os.makedirs(study_folder)
-    for simid in config_dict:
+    for sim_id in config_dict:
+        sim_folder = id2simfolder(sim_id)
         shutil.copytree(
             f"{template_folder}",
-            os.path.join(f"{study_folder}", f"Sim_{simid}"),
+            os.path.join(f"{study_folder}", sim_folder),
         )
         bc_dict = {}
         bc_dict["inlets"] = []
@@ -306,7 +327,7 @@ def generate_scaledup_reactor_cases(
         )
         for branch in config_dict:
             if branch in [0, 1, 2]:
-                ind = np.argwhere(config_dict[simid][branch] == 1)
+                ind = np.argwhere(config_dict[sim_id][branch] == 1)
                 if len(ind) > 0:
                     ind = list(ind[:, 0])
                     for iind in ind:
@@ -323,7 +344,7 @@ def generate_scaledup_reactor_cases(
                         )
         generate_stl_patch(
             os.path.join(
-                study_folder, f"Sim_{simid}", "system", "inlets_outlets.json"
+                study_folder, sim_folder, "system", "inlets_outlets.json"
             ),
             bc_dict,
             geom_dict,
@@ -332,7 +353,7 @@ def generate_scaledup_reactor_cases(
         mix_list = []
         for branch in config_dict:
             if branch in [0, 1, 2]:
-                ind = np.argwhere(config_dict[simid][branch] == 0)
+                ind = np.argwhere(config_dict[sim_id][branch] == 0)
                 if len(ind) > 0:
                     ind = list(ind[:, 0])
                     for iind in ind:
@@ -350,17 +371,15 @@ def generate_scaledup_reactor_cases(
                             }
                         )
         generate_dynamic_mixer(
-            os.path.join(
-                study_folder, f"Sim_{simid}", "system", "mixers.json"
-            ),
+            os.path.join(study_folder, sim_folder, "system", "mixers.json"),
             mix_list,
             geom_dict,
         )
         overwrite_vvm(
-            case_folder=os.path.join(study_folder, f"Sim_{simid}"), vvm=vvm
+            case_folder=os.path.join(study_folder, sim_folder), vvm=vvm
         )
         overwrite_bubble_size_model(
-            case_folder=os.path.join(study_folder, f"Sim_{simid}"),
+            case_folder=os.path.join(study_folder, sim_folder),
             constantD=constantD,
         )
 
@@ -498,9 +517,10 @@ def generate_single_scaledup_reactor_sparger_cases(
     )
 
     # Start from template
+    sim_folder = id2simfolder(sim_id)
     shutil.copytree(
         f"{template_folder}",
-        os.path.join(f"{study_folder}", f"Sim_{sim_id}"),
+        os.path.join(f"{study_folder}", sim_folder),
     )
 
     bc_dict = {}
@@ -544,7 +564,7 @@ def generate_single_scaledup_reactor_sparger_cases(
 
     generate_stl_patch(
         os.path.join(
-            study_folder, f"Sim_{sim_id}", "system", "inlets_outlets.json"
+            study_folder, sim_folder, "system", "inlets_outlets.json"
         ),
         bc_dict,
         geom_dict,
@@ -552,14 +572,12 @@ def generate_single_scaledup_reactor_sparger_cases(
 
     mix_list = []
     generate_dynamic_mixer(
-        os.path.join(study_folder, f"Sim_{sim_id}", "system", "mixers.json"),
+        os.path.join(study_folder, sim_folder, "system", "mixers.json"),
         mix_list,
         geom_dict,
     )
-    overwrite_vvm(
-        case_folder=os.path.join(study_folder, f"Sim_{sim_id}"), vvm=vvm
-    )
+    overwrite_vvm(case_folder=os.path.join(study_folder, sim_folder), vvm=vvm)
     overwrite_bubble_size_model(
-        case_folder=os.path.join(study_folder, f"Sim_{sim_id}"),
+        case_folder=os.path.join(study_folder, sim_folder),
         constantD=constantD,
     )

From e1598c525171c2763bda0803867b8863603c2255 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 23 Jul 2025 18:32:56 -0600
Subject: [PATCH 104/275] add tutorial for python interface

---
 .../python_interface_tut.py                   |  71 ++++++++++
 bird/utilities/mathtools.py                   |   3 +
 bird/version.py                               |   2 +-
 docs/assets/cond_mean_tut.png                 | Bin 0 -> 24933 bytes
 docs/source/index.rst                         |   2 +-
 docs/source/pythonInterface_tut.rst           | 127 +++++++++++++++++-
 docs/source/tutorials.rst                     |   2 +-
 docs/source/{postprocess.rst => uq.rst}       |  25 +---
 8 files changed, 200 insertions(+), 32 deletions(-)
 create mode 100644 bird/postprocess/data_conditional_mean/python_interface_tut.py
 create mode 100644 docs/assets/cond_mean_tut.png
 rename docs/source/{postprocess.rst => uq.rst} (79%)

diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/bird/postprocess/data_conditional_mean/python_interface_tut.py
new file mode 100644
index 00000000..89b9e8a2
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/python_interface_tut.py
@@ -0,0 +1,71 @@
+# Import the relevant IO functions
+from bird.utilities.ofio import *
+
+# Read cell centers
+cell_centers = readMesh("meshCellCentres_1.obj")
+print("cell centers shape = ", cell_centers.shape)
+
+# Read relevant fields at time 80
+co2_gas = readOF("80/CO2.gas")
+alpha_gas = readOF("80/alpha.gas")
+u_liq = readOF("80/U.liquid")
+print("cell CO2 gas shape = ", co2_gas["field"].shape)
+print("cell alpha gas shape = ", alpha_gas["field"].shape)
+print("cell u liq shape = ", u_liq["field"].shape)
+
+# Compute conditional average of co2_gas and alpha_gas over y
+from bird.utilities.mathtools import conditionalAverage
+
+y_co2_gas_cond, co2_gas_cond = conditionalAverage(
+    cell_centers[:, 1], co2_gas["field"], nbin=32
+)
+y_alpha_gas_cond, alpha_gas_cond = conditionalAverage(
+    cell_centers[:, 1], alpha_gas["field"], nbin=32
+)
+
+# Plot
+from prettyPlot.plotting import *
+
+fig = plt.figure()
+plt.plot(y_co2_gas_cond, co2_gas_cond, color="k", label=r"$Y_{CO_2}$ [-]")
+plt.plot(
+    y_alpha_gas_cond, alpha_gas_cond, color="b", label=r"$\alpha_{g}$ [-]"
+)
+pretty_labels("Y [m]", "", fontsize=20, grid=False, fontname="Times")
+pretty_legend(fontname="Times")
+plt.show()
+
+# Compute reactor quantities
+from bird.postprocess.post_quantities import *
+
+kwargs = {"case_folder": ".", "time_folder": "80"}
+gh, field_dict = compute_gas_holdup(
+    volume_time="1", field_dict={"cell_centers": cell_centers}, **kwargs
+)
+print("fields stored = ", list(field_dict.keys()))
+print(f"Gas Holdup = {gh:.4g}")
+sup_vel, field_dict = compute_superficial_velocity(
+    volume_time="1", field_dict=field_dict, **kwargs
+)
+print("fields stored = ", list(field_dict.keys()))
+print(f"Superficial velocity = {sup_vel:.4g} m/s")
+y_ave_co2, field_dict = compute_ave_y_liq(
+    volume_time="1", spec_name="CO2", field_dict=field_dict, **kwargs
+)
+print("fields stored = ", list(field_dict.keys()))
+print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
+c_ave_co2, field_dict = compute_ave_conc_liq(
+    volume_time="1",
+    spec_name="CO2",
+    mol_weight=0.04401,
+    rho_val=1000,
+    field_dict=field_dict,
+    **kwargs,
+)
+print("fields stored = ", list(field_dict.keys()))
+print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
+diam, field_dict = compute_ave_bubble_diam(
+    volume_time="1", field_dict=field_dict, **kwargs
+)
+print("fields stored = ", list(field_dict.keys()))
+print(f"Reactor averaged bubble diameter = {diam:.4g} m")
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index e75cfec3..543bc383 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -1,3 +1,5 @@
+import sys
+
 import numpy as np
 
 
@@ -9,6 +11,7 @@ def conditionalAverage(x, y, nbin):
         print("dim x = ", len(x))
         print("dim y = ", len(y))
         sys.exit()
+
     # Bin conditional space
     mag = np.amax(x) - np.amin(x)
     x_bin = np.linspace(
diff --git a/bird/version.py b/bird/version.py
index 817149b5..c4338ae1 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.26"
+__version__ = "0.0.27"
diff --git a/docs/assets/cond_mean_tut.png b/docs/assets/cond_mean_tut.png
new file mode 100644
index 0000000000000000000000000000000000000000..564d02e9ae6c68f0d1c59857f97a760b19559785
GIT binary patch
literal 24933
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z{GAPfX#R6XDIrFnXwy`c%0M>e-Ks}<Lnj~0hw(Vm1N3F9bg;ot>U%bxNz45pMm#U$
zLp-g1zH#F`N+AS?8`Z~!;c9wq<rIPr49_5sq}tDsv6MxFn3Uu@OS;n-b@y~{L>AUa
z;A`C*9Xmp3tFu1jqV@%Whruizf?jJ4{nK_*HJq$YDMh9)<B1@Wl(kqp16s0;>f3r(
zsJgbU)9_m**7m|7jQeZxLf0=jNcN1swpv=HxbLu3m<Gi=zXjJ}M<#7iP_IoOmNisr
z3Y-ai;M4o#Mi;kS$`Z5iSYfKG%Wuo`NaUg^9lYSYh_>sGZ|gFJ)*6zKSq~v39Zm`E
z(P4D9?QoQ4;tu2w*c-cOUST6D<gL+AFiCp1PR=pff7Tl-{?8d)g(pWYB3IHJ_+2kX
zbS9=PldBx*J6puos-XyzT+x4Zbh-BtG_$C5{w~#>ky`#^{>#7}Q|Tf|B#ll@(fvxR
z9Tj7xX4O$jd-UKW-PO;ZC%FL6BQQoX!Il$^3Z?YO3~M;x-h*zTGC0#lGju3RRzkz{
z$Ua%+mbFe~?VY>LzgwycQ$n>NB>YF=hk})CxV1-3B9xXJcdpc?VlVy>4!J_YspOaL
z)TS&av$Ao(oE9<tv2yy-#z3_2DjSEY=yAO+<rP3bl1XiaAkHawo#DTI1}BmF*H+T4
zDjWaQlqr$t26Zv%b$X@p+f5|*uqryLX5dB~iDOfiNaGh49UnT0Q#l2$zO>=Y^H{_X
zd0un^YNy3+gQdpJW|vOnpGJ8Gbc*b6e=jClOJ-j}WD0I~wkvm!7b81~%#BF=!VZ#X
zIJYcg;vpR2_3+vyy;!FGYsRwG0e_%r4AV<{d5<E{0O&fn^|j5t6p_f?pdt1LMbcsH
z-ywst9yNs=sW`1QCsFSEeq~WUEIsg&avNJQ2TN!$A4wwCwVam*X2jCUHrghdJ*2zm
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X=@Q*dA{cs5D8J|!9!%SBbNN32l$qYq

literal 0
HcmV?d00001

diff --git a/docs/source/index.rst b/docs/source/index.rst
index 3af6d540..747210fd 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -26,7 +26,7 @@ We provide a solver ``birdmultiphaseEulerFoam`` that contains custom models adde
    quickstart
    meshing
    preprocess
-   postprocess
+   uq
    python_interface
    tutorials
    contribute
diff --git a/docs/source/pythonInterface_tut.rst b/docs/source/pythonInterface_tut.rst
index d203b63d..b332cdf2 100644
--- a/docs/source/pythonInterface_tut.rst
+++ b/docs/source/pythonInterface_tut.rst
@@ -3,23 +3,140 @@ Post processing with the python interface to OpenFOAM
 
 This tutorial demonstrates how to post process a case with the python interface to OpenFOAM provided in BiRD.
 
-Manipulate fields with python
+The tutorial assumes you have created and activated the ``bird`` environment and setup path variables as
+
+.. code-block:: console
+
+   conda activate bird
+   BIRD_HOME=`python -c "import bird; print(bird.BIRD_DIR)"`
+   DCM_CASE=${BIRD_HOME}/postprocess/data_conditional_mean/
+   cd $DCM_CASE
+
+The case and the data correspond to a coflowing bubble column.
+
+This tutorial is code-along, meaning to that you can execute the commands listed in the code-blocks. You can also execute the entirety of the tutorial in ``$DCM_CASE/python_interface_tut.py``
+
+Reading fields
 ------------
 
+The mesh manipulation tools are located in ``bird.utilities.ofio``
+
+Before starting to manipulate the fields with the python interface, we need mesh descriptor object files, in particular ``meshCellCentres_1.obj``. This file contains the coordinates of the cell centers which is the location where the internal fields values are. The folder ``$DCM_CASE`` contains pre-generated mesh descriptor object files. The user can generate these files with ``writeMeshObj -case {case_folder}``. This command will not work for this tutorial as it would require activating your OpenFOAM environment and would require a ``constant`` and ``system`` folders that we did not add because of space constraints.
+
+To read the cells centers
+
+.. code-block:: python
+
+   from bird.utilities.ofio import *   
+   cell_centers = readMesh("meshCellCentres_1.obj") 
+
+``cell_centers`` is a (N,3) numpy array that contains the cell center coordinates (N is the number of cells in the domain)
+
+
+If we want to read the gas volume fraction ``alpha.gas``, the mass fraction of CO2 in the gas phase ``CO2.gas``, and the liquid velocity at time ``80/`` we can run
+
+.. code-block:: python
+
+   co2_gas = readOF("80/CO2.gas")
+   alpha_gas = readOF("80/alpha.gas")
+   u_liq = readOF("80/U.liquid")
+   print("cell CO2 gas shape = ", co2_gas["field"].shape)
+   print("cell alpha gas shape = ", alpha_gas["field"].shape)
+   print("cell u liq shape = ", u_liq["field"].shape)
+
+The function ``readOF`` generates a dictionary of values and automatically detects whether the field is a vector or a scalar field.
+
+
+
 Plot conditional means
 ------------
 
+With cells center locations and the internal fields, one can use python functions to post process the case. For example, we might want to compute conditional averages over a spatial direction, say y
+
+.. code-block:: python
+   
+   from bird.utilities.mathtools import conditionalAverage
+
+   y_co2_gas_cond, co2_gas_cond = conditionalAverage(
+       cell_centers[:, 1], co2_gas["field"], nbin=32
+   )
+   y_alpha_gas_cond, alpha_gas_cond = conditionalAverage(
+       cell_centers[:, 1], alpha_gas["field"], nbin=32
+   )
+   
+   from prettyPlot.plotting import *
+   fig = plt.figure()
+   plt.plot(y_co2_gas_cond, co2_gas_cond, color="k", label=r"$Y_{CO_2}$ [-]")
+   plt.plot(
+       y_alpha_gas_cond, alpha_gas_cond, color="b", label=r"$\alpha_{g}$ [-]"
+   )
+   pretty_labels("Y [m]", "", fontsize=20, grid=False, fontname="Times")
+   pretty_legend(fontname="Times")
+   plt.show()
+
+
+This will show the following plot
+
+
+.. container:: figures-cond-mean-tut
+
+   .. figure:: ../assets/cond_mean_tut.png
+      :width: 70%
+      :align: center
+      :alt: Height-conditional mean
+
 
 Compute reactor properties
 ------------
 
+The python interface is also useful to compute reactor averaged properties. We usually like to compute volume averaged properties, which requires access to the cell volume. A cell volume field ``V`` can be written using OpenFOAM utilities (``postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}``). Running this command would again require activating the OpenFOAM environment and we already provide a volume field in the ``1/`` folder here. 
 
-Compute kLa with uncertainty estimates
-------------
+A typical example is that one would want to compute at time 80
+1. gas hold up (``gh``)
+2. superficial velocity (``sup_vel``)
+3. reactor volume averaged mass fraction of CO2 in the liquid phase (``y_ave_co2``)
+4. reactor volume averaged concentration of CO2 in the liquid phase (``c_ave_co2``)
+5. Reactor averaged bubble diameter (``diam``)
 
+Several of these quantities, will require reading and processing the same fields. For example, both ``y_ave_co2`` and ``c_ave_co2`` require to read ``CO2.liquid``. To avoid re-reading the same fields, we store the fields in ``field_dict`` that allows to reuse fields when possible.
+
+.. code-block:: python
+
+   from bird.postprocess.post_quantities import *
+
+   kwargs = {"case_folder": ".", "time_folder": "80"}
+   gh, field_dict = compute_gas_holdup(
+       volume_time="1", field_dict={"cell_centers": cell_centers}, **kwargs
+   )
+   print("fields stored = ", list(field_dict.keys()))
+   print(f"Gas Holdup = {gh:.4g}")
+   sup_vel, field_dict = compute_superficial_velocity(
+       volume_time="1", field_dict=field_dict, **kwargs
+   )
+   print("fields stored = ", list(field_dict.keys()))
+   print(f"Superficial velocity = {sup_vel:.4g} m/s")
+   y_ave_co2, field_dict = compute_ave_y_liq(
+       volume_time="1", spec_name="CO2", field_dict=field_dict, **kwargs
+   )
+   print("fields stored = ", list(field_dict.keys()))
+   print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
+   c_ave_co2, field_dict = compute_ave_conc_liq(
+       volume_time="1",
+       spec_name="CO2",
+       mol_weight=0.04401,
+       rho_val=1000,
+       field_dict=field_dict,
+       **kwargs,
+   )
+   print("fields stored = ", list(field_dict.keys()))
+   print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
+   diam, field_dict = compute_ave_bubble_diam(
+       volume_time="1", field_dict=field_dict, **kwargs
+   )
+   print("fields stored = ", list(field_dict.keys()))
+   print(f"Reactor averaged bubble diameter = {diam:.4g} m")
+   
 
-Perform early prediction
-------------
 
 
 
diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst
index b93bbbbf..0d37751a 100644
--- a/docs/source/tutorials.rst
+++ b/docs/source/tutorials.rst
@@ -20,7 +20,7 @@ Tutorials
 
 .. toctree::
    :maxdepth: 1
-   :caption: Inverse problem utilities
+   :caption: Bayesian calibration of models
 
    calibration_normal_beta.rst
    calibration_bsd.rst
diff --git a/docs/source/postprocess.rst b/docs/source/uq.rst
similarity index 79%
rename from docs/source/postprocess.rst
rename to docs/source/uq.rst
index d5656943..142c682b 100644
--- a/docs/source/postprocess.rst
+++ b/docs/source/uq.rst
@@ -1,4 +1,4 @@
-Postprocess
+Uncertainty quantification
 =====
 
 
@@ -28,29 +28,6 @@ Generates
       :alt: Uncertainty-aware early prediction     
 
 
-Plot conditional means
-------------
-
-.. code-block:: console
-
-   python applications/compute_conditional_mean.py -f bird/postprocess/data_conditional_mean -avg 2
-
-Generates (among others)
-
-.. container:: figures-cond-mean
-
-   .. figure:: ../assets/gh_cond_mean.png
-      :width: 70%
-      :align: center
-      :alt: Height-conditional gas holdup
-
-   .. figure:: ../assets/co2g_cond_mean.png
-      :width: 70%
-      :align: center
-      :alt: Height-conditional CO2 gas fraction
-
- 
-
 Compute kLa with uncertainty estimates
 ------------
 

From 260a427f1083d6e6740b70e2221ce9128dca09a7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 23 Jul 2025 18:34:25 -0600
Subject: [PATCH 105/275] update refs

---
 docs/source/references.rst | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/docs/source/references.rst b/docs/source/references.rst
index 5b325880..051a2b7f 100644
--- a/docs/source/references.rst
+++ b/docs/source/references.rst
@@ -9,10 +9,13 @@ To cite BiRD, please use these articles on `CO2 interphase mass transfer <https:
 .. code-block:: console 
 
    @article{hassanaly2025inverse,
-     title={Bayesian calibration of bubble size dynamics applied to \ce{CO2} gas fermenters},
-     author={Hassanaly, Malik and Parra-Alvarez, John M. and Rahimi, Mohammad J., Municchi, Federico and Sitaraman, Hariswaran},
+     title={Bayesian calibration of bubble size dynamics applied to CO2 gas fermenters},
+     author={Hassanaly, Malik and Parra-Alvarez, John M and Rahimi, Mohammad J and Municchi, Federico and Sitaraman, Hariswaran},
      journal={Chemical Engineering Research and Design},
+     volume={215},
+     pages={312--328},
      year={2025},
+     publisher={Elsevier}
    }
    
    

From 8c9ec73fb2ad153f79f05cdd6392b11a2ee30d44 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 24 Jul 2025 10:13:15 -0600
Subject: [PATCH 106/275] remove camelcase and add doc strings for tutorial

---
 bird/postprocess/conditional_mean.py          |  4 +-
 .../python_interface_tut.py                   | 10 +--
 bird/utilities/mathtools.py                   | 65 ++++++++++++++++---
 docs/source/pythonInterface_tut.rst           | 10 +--
 4 files changed, 67 insertions(+), 22 deletions(-)

diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 39edbccb..e940413e 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -47,8 +47,8 @@ def compute_cond_mean(
         for filename, name in zip(field_file, field_name_list):
             val_dict = {}
             field_tmp = readOFScal(filename, nCells)["field"]
-            vert_axis, field_cond_tmp = conditionalAverage(
-                cellCentres[:, vert_ind], field_tmp, nbin=n_bins
+            vert_axis, field_cond_tmp = conditional_average(
+                cellCentres[:, vert_ind], field_tmp, nbins=n_bins
             )
             if i_ave == 0:
                 fields_cond[name]["val"] = field_cond_tmp / window_ave
diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/bird/postprocess/data_conditional_mean/python_interface_tut.py
index 89b9e8a2..59258b9e 100644
--- a/bird/postprocess/data_conditional_mean/python_interface_tut.py
+++ b/bird/postprocess/data_conditional_mean/python_interface_tut.py
@@ -14,13 +14,13 @@
 print("cell u liq shape = ", u_liq["field"].shape)
 
 # Compute conditional average of co2_gas and alpha_gas over y
-from bird.utilities.mathtools import conditionalAverage
+from bird.utilities.mathtools import conditional_average
 
-y_co2_gas_cond, co2_gas_cond = conditionalAverage(
-    cell_centers[:, 1], co2_gas["field"], nbin=32
+y_co2_gas_cond, co2_gas_cond = conditional_average(
+    cell_centers[:, 1], co2_gas["field"], nbins=32
 )
-y_alpha_gas_cond, alpha_gas_cond = conditionalAverage(
-    cell_centers[:, 1], alpha_gas["field"], nbin=32
+y_alpha_gas_cond, alpha_gas_cond = conditional_average(
+    cell_centers[:, 1], alpha_gas["field"], nbins=32
 )
 
 # Plot
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index 8f07ac4d..6788ba2e 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -6,7 +6,47 @@
 logger = logging.getLogger(__name__)
 
 
-def conditionalAverage(x, y, nbin):
+def conditional_average(
+    x: np.ndarray, y: np.ndarray, nbins: int = 32
+) -> tuple:
+    """
+    Compute a 1D conditional average of y with respect to x
+    The conditional average is distributed to neighbors of the binned array when needed
+
+    Parameters
+    ----------
+    x: np.ndarray
+        1D array with respect to which conditional averaged is performed
+    y : np.ndarray
+        1D array conditioned
+    nbins: int
+        Number of bins through x
+
+    Returns
+    ----------
+    x_cond: np.ndarray
+        The binned array of values conditioned againsts
+    y_cond: np.ndarray
+        The conditional averages at each bin
+    """
+    # Check the shape of input arrays
+    try:
+        assert len(x.shape) <= 2
+        assert len(y.shape) <= 2
+        if len(x.shape) == 2:
+            assert x.shape[1] == 1
+        if len(y.shape) == 2:
+            assert y.shape[1] == 1
+    except AssertionError:
+        error_msg = "conditional average of tensors is ambiguous"
+        error_msg += f"\nx shape =  {x.shape}"
+        error_msg += f"\ny shape =  {y.shape}"
+        logger.error(error_msg)
+        sys.exit()
+    if len(x.shape) == 2:
+        x = x[:, 0]
+    if len(y.shape) == 2:
+        y = y[:, 0]
     try:
         assert len(x) == len(y)
     except AssertionError:
@@ -19,14 +59,14 @@ def conditionalAverage(x, y, nbin):
     # Bin conditional space
     mag = np.amax(x) - np.amin(x)
     x_bin = np.linspace(
-        np.amin(x) - mag / (2 * nbin), np.amax(x) + mag / (2 * nbin), nbin
+        np.amin(x) - mag / (2 * nbins), np.amax(x) + mag / (2 * nbins), nbins
     )
-    weight = np.zeros(nbin)
-    weightVal = np.zeros(nbin)
-    asum = np.zeros(nbin)
-    bsum = np.zeros(nbin)
-    avalsum = np.zeros(nbin)
-    bvalsum = np.zeros(nbin)
+    weight = np.zeros(nbins)
+    weightVal = np.zeros(nbins)
+    asum = np.zeros(nbins)
+    bsum = np.zeros(nbins)
+    avalsum = np.zeros(nbins)
+    bvalsum = np.zeros(nbins)
     inds = np.digitize(x, x_bin)
 
     a = abs(y - x_bin[inds - 1])
@@ -35,7 +75,8 @@ def conditionalAverage(x, y, nbin):
     a = a / c
     b = b / c
 
-    for i in range(nbin):
+    # Conditional average at each bin
+    for i in range(nbins):
         asum[i] = np.sum(a[np.argwhere(inds == i)])
         bsum[i] = np.sum(b[np.argwhere(inds == i + 1)])
         avalsum[i] = np.sum(
@@ -47,4 +88,8 @@ def conditionalAverage(x, y, nbin):
     weight = asum + bsum
     weightVal = avalsum + bvalsum
 
-    return x_bin, weightVal / (weight)
+    # Assemble output
+    x_cond = x_bin
+    y_cond = weightVal / (weight)
+
+    return x_cond, y_cond
diff --git a/docs/source/pythonInterface_tut.rst b/docs/source/pythonInterface_tut.rst
index b332cdf2..38390400 100644
--- a/docs/source/pythonInterface_tut.rst
+++ b/docs/source/pythonInterface_tut.rst
@@ -55,13 +55,13 @@ With cells center locations and the internal fields, one can use python function
 
 .. code-block:: python
    
-   from bird.utilities.mathtools import conditionalAverage
+   from bird.utilities.mathtools import conditional_average
 
-   y_co2_gas_cond, co2_gas_cond = conditionalAverage(
-       cell_centers[:, 1], co2_gas["field"], nbin=32
+   y_co2_gas_cond, co2_gas_cond = conditional_average(
+       cell_centers[:, 1], co2_gas["field"], nbins=32
    )
-   y_alpha_gas_cond, alpha_gas_cond = conditionalAverage(
-       cell_centers[:, 1], alpha_gas["field"], nbin=32
+   y_alpha_gas_cond, alpha_gas_cond = conditional_average(
+       cell_centers[:, 1], alpha_gas["field"], nbins=32
    )
    
    from prettyPlot.plotting import *

From 9834d28baa1fa78f40a033f91df46ee18afe604d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 24 Jul 2025 10:14:01 -0600
Subject: [PATCH 107/275] add temporary fix for numpyro

---
 bird/postprocess/early_pred.py | 7 +++++++
 bird/postprocess/kla_utils.py  | 7 +++++++
 2 files changed, 14 insertions(+)

diff --git a/bird/postprocess/early_pred.py b/bird/postprocess/early_pred.py
index c27a2139..a4896dca 100644
--- a/bird/postprocess/early_pred.py
+++ b/bird/postprocess/early_pred.py
@@ -2,9 +2,16 @@
 import os
 
 import corner
+
+# https://github.com/pyro-ppl/numpyro/issues/2051
+import jax.experimental.pjit
 import jax.numpy as jnp
 import jax.random as random
 import numpy as np
+from jax.extend.core.primitives import jit_p
+
+jax.experimental.pjit.pjit_p = jit_p
+
 import numpyro
 import numpyro.distributions as dist
 from numpyro.infer import MCMC, NUTS
diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index e8098e33..8a527221 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -1,9 +1,16 @@
 import logging
 
 import corner
+
+# https://github.com/pyro-ppl/numpyro/issues/2051
+import jax.experimental.pjit
 import jax.numpy as jnp
 import jax.random as random
 import numpy as np
+from jax.extend.core.primitives import jit_p
+
+jax.experimental.pjit.pjit_p = jit_p
+
 import numpyro
 import numpyro.distributions as dist
 from numpyro.infer import MCMC, NUTS

From 8075078b0eede5314fbcae291e3d5f4448d94e17 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 24 Jul 2025 10:28:33 -0600
Subject: [PATCH 108/275] correct only for specific jax versions

---
 bird/postprocess/early_pred.py | 13 ++++++++-----
 bird/postprocess/kla_utils.py  | 13 ++++++++-----
 2 files changed, 16 insertions(+), 10 deletions(-)

diff --git a/bird/postprocess/early_pred.py b/bird/postprocess/early_pred.py
index a4896dca..d96edf26 100644
--- a/bird/postprocess/early_pred.py
+++ b/bird/postprocess/early_pred.py
@@ -2,15 +2,18 @@
 import os
 
 import corner
-
-# https://github.com/pyro-ppl/numpyro/issues/2051
-import jax.experimental.pjit
+import jax
 import jax.numpy as jnp
 import jax.random as random
 import numpy as np
-from jax.extend.core.primitives import jit_p
+from packaging import version
+
+if version.parse(jax.__version__) >= version.parse("0.7.0"):
+    # https://github.com/pyro-ppl/numpyro/issues/2051
+    import jax.experimental.pjit
+    from jax.extend.core.primitives import jit_p
 
-jax.experimental.pjit.pjit_p = jit_p
+    jax.experimental.pjit.pjit_p = jit_p
 
 import numpyro
 import numpyro.distributions as dist
diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index 8a527221..28095d0d 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -1,15 +1,18 @@
 import logging
 
 import corner
-
-# https://github.com/pyro-ppl/numpyro/issues/2051
-import jax.experimental.pjit
+import jax
 import jax.numpy as jnp
 import jax.random as random
 import numpy as np
-from jax.extend.core.primitives import jit_p
+from packaging import version
+
+if version.parse(jax.__version__) >= version.parse("0.7.0"):
+    # https://github.com/pyro-ppl/numpyro/issues/2051
+    import jax.experimental.pjit
+    from jax.extend.core.primitives import jit_p
 
-jax.experimental.pjit.pjit_p = jit_p
+    jax.experimental.pjit.pjit_p = jit_p
 
 import numpyro
 import numpyro.distributions as dist

From 3521b3654ab36bfd15c2177942cfce4173cada31 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 28 Jul 2025 18:04:33 -0600
Subject: [PATCH 109/275] move parsers away from mesh tools

---
 bird/meshing/_mesh_tools.py                   | 47 +----------
 bird/meshing/block_cyl_mesh.py                | 16 ++--
 .../dynamic_mixer/mixing_fvModels.py          |  4 +-
 bird/preprocess/stl_patch/stl_bc.py           |  8 +-
 bird/utilities/parser.py                      | 79 +++++++++++++++++++
 tests/preprocess/test_dynamic_mixer.py        |  6 +-
 tests/preprocess/test_stl_patch.py            |  8 +-
 7 files changed, 102 insertions(+), 66 deletions(-)
 create mode 100644 bird/utilities/parser.py

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index c437744d..e5012df7 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -1,51 +1,10 @@
-import json
 import logging
-import os
-import sys
-from pathlib import Path
 
 import numpy as np
-from ruamel.yaml import YAML
 
 logger = logging.getLogger(__name__)
 
 
-def parseJsonFile(input_filename):
-    with open(input_filename) as f:
-        inpt = json.load(f)
-    return inpt
-
-
-def check_for_tabs_in_yaml(file_path: str) -> None:
-    """
-    Checks if a YAML file contains any tab characters.
-    Raises a ValueError if tabs found.
-
-    Parameters
-    ----------
-    file_path: str
-        path to yaml filename
-    """
-
-    with open(file_path, "r", encoding="utf-8") as f:
-        lines = f.readlines()
-    for iline, line in enumerate(lines):
-        if "\t" in line:
-            raise ValueError(
-                f"Tab character found on line {iline} of '{file_path}'. "
-                "YAML files must use spaces for indentation."
-            )
-
-
-def parseYAMLFile(input_filename):
-    if not os.path.exists(input_filename):
-        raise FileNotFoundError(input_filename)
-    check_for_tabs_in_yaml(input_filename)
-    yaml = YAML(typ="safe")
-    inpt = yaml.load(Path(input_filename))
-    return inpt
-
-
 def make_walls_from_topo(topo):
     WallR = []
     WallL = []
@@ -114,7 +73,7 @@ def bissection(val, stretch_fun, N1):
     resultmax = stretch_fun(Gmax, N1) - val
     if resultmin * resultmax > 0:
         logger.error("Initial bounds of grading do not encompass the solution")
-        sys.exit()
+        raise ValueError
 
     for i in range(1000):
         Gmid = 0.5 * (Gmax + Gmin)
@@ -211,7 +170,7 @@ def verticalCoarsening(
                 message = "ERROR:"
                 message += f"Invalid coarsening ratio for vertical block {ind}"
                 message += "\nratio dir and ratio dir ref must be opposite"
-                sys.exit(message)
+                raise ValueError
 
             if ratio_dir[ind] == "+":
                 gradVert[ind] = 1.0 / bissection(
@@ -325,7 +284,7 @@ def radialCoarsening(
                 message = "ERROR:"
                 message += f"Invalid coarsening ratio for radial block {ind}"
                 message += "\nratio dir and ratio dir ref must be opposite"
-                sys.exit(message)
+                raise ValueError
 
             if ratio_dir[ind] == "+":
                 gradR[ind] = 1.0 / bissection(
diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index 2760b2c6..f924741f 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -1,26 +1,26 @@
 import logging
 import os
-import sys
 
 import numpy as np
 
 from bird.meshing._mesh_tools import *
+from bird.utilities.parser import parse_json, parse_yaml
 
 logger = logging.getLogger(__name__)
 
 
 def assemble_geom(input_file, topo_file):
-    # inpt = parseJsonFile(input_file)
+    # inpt = parse_json(input_file)
     if input_file.endswith(".yaml"):
-        inpt = parseYAMLFile(input_file)
+        inpt = parse_yaml(input_file)
     elif input_file.endswith(".json"):
-        inpt = parseJsonFile(input_file)
+        inpt = parse_json(input_file)
     else:
         raise ValueError(f"unknown input file ({input_file}) extension")
     if topo_file.endswith(".yaml"):
-        topo = parseYAMLFile(topo_file)
+        topo = parse_yaml(topo_file)
     elif topo_file.endswith(".json"):
-        topo = parseJsonFile(topo_file)
+        topo = parse_json(topo_file)
     else:
         raise ValueError(f"unknown topo file ({topo_file}) extension")
 
@@ -50,9 +50,9 @@ def assemble_geom(input_file, topo_file):
 
 def assemble_mesh(input_file, geomDict):
     if input_file.endswith(".yaml"):
-        inpt = parseYAMLFile(input_file)
+        inpt = parse_yaml(input_file)
     elif input_file.endswith(".json"):
-        inpt = parseJsonFile(input_file)
+        inpt = parse_json(input_file)
     else:
         raise ValueError(f"unknown input file ({input_file}) extension")
     R = geomDict["R"]
diff --git a/bird/preprocess/dynamic_mixer/mixing_fvModels.py b/bird/preprocess/dynamic_mixer/mixing_fvModels.py
index 146fc510..80b0df2b 100644
--- a/bird/preprocess/dynamic_mixer/mixing_fvModels.py
+++ b/bird/preprocess/dynamic_mixer/mixing_fvModels.py
@@ -1,9 +1,9 @@
 import numpy as np
 
-from bird.meshing._mesh_tools import parseJsonFile
 from bird.meshing.block_rect_mesh import from_block_rect_to_seg
 from bird.preprocess.dynamic_mixer.io_fvModels import *
 from bird.preprocess.dynamic_mixer.mixer import Mixer
+from bird.utilities.parser import parse_json
 
 
 def check_input(input_dict):
@@ -57,7 +57,7 @@ def write_fvModel(input_dict, output_folder=".", force_sign=False):
 
 
 if __name__ == "__main__":
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         os.path.join("mixing_template", "loop_reactor_list", "mixers.json"),
     )
     write_fvModel(input_dict)
diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index 066eab6d..383a7f01 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -1,12 +1,10 @@
-import json
 import logging
-import sys
 
 import numpy as np
 import stl
 
-from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.stl_patch.stl_shapes import *
+from bird.utilities.parser import parse_json
 
 logger = logging.getLogger(__name__)
 
@@ -51,11 +49,11 @@ def write_boundaries(input_dict):
 
 
 if __name__ == "__main__":
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         "bc_patch_mesh_template/loop_reactor_expl/inlets_outlets.json"
     )
     write_boundaries(input_dict)
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         "bc_patch_mesh_template/loop_reactor_branch/inlets_outlets.json"
     )
     write_boundaries(input_dict)
diff --git a/bird/utilities/parser.py b/bird/utilities/parser.py
new file mode 100644
index 00000000..6438b473
--- /dev/null
+++ b/bird/utilities/parser.py
@@ -0,0 +1,79 @@
+import json
+import logging
+import os
+from pathlib import Path
+
+from ruamel.yaml import YAML
+
+logger = logging.getLogger(__name__)
+
+
+def check_for_tabs_in_yaml(file_path: str) -> None:
+    """
+    Checks if a YAML file contains any tab characters.
+    Raises a ValueError if tabs found.
+
+    Parameters
+    ----------
+    file_path: str
+        path to yaml file
+    """
+
+    with open(file_path, "r", encoding="utf-8") as f:
+        lines = f.readlines()
+    for iline, line in enumerate(lines):
+        if "\t" in line:
+            error_msg = (
+                f"Tab character found on line {iline} of '{file_path}'. "
+            )
+            error_msg += "\nYAML files must use spaces for indentation."
+            logger.error(error_msg)
+            raise ValueError(error_msg)
+
+
+def parse_json(file_path: str) -> dict:
+    """
+    Parse a json file into a dictionary
+
+    Parameters
+    ----------
+    file_path: str
+        path to json file
+
+    Returns
+    ----------
+    inpt: dict
+        Dictionary that contains the json file content
+    """
+    if not os.path.exists(file_path):
+        raise FileNotFoundError(file_path)
+    with open(file_path) as f:
+        inpt = json.load(f)
+    return inpt
+
+
+def parse_yaml(file_path: str) -> dict:
+    """
+    Parse a yaml file into a dictionary
+
+    Parameters
+    ----------
+    file_path: str
+        path to yaml file
+
+    Returns
+    ----------
+    inpt: dict
+        Dictionary that contains the yaml file content
+    """
+
+    if not os.path.exists(file_path):
+        raise FileNotFoundError(file_path)
+
+    # Make sure the yaml file does not contain tabs
+    check_for_tabs_in_yaml(file_path)
+
+    # Parse
+    yaml = YAML(typ="safe")
+    inpt = yaml.load(Path(file_path))
+    return inpt
diff --git a/tests/preprocess/test_dynamic_mixer.py b/tests/preprocess/test_dynamic_mixer.py
index b2722c2d..f2359442 100644
--- a/tests/preprocess/test_dynamic_mixer.py
+++ b/tests/preprocess/test_dynamic_mixer.py
@@ -3,8 +3,8 @@
 
 import numpy as np
 
-from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.dynamic_mixer.mixing_fvModels import *
+from bird.utilities.parser import parse_json
 
 
 def test_expl_list():
@@ -17,7 +17,7 @@ def test_expl_list():
         "dynamic_mixer",
         "mixing_template",
     )
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         os.path.join(BIRD_PRE_DYNMIX_TEMP_DIR, "expl_list", "mixers.json")
     )
     write_fvModel(input_dict, output_folder=".")
@@ -33,7 +33,7 @@ def test_loop_list():
         "dynamic_mixer",
         "mixing_template",
     )
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         os.path.join(
             BIRD_PRE_DYNMIX_TEMP_DIR, "loop_reactor_list", "mixers.json"
         )
diff --git a/tests/preprocess/test_stl_patch.py b/tests/preprocess/test_stl_patch.py
index ff6f326e..a416f156 100644
--- a/tests/preprocess/test_stl_patch.py
+++ b/tests/preprocess/test_stl_patch.py
@@ -4,8 +4,8 @@
 import numpy as np
 from prettyPlot.plotting import pretty_labels
 
-from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.stl_patch.stl_bc import write_boundaries
+from bird.utilities.parser import parse_json
 from bird.utilities.stl_plotting import plotSTL
 
 
@@ -20,7 +20,7 @@ def test_spider_sparger():
         "bc_patch_mesh_template",
     )
 
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         os.path.join(BIRD_PRE_PATCH_TEMP_DIR, "spider_spg/inlets_outlets.json")
     )
     write_boundaries(input_dict)
@@ -39,7 +39,7 @@ def test_loop_reactor():
         "stl_patch",
         "bc_patch_mesh_template",
     )
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         os.path.join(
             BIRD_PRE_PATCH_TEMP_DIR, "loop_reactor_expl/inlets_outlets.json"
         )
@@ -60,7 +60,7 @@ def test_loop_reactor_branch():
         "stl_patch",
         "bc_patch_mesh_template",
     )
-    input_dict = parseJsonFile(
+    input_dict = parse_json(
         os.path.join(
             BIRD_PRE_PATCH_TEMP_DIR, "loop_reactor_branch/inlets_outlets.json"
         )

From 6d85e23092eca3d45afc20c3eec47d9d972c40c7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 28 Jul 2025 18:06:22 -0600
Subject: [PATCH 110/275] more parsing occurences

---
 applications/write_dynMix_fvModels.py |  4 ++--
 applications/write_stl_patch.py       |  4 ++--
 bird/meshing/_stirred_tank_reactor.py |  4 ++--
 bird/meshing/block_rect_mesh.py       | 12 ++++++------
 4 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/applications/write_dynMix_fvModels.py b/applications/write_dynMix_fvModels.py
index f6d7f3be..b742ca7e 100644
--- a/applications/write_dynMix_fvModels.py
+++ b/applications/write_dynMix_fvModels.py
@@ -4,8 +4,8 @@
 import stl
 
 from bird import BIRD_PRE_DYNMIX_TEMP_DIR
-from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.dynamic_mixer.mixing_fvModels import *
+from bird.utilities.parser import parse_json
 
 if __name__ == "__main__":
     import argparse
@@ -40,7 +40,7 @@
         help="Force mixing source sign",
     )
     args = parser.parse_args()
-    dynMix_dict = parseJsonFile(args.input)
+    dynMix_dict = parse_json(args.input)
     write_fvModel(
         dynMix_dict,
         output_folder=args.output_folder,
diff --git a/applications/write_stl_patch.py b/applications/write_stl_patch.py
index 9a455de7..fe7d9f24 100644
--- a/applications/write_stl_patch.py
+++ b/applications/write_stl_patch.py
@@ -4,9 +4,9 @@
 import stl
 
 from bird import BIRD_PRE_PATCH_TEMP_DIR
-from bird.meshing._mesh_tools import parseJsonFile
 from bird.preprocess.stl_patch.stl_bc import write_boundaries
 from bird.preprocess.stl_patch.stl_shapes import *
+from bird.utilities.parser import parse_json
 
 if __name__ == "__main__":
     import argparse
@@ -27,7 +27,7 @@
         "-v", "--verbose", action="store_true", help="plot on screen"
     )
     args = parser.parse_args()
-    bc_patch_dict = parseJsonFile(args.input)
+    bc_patch_dict = parse_json(args.input)
     write_boundaries(bc_patch_dict)
 
     if args.verbose:
diff --git a/bird/meshing/_stirred_tank_reactor.py b/bird/meshing/_stirred_tank_reactor.py
index 265c8b41..8a3a0699 100644
--- a/bird/meshing/_stirred_tank_reactor.py
+++ b/bird/meshing/_stirred_tank_reactor.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from bird.meshing._mesh_tools import parseYAMLFile
+from bird.utilities.parser import parse_yaml
 
 
 class StirredTankReactor:
@@ -134,6 +134,6 @@ def __init__(
     def from_file(cls, yamlfile):
         if ".yaml" not in yamlfile:
             yamlfile += ".yaml"
-        in_dict = parseYAMLFile(yamlfile)
+        in_dict = parse_yaml(yamlfile)
         react_dict = {**in_dict["geometry"], **in_dict["mesh"]}
         return cls(**react_dict)
diff --git a/bird/meshing/block_rect_mesh.py b/bird/meshing/block_rect_mesh.py
index 22a31f16..3259e9cb 100644
--- a/bird/meshing/block_rect_mesh.py
+++ b/bird/meshing/block_rect_mesh.py
@@ -1,9 +1,9 @@
 import os
-import sys
 
 import numpy as np
 
 from bird.meshing._mesh_tools import *
+from bird.utilities.parser import parse_json, parse_yaml
 
 
 def write_ofoam_preamble(outfile):
@@ -150,11 +150,11 @@ def make_fluid_blocks_from_corner(corners):
 
 
 def assemble_geom(input_file):
-    # inpt = parseJsonFile(input_file)
+    # inpt = parse_json(input_file)
     if input_file.endswith(".yaml"):
-        inpt = parseYAMLFile(input_file)
+        inpt = parse_yaml(input_file)
     elif input_file.endswith(".json"):
-        inpt = parseJsonFile(input_file)
+        inpt = parse_json(input_file)
     else:
         raise ValueError(f"unknown input file ({input_file}) extension")
 
@@ -253,9 +253,9 @@ def from_block_rect_to_seg(input_geom_dict, rescale=True):
 
 def assemble_mesh(input_file):
     if input_file.endswith(".yaml"):
-        inpt = parseYAMLFile(input_file)
+        inpt = parse_yaml(input_file)
     elif input_file.endswith(".json"):
-        inpt = parseJsonFile(input_file)
+        inpt = parse_json(input_file)
     else:
         raise ValueError(f"unknown input file ({input_file}) extension")
 

From 4096991182cf5f05ef4bfc5af05b0e9ea385aa81 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 28 Jul 2025 18:07:44 -0600
Subject: [PATCH 111/275] remove sys exit in favor of exceptions

---
 bird/calibration/param_nn.py                  |  1 -
 bird/postprocess/computeQoI/compute_QOI.py    |  1 -
 bird/postprocess/conditional_mean.py          |  8 +++---
 bird/postprocess/post_quantities.py           | 26 ++++++++++++-------
 bird/preprocess/dynamic_mixer/io_fvModels.py  |  5 ++--
 .../inhomogeneousBC/util/fromMomtoPdf.py      |  8 +++---
 bird/preprocess/json_gen/generate_designs.py  | 16 +++++++-----
 bird/preprocess/stl_patch/stl_shapes.py       |  8 +++---
 bird/utilities/mathtools.py                   |  5 ++--
 bird/utilities/ofio.py                        | 13 +++++-----
 10 files changed, 47 insertions(+), 44 deletions(-)

diff --git a/bird/calibration/param_nn.py b/bird/calibration/param_nn.py
index 4b869149..73fad8cd 100644
--- a/bird/calibration/param_nn.py
+++ b/bird/calibration/param_nn.py
@@ -1,7 +1,6 @@
 import argparse
 import logging
 import os
-import sys
 import time
 
 import joblib
diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 257774d8..15a18f6f 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -1,7 +1,6 @@
 import argparse
 import os
 import pickle
-import sys
 
 import numpy as np
 
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index e940413e..0f164c69 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -74,10 +74,10 @@ def sequencePlot(
     if not len(case_names) == len(folder_names):
         case_names = [f"test{i}" for i in range(len(folder_names))]
     if len(case_names) > len(symbList):
-        logger.error(
-            f"too many cases ({len(case_names)}), reduce number of case to {len(symbList)} or add symbols"
-        )
-        sys.exit()
+        error_msg = f"too many cases ({len(case_names)}), reduce number of case to {len(symbList)} or add symbols"
+        logger.error(error_msg)
+        raise IndexError(error_msg)
+
     for ic, (case_name, folder_name) in enumerate(
         zip(case_names, folder_names)
     ):
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 6733806a..85f42256 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -2,6 +2,8 @@
 
 from bird.utilities.ofio import *
 
+logger = logging.getLogger(__name__)
+
 
 def read_field(
     case_folder: str,
@@ -83,10 +85,13 @@ def read_cell_volume(
             field_name="V", field_dict=field_dict, **kwargs_vol
         )
     except FileNotFoundError:
-        message = f"ERROR: could not find {os.path.join(case_folder,volume_time,'V')}\n"
-        message += "You can generate V with\n\t"
-        message += f"`postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}`"
-        sys.exit(message)
+        error_msg = (
+            f"Could not find {os.path.join(case_folder,volume_time,'V')}\n"
+        )
+        error_msg += "You can generate V with\n\t"
+        error_msg += f"`postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}`"
+        logger.error(error_msg)
+        raise FileNotFoundError(error_msg)
 
     return cell_volume, field_dict
 
@@ -126,16 +131,17 @@ def read_cell_centers(
             )
             field_dict["cell_centers"] = cell_centers
         except FileNotFoundError:
-            message = f"ERROR: could not find {cell_centers_file}\n"
-            message += "You can generate it with\n\t"
-            message += f"`writeMeshObj -case {case_folder}`\n"
+            error_msg = f"Could not find {cell_centers_file}"
+            error_msg += "You can generate it with\n\t"
+            error_msg += f"`writeMeshObj -case {case_folder}`\n"
             time_float, time_str = getCaseTimes(case_folder)
-            correct_path = f"meshCellCentres_{time_str[0]}.obj"
+            correct_ph = f"meshCellCentres_{time_str[0]}.obj"
             if not correct_path == cell_centers_file:
-                message += (
+                error_msg += (
                     f"And adjust the cell center file path to {correct_path}"
                 )
-            sys.exit(message)
+            logger.error(error_msg)
+            raise FileNotFoundError(error_msg)
     else:
         cell_centers = field_dict["cell_centers"]
 
diff --git a/bird/preprocess/dynamic_mixer/io_fvModels.py b/bird/preprocess/dynamic_mixer/io_fvModels.py
index 6d405984..ad624dfb 100644
--- a/bird/preprocess/dynamic_mixer/io_fvModels.py
+++ b/bird/preprocess/dynamic_mixer/io_fvModels.py
@@ -149,9 +149,10 @@ def write_mixer(mixer, output_folder):
             f.write("\t\t\t\tsource_sign_factor = 1.0;\n")
             f.write("\t\t\t\trhoV = downrhoV;\n")
         else:
-            sys.exit(
-                f"ERROR: mixer.sign = {mixer.sign} but should be '+' or '-'"
+            error_message = (
+                f"mixer.sign = {mixer.sign} but should be '+' or '-'"
             )
+            logger.error
         f.write(
             '\t\t\t\tFoam::Info << "[BIRD:DYNMIX WARN] " << "upV = " << upV << " downV = " << downV << " for source at " << source_pt_x << ", " << source_pt_y << ", " << source_pt_z <<  endl;\n'
         )
diff --git a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
index b6ed1a15..643caf27 100644
--- a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
+++ b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
@@ -1,5 +1,4 @@
 import logging
-import sys
 
 import numpy as np
 from scipy.optimize import minimize
@@ -69,10 +68,9 @@ def opt(meanTar, stdTar, diam):
 
 def get_f_vals(meanTar, stdTar, diam):
     if meanTar < np.amin(diam) or meanTar > np.amax(diam):
-        logger.error(
-            f"mean target {meanTar} out of bounds [{np.amin(diam)}, {np.amax(diam)}]"
-        )
-        sys.exit()
+        error_msg = f"mean target {meanTar} out of bounds [{np.amin(diam)}, {np.amax(diam)}]"
+        logger.error(error_msg)
+        raise ValueError(error_msg)
     tol = 10
     irep = 0
     while tol > 0.01:
diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 7345b030..f20ce364 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -1,13 +1,15 @@
+import logging
 import os
 import pickle
 import shutil
-import sys
 
 import numpy as np
 
 from bird import BIRD_CASE_DIR
 from bird.preprocess.json_gen.design_io import *
 
+logger = logging.getLogger(__name__)
+
 
 def id2simfolder(sim_id: int) -> str:
     """
@@ -98,9 +100,9 @@ def write_prep(filename, n):
 def overwrite_vvm(case_folder, vvm):
     list_dir = os.listdir(case_folder)
     if not "constant" in list_dir:
-        sys.exit(
-            f"ERROR: {case_folder} is likely not a case folder, could not find constant/"
-        )
+        error_msg = f"{case_folder} is likely not a case folder, could not find constant/"
+        logger.error(error_msg)
+        raise FileNotFoundError(error_msg)
     else:
         filename = os.path.join(case_folder, "constant", "globalVars_temp")
         filename_write = os.path.join(
@@ -124,9 +126,9 @@ def overwrite_vvm(case_folder, vvm):
 def overwrite_bubble_size_model(case_folder, constantD=False):
     list_dir = os.listdir(case_folder)
     if not "constant" in list_dir:
-        sys.exit(
-            f"ERROR: {case_folder} is likely not a case folder, could not find constant/"
-        )
+        error_msg = f"{case_folder} is likely not a case folder, could not find constant/"
+        logger.error(error_msg)
+        raise FileNotFoundError(error_msg)
     else:
         filename = os.path.join(case_folder, "presteps.sh")
         filename_write = os.path.join(case_folder, "presteps2.sh")
diff --git a/bird/preprocess/stl_patch/stl_shapes.py b/bird/preprocess/stl_patch/stl_shapes.py
index 3a6c0a0b..282e873f 100644
--- a/bird/preprocess/stl_patch/stl_shapes.py
+++ b/bird/preprocess/stl_patch/stl_shapes.py
@@ -1,6 +1,5 @@
 import json
 import logging
-import sys
 
 import numpy as np
 
@@ -72,8 +71,9 @@ def make_circle(radius, center, normal_dir, npts=3):
 def make_spider(centerRad, nArms, widthArms, lengthArms, center, normal_dir):
     globalArea = 0
     if nArms < 2:
-        logger.error(f"nArms ({nArms}) must be >= 2")
-        sys.exit()
+        error_msg = f"nArms ({nArms}) must be >= 2"
+        logger.error(error_msg)
+        raise ValueError(error_msg)
     if nArms == 2:
         nVertPol = 4
     if nArms > 2:
@@ -87,7 +87,7 @@ def make_spider(centerRad, nArms, widthArms, lengthArms, center, normal_dir):
         error_msg = "arm width will make arms overlap"
         error_msg += "\nEither increase center radius or reduce arm width"
         logger.error(error_msg)
-        sys.exit()
+        raise ValueError(error_msg)
 
     arm_mesh_list = []
     for i in range(nArms):
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index 6788ba2e..1abf5c75 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -1,5 +1,4 @@
 import logging
-import sys
 
 import numpy as np
 
@@ -42,7 +41,7 @@ def conditional_average(
         error_msg += f"\nx shape =  {x.shape}"
         error_msg += f"\ny shape =  {y.shape}"
         logger.error(error_msg)
-        sys.exit()
+        raise AssertionError(error_msg)
     if len(x.shape) == 2:
         x = x[:, 0]
     if len(y.shape) == 2:
@@ -54,7 +53,7 @@ def conditional_average(
         error_msg += f"\ndim x =  {len(x)}"
         error_msg += f"\ndim y =  {len(y)}"
         logger.error(error_msg)
-        sys.exit()
+        raise AssertionError(error_msg)
 
     # Bin conditional space
     mag = np.amax(x) - np.amin(x)
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index fd2f1aaf..554080c4 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1,7 +1,6 @@
 import logging
 import os
 import re
-import sys
 
 import numpy as np
 
@@ -256,9 +255,9 @@ def readOFScal(
         try:
             field = np.loadtxt(filename, skiprows=n_header, max_rows=n_cells)
         except Exception as err:
-            logger.error(f"Issue when reading {filename}")
-            print(err)
-            sys.exit()
+            error_msg = f"Issue when reading {filename}"
+            logger.error(error_msg)
+            raise err(error_msg)
 
     return {
         "field": field,
@@ -351,9 +350,9 @@ def readOFVec(
             field = np.array(field).astype(float)
 
         except Exception as err:
-            logger.error(f"Issue when reading {filename}")
-            print(err)
-            sys.exit()
+            error_msg = f"Issue when reading {filename}"
+            logger.error(error_msg)
+            raise err(error_msg)
 
     return {
         "field": field,

From 41823402a1a433d3338652a8df5a4c7880e1f611 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 28 Jul 2025 18:09:11 -0600
Subject: [PATCH 112/275] remove more sys exits

---
 papers/co2_model/calibration/binBreakup/bcr_nn_list.py         | 3 +--
 papers/co2_model/calibration/binBreakup/calibration_uq.py      | 3 +--
 .../co2_model/calibration/binBreakup/calibration_uq_multi.py   | 3 +--
 papers/co2_model/calibration/binBreakup/calibration_uq_sigm.py | 3 +--
 papers/co2_model/calibration/breakup/bcr_nn_list.py            | 3 +--
 papers/co2_model/calibration/breakup/calibration_uq.py         | 3 +--
 papers/co2_model/calibration/breakup/calibration_uq_multi.py   | 3 +--
 papers/co2_model/calibration/breakup/calibration_uq_sigm.py    | 3 +--
 papers/sparger/sparger_optim.py                                | 1 -
 9 files changed, 8 insertions(+), 17 deletions(-)

diff --git a/papers/co2_model/calibration/binBreakup/bcr_nn_list.py b/papers/co2_model/calibration/binBreakup/bcr_nn_list.py
index 2cfbd5ef..cb13cb3b 100644
--- a/papers/co2_model/calibration/binBreakup/bcr_nn_list.py
+++ b/papers/co2_model/calibration/binBreakup/bcr_nn_list.py
@@ -1,6 +1,5 @@
 import argparse
 import os
-import sys
 import time
 
 import joblib
@@ -32,7 +31,7 @@ def flexible_activation(x, activation):
     elif activation.lower() == "leakyrelu":
         out = layers.LeakyReLU()(x)
     else:
-        sys.exit(f"ERROR: unknown activation {activation}")
+        raise NotImplementedError(f"Unknown activation {activation}")
     return out
 
 
diff --git a/papers/co2_model/calibration/binBreakup/calibration_uq.py b/papers/co2_model/calibration/binBreakup/calibration_uq.py
index 2b186e9d..1c5d21af 100644
--- a/papers/co2_model/calibration/binBreakup/calibration_uq.py
+++ b/papers/co2_model/calibration/binBreakup/calibration_uq.py
@@ -1,6 +1,5 @@
 import json
 import os
-import sys
 
 import corner
 import jax
@@ -176,7 +175,7 @@ def mcmc_iter(y_err=0.1, mcmc_method="HMC"):
     elif mcmc_method.lower() == "sa":
         kernel = SA(bayes_step)
     else:
-        sys.exit(f"MCMC method {mcmc_method} unrecognized")
+        raise NotImplementedError(f"MCMC method {mcmc_method} unrecognized")
 
     mcmc = MCMC(
         kernel,
diff --git a/papers/co2_model/calibration/binBreakup/calibration_uq_multi.py b/papers/co2_model/calibration/binBreakup/calibration_uq_multi.py
index 154f59fd..969c26bd 100644
--- a/papers/co2_model/calibration/binBreakup/calibration_uq_multi.py
+++ b/papers/co2_model/calibration/binBreakup/calibration_uq_multi.py
@@ -1,6 +1,5 @@
 import json
 import os
-import sys
 
 import corner
 import jax
@@ -209,7 +208,7 @@ def mcmc_iter(mcmc_method="HMC"):
     elif mcmc_method.lower() == "sa":
         kernel = SA(bayes_step)
     else:
-        sys.exit(f"MCMC method {mcmc_method} unrecognized")
+        raise NotImplementedError(f"MCMC method {mcmc_method} unrecognized")
 
     mcmc = MCMC(
         kernel,
diff --git a/papers/co2_model/calibration/binBreakup/calibration_uq_sigm.py b/papers/co2_model/calibration/binBreakup/calibration_uq_sigm.py
index c16fd59b..c99271b1 100644
--- a/papers/co2_model/calibration/binBreakup/calibration_uq_sigm.py
+++ b/papers/co2_model/calibration/binBreakup/calibration_uq_sigm.py
@@ -1,6 +1,5 @@
 import json
 import os
-import sys
 
 import corner
 import jax
@@ -178,7 +177,7 @@ def mcmc_iter(mcmc_method="HMC"):
     elif mcmc_method.lower() == "sa":
         kernel = SA(bayes_step)
     else:
-        sys.exit(f"MCMC method {mcmc_method} unrecognized")
+        raise NotImplementedError(f"MCMC method {mcmc_method} unrecognized")
 
     mcmc = MCMC(
         kernel,
diff --git a/papers/co2_model/calibration/breakup/bcr_nn_list.py b/papers/co2_model/calibration/breakup/bcr_nn_list.py
index 2cfbd5ef..cb13cb3b 100644
--- a/papers/co2_model/calibration/breakup/bcr_nn_list.py
+++ b/papers/co2_model/calibration/breakup/bcr_nn_list.py
@@ -1,6 +1,5 @@
 import argparse
 import os
-import sys
 import time
 
 import joblib
@@ -32,7 +31,7 @@ def flexible_activation(x, activation):
     elif activation.lower() == "leakyrelu":
         out = layers.LeakyReLU()(x)
     else:
-        sys.exit(f"ERROR: unknown activation {activation}")
+        raise NotImplementedError(f"Unknown activation {activation}")
     return out
 
 
diff --git a/papers/co2_model/calibration/breakup/calibration_uq.py b/papers/co2_model/calibration/breakup/calibration_uq.py
index 2b186e9d..1c5d21af 100644
--- a/papers/co2_model/calibration/breakup/calibration_uq.py
+++ b/papers/co2_model/calibration/breakup/calibration_uq.py
@@ -1,6 +1,5 @@
 import json
 import os
-import sys
 
 import corner
 import jax
@@ -176,7 +175,7 @@ def mcmc_iter(y_err=0.1, mcmc_method="HMC"):
     elif mcmc_method.lower() == "sa":
         kernel = SA(bayes_step)
     else:
-        sys.exit(f"MCMC method {mcmc_method} unrecognized")
+        raise NotImplementedError(f"MCMC method {mcmc_method} unrecognized")
 
     mcmc = MCMC(
         kernel,
diff --git a/papers/co2_model/calibration/breakup/calibration_uq_multi.py b/papers/co2_model/calibration/breakup/calibration_uq_multi.py
index 154f59fd..969c26bd 100644
--- a/papers/co2_model/calibration/breakup/calibration_uq_multi.py
+++ b/papers/co2_model/calibration/breakup/calibration_uq_multi.py
@@ -1,6 +1,5 @@
 import json
 import os
-import sys
 
 import corner
 import jax
@@ -209,7 +208,7 @@ def mcmc_iter(mcmc_method="HMC"):
     elif mcmc_method.lower() == "sa":
         kernel = SA(bayes_step)
     else:
-        sys.exit(f"MCMC method {mcmc_method} unrecognized")
+        raise NotImplementedError(f"MCMC method {mcmc_method} unrecognized")
 
     mcmc = MCMC(
         kernel,
diff --git a/papers/co2_model/calibration/breakup/calibration_uq_sigm.py b/papers/co2_model/calibration/breakup/calibration_uq_sigm.py
index c16fd59b..c99271b1 100644
--- a/papers/co2_model/calibration/breakup/calibration_uq_sigm.py
+++ b/papers/co2_model/calibration/breakup/calibration_uq_sigm.py
@@ -1,6 +1,5 @@
 import json
 import os
-import sys
 
 import corner
 import jax
@@ -178,7 +177,7 @@ def mcmc_iter(mcmc_method="HMC"):
     elif mcmc_method.lower() == "sa":
         kernel = SA(bayes_step)
     else:
-        sys.exit(f"MCMC method {mcmc_method} unrecognized")
+        raise NotImplementedError(f"MCMC method {mcmc_method} unrecognized")
 
     mcmc = MCMC(
         kernel,
diff --git a/papers/sparger/sparger_optim.py b/papers/sparger/sparger_optim.py
index a4498043..f7530f05 100644
--- a/papers/sparger/sparger_optim.py
+++ b/papers/sparger/sparger_optim.py
@@ -10,7 +10,6 @@
 import argument
 from meshing import *
 from modifyGeom import *
-from myparser import parseJsonFile
 from writeBlockMesh import *
 
 

From 0890814553e46a0494ffe048b866afc33e217899 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 28 Jul 2025 18:16:14 -0600
Subject: [PATCH 113/275] dont raise naked Value error when possible

---
 bird/meshing/_mesh_tools.py | 23 +++++++++++++----------
 1 file changed, 13 insertions(+), 10 deletions(-)

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index e5012df7..af302ebb 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -72,8 +72,9 @@ def bissection(val, stretch_fun, N1):
     resultmin = stretch_fun(Gmin, N1) - val
     resultmax = stretch_fun(Gmax, N1) - val
     if resultmin * resultmax > 0:
-        logger.error("Initial bounds of grading do not encompass the solution")
-        raise ValueError
+        error_msg = "Initial bounds of grading do not encompass the solution"
+        logger.error(error_msg)
+        raise ValueError(error_msg)
 
     for i in range(1000):
         Gmid = 0.5 * (Gmax + Gmin)
@@ -167,10 +168,12 @@ def verticalCoarsening(
                 deltaE = block_cell_minus_length[ind - 1]
 
             if ratio_dir[ind] == ratio_dir_ref[ind]:
-                message = "ERROR:"
-                message += f"Invalid coarsening ratio for vertical block {ind}"
-                message += "\nratio dir and ratio dir ref must be opposite"
-                raise ValueError
+                error_msg = (
+                    f"Invalid coarsening ratio for vertical block {ind}"
+                )
+                error_msg += "\nratio dir and ratio dir ref must be opposite"
+                logger.error(error_msg)
+                raise ValueError(error_msg)
 
             if ratio_dir[ind] == "+":
                 gradVert[ind] = 1.0 / bissection(
@@ -281,10 +284,10 @@ def radialCoarsening(
                 deltaE = block_cell_minus_length[ind + 1]
 
             if ratio_dir[ind] == ratio_dir_ref[ind]:
-                message = "ERROR:"
-                message += f"Invalid coarsening ratio for radial block {ind}"
-                message += "\nratio dir and ratio dir ref must be opposite"
-                raise ValueError
+                error_msg = f"Invalid coarsening ratio for radial block {ind}"
+                error_msg += "\nratio dir and ratio dir ref must be opposite"
+                logger.error(error_msg)
+                raise ValueError(error_msg)
 
             if ratio_dir[ind] == "+":
                 gradR[ind] = 1.0 / bissection(

From bfb812bc405ce5e0bab8e39e8f556198a7633f5a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 28 Jul 2025 18:17:41 -0600
Subject: [PATCH 114/275] update bird version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index c4338ae1..ca8c91e6 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.27"
+__version__ = "0.0.28"

From 0597fe445344e2c5d14627fa500fcade738f5c02 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 12:42:22 -0600
Subject: [PATCH 115/275] integrate automatic species thermo write up

---
 applications/write_species_thermo_prop.py     |  27 ++
 bird/__init__.py                              |   2 +
 bird/constants/ch4.yaml                       |  33 ++
 bird/constants/co.yaml                        |  34 ++
 bird/constants/co2.yaml                       |  34 ++
 bird/constants/h2.yaml                        |  32 ++
 bird/constants/h2o.yaml                       |  32 ++
 bird/constants/n2.yaml                        |  28 ++
 bird/constants/o2.yaml                        |  32 ++
 .../species_gen/setup_thermo_prop.py          | 434 ++++++++++++++++++
 bird/utilities/ofio.py                        |  70 ++-
 docs/source/python_interface.rst              |   2 +-
 experimental_cases/deckwer17/run.sh           |   4 +
 experimental_cases/deckwer19/run.sh           |   4 +
 .../bubble_column_pbe_20L/presteps.sh         |   3 +
 tests/io/test_read_foam_dict.py               |  10 +-
 tutorial_cases/bubble_column_20L/presteps.sh  |   3 +
 tutorial_cases/bubble_column_20L/run.sh       |   4 +
 .../loop_reactor_mixing/presteps.sh           |   3 +
 tutorial_cases/loop_reactor_mixing/run.sh     |   3 +
 tutorial_cases/loop_reactor_reacting/run.sh   |   2 +
 tutorial_cases/side_sparger/run.sh            |   4 +
 tutorial_cases/stirred_tank/run.sh            |   4 +
 23 files changed, 778 insertions(+), 26 deletions(-)
 create mode 100644 applications/write_species_thermo_prop.py
 create mode 100644 bird/constants/ch4.yaml
 create mode 100644 bird/constants/co.yaml
 create mode 100644 bird/constants/co2.yaml
 create mode 100644 bird/constants/h2.yaml
 create mode 100644 bird/constants/h2o.yaml
 create mode 100644 bird/constants/n2.yaml
 create mode 100644 bird/constants/o2.yaml
 create mode 100644 bird/preprocess/species_gen/setup_thermo_prop.py

diff --git a/applications/write_species_thermo_prop.py b/applications/write_species_thermo_prop.py
new file mode 100644
index 00000000..25052bf7
--- /dev/null
+++ b/applications/write_species_thermo_prop.py
@@ -0,0 +1,27 @@
+import argparse
+
+from bird.preprocess.species_gen.setup_thermo_prop import (
+    write_species_properties,
+)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Write species thermo properties"
+    )
+    parser.add_argument(
+        "-cf",
+        "--case_folder",
+        type=str,
+        metavar="",
+        required=True,
+        help="Case folder path",
+        default=".",
+    )
+    args = parser.parse_args()
+    write_species_properties(args.case_folder, phase="gas")
+    write_species_properties(args.case_folder, phase="liquid")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/bird/__init__.py b/bird/__init__.py
index 3835ca6e..ec732db7 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -6,6 +6,7 @@
 
 BIRD_DIR = os.path.dirname(os.path.realpath(__file__))
 BIRD_CASE_DIR = os.path.join(BIRD_DIR, "../tutorial_cases")
+BIRD_CONST_DIR = os.path.join(BIRD_DIR, "constants")
 BIRD_MESH_DIR = os.path.join(BIRD_DIR, "meshing")
 BIRD_POST_DIR = os.path.join(BIRD_DIR, "postprocess")
 BIRD_PRE_DIR = os.path.join(BIRD_DIR, "preprocess")
@@ -41,3 +42,4 @@
 from bird.logging_config import setup_logging
 
 setup_logging(level="INFO")
+# setup_logging(level="DEBUG")
diff --git a/bird/constants/ch4.yaml b/bird/constants/ch4.yaml
new file mode 100644
index 00000000..82fab403
--- /dev/null
+++ b/bird/constants/ch4.yaml
@@ -0,0 +1,33 @@
+name: CH4
+
+specie:
+    molWeight: 16.04303
+    elements:
+        C: 1
+        H: 4 
+
+liquid:
+    LeLiq: '#calc "$kThermLiq / $rho0MixLiq / $D_CH4 / $CpMixLiq"'
+    thermodynamics:
+        Hf: -1.5879e+07
+
+gas:
+    in-H2O:
+        WC_V: "35e-3" # m3/kmol molar volume at normal boiling temperature (Treybal 1968)
+        D: '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CH4,0.6)' 
+    H_298: "0.032"
+    DH: "1900"
+    He: '#calc "$H_CH4_298 * exp($DH_CH4 *(1. / $T0 - 1./298.15))"'
+    k: '#calc "$D_CH4*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    Pr: '#calc "$muMixLiq*$CpMixLiq / $kCH4"'
+  
+    thermodynamics:
+        Tlow: 200
+        Thigh: 3500
+        Tcommon: 1000
+        highCpCoeffs: 0.074851495 0.0133909467 -5.73285809e-06 1.22292535e-09 -1.0181523e-13 -9468.34459 18.437318
+        lowCpCoeffs: 5.14987613 -0.0136709788 4.91800599e-05 -4.84743026e-08 1.66693956e-11 -10246.6476 -4.64130376
+    transport:
+        As: 1.512e-06
+        Ts: 120
+   
diff --git a/bird/constants/co.yaml b/bird/constants/co.yaml
new file mode 100644
index 00000000..88d1d2bc
--- /dev/null
+++ b/bird/constants/co.yaml
@@ -0,0 +1,34 @@
+name: CO
+
+specie:
+    molWeight: 28.01055
+    elements:
+        C: 1
+        O: 1
+
+liquid:
+    LeLiq: '#calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq"'
+    thermodynamics:
+        Hf: -1.5879e+07
+
+gas:
+    in-H2O:
+        WC_V: "30.7e-3" # m3/kmol molar volume at normal boiling temperature (Treybal 1968)
+        D: '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO,0.6)' 
+    H_298: "0.023"
+    DH: "1300"
+    He: '#calc "$H_CO_298 * exp($DH_CO *(1. / $T0 - 1./298.15))"'
+    k: '#calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    Pr: '#calc "$muMixLiq*$CpMixLiq / $kCO"'
+   
+    thermodynamics:
+        Tlow: 200
+        Thigh: 3500
+        Tcommon: 1000
+        highCpCoeffs: 2.71518561 0.00206252743 -9.98825771e-07 2.30053008e-10 -2.03647716e-14 -14151.8724 7.81868772
+        lowCpCoeffs: 3.57953347 -0.00061035368 1.01681433e-06 9.07005884e-10 -9.04424499e-13 -14344.086 3.50840928
+    transport:
+        As:  1.512e-06
+        Ts: 120
+
+   
diff --git a/bird/constants/co2.yaml b/bird/constants/co2.yaml
new file mode 100644
index 00000000..aed9085c
--- /dev/null
+++ b/bird/constants/co2.yaml
@@ -0,0 +1,34 @@
+name: CO2
+
+specie:
+    molWeight: 44.00995
+    elements:
+        C: 1
+        O: 2 
+
+liquid:
+    LeLiq: '#calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq"'
+    thermodynamics:
+        Hf: -1.5879e+07
+
+gas:
+    in-H2O:
+        WC_V: "34e-3" # m3/kmol molar volume at normal boiling temperature (Treybal 1968)
+        D: '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_CO2,0.6)' 
+    H_298: "0.83"
+    DH: "2400"
+    He: '#calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))"'
+    k: '#calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    Pr: '#calc "$muMixLiq*$CpMixLiq / $kCO2"'
+   
+    thermodynamics:
+        Tlow: 200
+        Thigh: 3500
+        Tcommon: 1000
+        highCpCoeffs: 3.85746029 0.00441437026 -2.21481404e-06 5.23490188e-10 -4.72084164e-14 -48759.166 2.27163806
+        lowCpCoeffs: 2.35677352 0.00898459677 -7.12356269e-06 2.45919022e-09 -1.43699548e-13 -48371.9697 9.90105222
+    transport:
+        As: 1.652e-06
+        Ts: 273
+    
+     
diff --git a/bird/constants/h2.yaml b/bird/constants/h2.yaml
new file mode 100644
index 00000000..f134129a
--- /dev/null
+++ b/bird/constants/h2.yaml
@@ -0,0 +1,32 @@
+name: H2
+
+specie:
+    molWeight: 2.01594
+    elements:
+        H: 2
+
+liquid:
+    LeLiq: '#calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq"'
+    thermodynamics:
+        Hf: -1.5879e+07
+
+gas:
+    in-H2O:
+        WC_V: "14.3e-3" # m3/kmol molar volume at normal boiling temperature (Treybal 1968)
+        D: '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)' 
+    H_298: "0.019"
+    DH: "500"
+    He: '#calc "$H_H2_298 * exp($DH_H2 *(1. / $T0 - 1./298.15))"'
+    k: '#calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    Pr: '#calc "$muMixLiq*$CpMixLiq / $kH2"'
+  
+    thermodynamics:
+        Tlow: 200
+        Thigh: 3500
+        Tcommon: 1000
+        highCpCoeffs: 3.3372792 -4.94024731e-05 4.99456778e-07 -1.79566394e-10 2.00255376e-14 -950.158922 -3.20502331
+        lowCpCoeffs: 2.34433112 0.00798052075 -1.9478151e-05 2.01572094e-08 -7.37611761e-12 -917.935173 0.683010238
+    transport:
+        As: 6.362e-07
+        Ts: 72
+   
diff --git a/bird/constants/h2o.yaml b/bird/constants/h2o.yaml
new file mode 100644
index 00000000..9711fa5f
--- /dev/null
+++ b/bird/constants/h2o.yaml
@@ -0,0 +1,32 @@
+name: H2O
+
+specie:
+     molWeight: 18.01534
+     elements:
+         H: 2
+         O: 1
+
+liquid:
+    CpMixLiq: "4181"
+    muMixLiq: '#calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"' # Viscosity (Pa.s)
+    kThermLiq: "0.62" # thermal conductivity (W/mK)
+    rho0MixLiq: "1000" # density (kg/m3)
+    sigmaLiq: "0.07" # surface tension (N/m)
+    WC_psi: "2.6"
+    thermodynamics:
+         Hf:  -1.5879e+07
+    transport:
+         Pr:  -1.5879e+07
+
+
+gas:
+    thermodynamics:
+        Tlow: 200
+        Thigh: 3500
+        Tcommon: 1000
+        highCpCoeffs: 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701
+        lowCpCoeffs: 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 
+        transport:
+            As: 1.456e-06
+            Ts: 273
+        
diff --git a/bird/constants/n2.yaml b/bird/constants/n2.yaml
new file mode 100644
index 00000000..4ec7d79c
--- /dev/null
+++ b/bird/constants/n2.yaml
@@ -0,0 +1,28 @@
+name: N2
+
+specie:
+    molWeight: 28.0134
+    elements:
+        N: 2 
+
+liquid:
+    LeLiq: '#calc "$kThermLiq / $rho0MixLiq / $D_N2 / $CpMixLiq"'
+
+gas:
+    in-H2O:
+        WC_V: "31.2e-3" # m3/kmol molar volume at normal boiling temperature (Treybal 1968)
+        D: '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_N2,0.6)' 
+    H_298: "0.015"
+    DH: "1300"
+    He: '#calc "$H_N2_298 * exp($DH_N2 *(1. / $T0 - 1./298.15))"'
+    k: '#calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    Pr: '#calc "$muMixLiq*$CpMixLiq / $kN2"'
+   
+    thermodynamics:
+        Tlow: 250
+        Thigh: 5000
+        highCpCoeffs: 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528
+        lowCpCoeffs:  3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372
+    transport:
+        As: 1.688e-06
+        Ts: 273
diff --git a/bird/constants/o2.yaml b/bird/constants/o2.yaml
new file mode 100644
index 00000000..8d9704ec
--- /dev/null
+++ b/bird/constants/o2.yaml
@@ -0,0 +1,32 @@
+name: O2
+
+specie:
+    molWeight: 31.999
+    elements:
+        O: 2 
+
+
+liquid:
+    LeLiq: '#calc "$kThermLiq / $rho0MixLiq / $D_O2 / $CpMixLiq"'
+    thermodynamics:
+        Hf: -365639.0
+
+gas:
+    in-H2O:
+        WC_V: "25.6e-3" # m3/kmol molar volume at normal boiling temperature (Treybal 1968)
+        D: '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_O2,0.6)' 
+    H_298: "0.032"
+    DH: "1700"
+    He: '#calc "$H_O2_298 * exp($DH_O2 *(1. / $T0 - 1./298.15))"'
+    k: '#calc "$D_O2*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    Pr: '#calc "$muMixLiq*$CpMixLiq / $kO2"'
+   
+    thermodynamics:
+        Tlow: 200
+        Thigh: 3500
+        Tcommon: 1000
+        highCpCoeffs: 3.28254 0.00148309 -7.57967e-07 2.09471e-10 -2.16718e-14 -1038.31 5.56079
+        lowCpCoeffs: 3.78246 -0.00299673 9.8473e-06 -9.6813e-09 3.24373e-12 -1063.94 3.65768
+    transport: 
+        As: 1.948e-06
+        Ts: 273
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
new file mode 100644
index 00000000..6cf01580
--- /dev/null
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -0,0 +1,434 @@
+import logging
+import os
+import re
+from collections import defaultdict
+
+import numpy as np
+from ruamel.yaml import YAML
+
+from bird import BIRD_CONST_DIR
+from bird.utilities.ofio import read_openfoam_dict, write_openfoam_dict
+from bird.utilities.parser import parse_yaml
+
+logger = logging.getLogger(__name__)
+
+
+def check_phase_name(phase: str):
+    """
+    Check that phase name is valid
+
+    Parameters
+    ----------
+    phase: str
+        Name of phase where to find the species
+    """
+    try:
+        assert phase in ["gas", "liquid"]
+    except AssertionError:
+        error_msg = f"Phase name ('{phase}') is not in ['gas', 'liquid']"
+        logger.error(error_msg)
+        raise NotImplementedError(error_msg)
+
+
+def get_species_name(case_dir: str, phase: str = "gas") -> list[str]:
+    """
+    Get list of species name in a phase
+
+    Parameters
+    ----------
+    case_dir: str
+        Path to OpenFOAM case
+    phase: str
+        Name of phase where to find the species
+
+    Returns
+    ----------
+    species_name: list[str]
+        List of species name in the phase
+    """
+    check_phase_name(phase)
+    logger.debug(f"Finding species in phase '{phase}'")
+
+    thermo_properties = read_openfoam_dict(
+        os.path.join(case_dir, "constant", f"thermophysicalProperties.{phase}")
+    )
+
+    try:
+        species = thermo_properties["species"]
+        if not isinstance(species, list):
+            assert isinstance(species, str)
+            species = [species]
+    except KeyError:
+        species = []
+    try:
+        defaultSpecie = thermo_properties["defaultSpecie"]
+        if not isinstance(defaultSpecie, list):
+            assert isinstance(defaultSpecie, str)
+            defaultSpecie = [defaultSpecie]
+    except KeyError:
+        defaultSpecie = []
+    try:
+        inertSpecie = thermo_properties["inertSpecie"]
+        if not isinstance(inertSpecie, list):
+            assert isinstance(inertSpecie, str)
+            inertSpecie = [inertSpecie]
+    except KeyError:
+        inertSpecie = []
+
+    species_name = list(set(species + defaultSpecie + inertSpecie))
+    logger.debug(f"Species in phase '{phase}' are {species_name}")
+    return species_name
+
+
+def get_species_properties(species_name: list[str]) -> dict:
+    """
+    Get thermo properties of species
+
+    Parameters
+    ----------
+    species_name: list[str]
+        List of species names
+
+    Returns
+    ----------
+    species_prop: dict
+        Dictionary of species properties
+    """
+    logger.debug(f"Reading properties of {species_name} from {BIRD_CONST_DIR}")
+    species_prop = {}
+    for species in species_name:
+        if species == "water":
+            species_file = "h2o.yaml"
+        else:
+            species_file = species.lower() + ".yaml"
+        species_dict = parse_yaml(os.path.join(BIRD_CONST_DIR, species_file))
+        species_prop[species] = species_dict
+    return species_prop
+
+
+def get_species_key_pair(
+    thermo_properties: dict, species_name: list[str]
+) -> dict:
+    """
+    Find the key where are stored the species info
+
+    Parameters
+    ----------
+    thermo_properties: dict
+        Dictionary of thermo properties
+    species_name : list[str]
+        List of species names
+
+    Returns
+    ----------
+    pair_species_keys: dict
+        Pair of species names and dictionary key
+    """
+
+    pair_species_keys = {}
+
+    for species in species_name:
+        if species in list(thermo_properties.keys()):
+            pair_species_keys[species] = species
+        else:
+            found = False
+            for key in list(thermo_properties.keys()):
+                if species in key:
+                    pair_species_keys[species] = key
+                    logger.debug(f"Found '{species}' in {key}")
+                    found = True
+                    break
+            if not found:
+                thermo_properties[species] = {}
+                pair_species_keys[species] = species
+                logger.warning(
+                    f"Could not find species '{species}' info in {thermo_properties_file}"
+                )
+
+    return pair_species_keys
+
+
+def compare_old_new_prop(
+    key_seq_old: list,
+    key_seq_new: list,
+    old_dict,
+    new_dict,
+    species,
+    type_name="float",
+):
+    try:
+        old_val = old_dict
+        for key in key_seq_old:
+            old_val = old_val[key]
+        if type_name == "float":
+            old_val = float(old_val)
+        elif type_name == "list":
+            old_val = np.array([float(entry) for entry in old_val])
+        new_val = new_dict
+        for key in key_seq_new:
+            new_val = new_val[key]
+        if type_name == "float":
+            new_val = float(new_val)
+        elif type_name == "list":
+            new_val = new_val.replace("(", "").replace(")", "").split()
+            new_val = np.array([float(entry) for entry in new_val])
+        if type_name == "float":
+            if not abs(old_val - new_val) < 1e-12:
+                logger.warning(
+                    f"{key_seq_old[-1]} of '{species}' updated from {old_val} to {new_val}"
+                )
+        elif type_name == "list":
+            if not np.linalg.norm(old_val - new_val) < 1e-12:
+                logger.warning(
+                    f"{key_seq_old[-1]} of '{species}' updated from {old_val} to {new_val}"
+                )
+        return "success"
+    except KeyError:
+        return "failure"
+
+
+def update_gas_thermo_prop(
+    thermo_properties: dict, species_prop: dict, pair_species_keys: dict
+) -> dict:
+    """
+    Update gas thermo properties
+
+    Parameters
+    ----------
+    thermo_properties: dict
+        Dictionary of thermo properties
+    species_prop : dict
+        Dictionary of species properties
+    pair_species_keys: dict
+        Dictionary that maps species name to thermo properties key
+
+    Returns
+    ----------
+    thermo_properties : dict
+        Updated gas thermo properties
+    """
+    species_name = list(pair_species_keys.keys())
+
+    for species in species_name:
+        key_val = pair_species_keys[species]
+        spec_dict = thermo_properties[key_val]
+        # Molecular weight
+        target_wm_dict = {
+            "molWeight": str(species_prop[species]["specie"]["molWeight"])
+        }
+        if not "specie" in spec_dict:
+            spec_dict["specie"] = target_wm_dict
+        else:
+            status = compare_old_new_prop(
+                key_seq_old=["specie", "molWeight"],
+                key_seq_new=["molWeight"],
+                old_dict=spec_dict,
+                new_dict=target_wm_dict,
+                species=species,
+                type_name="float",
+            )
+            if status == "failure":
+                spec_dict["specie"] = target_wm_dict
+
+        # Thermo coeff
+        target_thermo_dict = {
+            "Tlow": str(
+                species_prop[species]["gas"]["thermodynamics"]["Tlow"]
+            ),
+            "Thigh": str(
+                species_prop[species]["gas"]["thermodynamics"]["Thigh"]
+            ),
+            "highCpCoeffs": "( "
+            + str(
+                species_prop[species]["gas"]["thermodynamics"]["highCpCoeffs"]
+            )
+            + " )",
+            "lowCpCoeffs": "( "
+            + str(
+                species_prop[species]["gas"]["thermodynamics"]["lowCpCoeffs"]
+            )
+            + " )",
+        }
+        if "Tcommon" in species_prop[species]["gas"]["thermodynamics"]:
+            target_thermo_dict["Tcommon"] = str(
+                species_prop[species]["gas"]["thermodynamics"]["Tcommon"]
+            )
+            thermo_keys = ["Tlow", "Thigh", "Tcommon"]
+        else:
+            thermo_keys = ["Tlow", "Thigh"]
+
+        if not "thermodynamics" in spec_dict:
+            spec_dict["thermodynamics"] = target_thermo_dict
+        else:
+            for thermo_key in thermo_keys:
+                status = compare_old_new_prop(
+                    key_seq_old=["thermodynamics", thermo_key],
+                    key_seq_new=[thermo_key],
+                    old_dict=spec_dict,
+                    new_dict=target_thermo_dict,
+                    species=species,
+                    type_name="float",
+                )
+                if status == "failure":
+                    spec_dict["thermodynamic"][thermo_key] = (
+                        target_thermo_dict[thermo_key]
+                    )
+            for thermo_key in ["highCpCoeffs", "lowCpCoeffs"]:
+                status = compare_old_new_prop(
+                    key_seq_old=["thermodynamics", thermo_key],
+                    key_seq_new=[thermo_key],
+                    old_dict=spec_dict,
+                    new_dict=target_thermo_dict,
+                    species=species,
+                    type_name="list",
+                )
+                if status == "failure":
+                    spec_dict["thermodynamic"][thermo_key] = (
+                        target_thermo_dict[thermo_key]
+                    )
+
+        # Transport coeff
+        target_transport_dict = {
+            "As": str(species_prop[species]["gas"]["transport"]["As"]),
+            "Ts": str(species_prop[species]["gas"]["transport"]["Ts"]),
+        }
+        if not "transport" in spec_dict:
+            spec_dict["transport"] = target_transport_dict
+        else:
+            for trans_key in ["As", "Ts"]:
+                status = compare_old_new_prop(
+                    key_seq_old=["transport", trans_key],
+                    key_seq_new=[trans_key],
+                    old_dict=spec_dict,
+                    new_dict=target_transport_dict,
+                    species=species,
+                    type_name="float",
+                )
+                if status == "failure":
+                    spec_dict["transport"][trans_key] = target_transport_dict[
+                        trans_key
+                    ]
+
+        # Elements
+        target_element_dict = species_prop[species]["specie"]["elements"]
+        if not "elements" in spec_dict:
+            spec_dict["elements"] = target_element_dict
+
+        thermo_properties[key_val] = spec_dict
+
+    return thermo_properties
+
+
+def update_liq_thermo_prop(
+    thermo_properties: dict, species_prop: dict, pair_species_keys: dict
+) -> dict:
+    """
+    Update liquid thermo properties
+
+    Parameters
+    ----------
+    thermo_properties: dict
+        Dictionary of thermo properties
+    species_prop : dict
+        Dictionary of species properties
+    pair_species_keys: dict
+        Dictionary that maps species name to thermo properties key
+
+    Returns
+    ----------
+    thermo_properties : dict
+        Updated liquid thermo properties
+    """
+
+    species_name = list(pair_species_keys.keys())
+    for species in species_name:
+        key_val = pair_species_keys[species]
+        spec_dict = thermo_properties[key_val]
+
+        # Molecular weight
+        target_wm_dict = {
+            "molWeight": str(species_prop[species]["specie"]["molWeight"])
+        }
+        if not "specie" in spec_dict:
+            spec_dict["specie"] = target_wm_dict
+        else:
+            status = compare_old_new_prop(
+                key_seq_old=["specie", "molWeight"],
+                key_seq_new=["molWeight"],
+                old_dict=spec_dict,
+                new_dict=target_wm_dict,
+                species=species,
+                type_name="float",
+            )
+            if status == "failure":
+                spec_dict["specie"] = target_wm_dict
+
+        # Thermo coeff
+        target_thermo_dict = {
+            "Cv": "$CpMixLiq",
+            "Hf": species_prop[species]["liquid"]["thermodynamics"]["Hf"],
+        }
+        if not "thermodynamics" in spec_dict:
+            spec_dict["thermodynamics"] = target_thermo_dict
+        else:
+            for thermo_key in ["Hf"]:
+                status = compare_old_new_prop(
+                    key_seq_old=["thermodynamics", thermo_key],
+                    key_seq_new=[thermo_key],
+                    old_dict=spec_dict,
+                    new_dict=target_thermo_dict,
+                    species=species,
+                    type_name="float",
+                )
+
+        thermo_properties[key_val] = spec_dict
+
+    return thermo_properties
+
+
+def write_species_properties(case_dir: str, phase: str = "gas") -> None:
+    """
+    Write thermo properties open foam dict
+
+    Parameters
+    ----------
+    case_dir: str
+        Path to OpenFOAM case
+    phase: str
+        Name of phase where to find the species
+    """
+    logger.debug(f"Writing properties for phase '{phase}' in case {case_dir}")
+    species_name = get_species_name(case_dir=case_dir, phase=phase)
+    species_prop = get_species_properties(species_name)
+    thermo_properties_file = os.path.join(
+        case_dir, "constant", f"thermophysicalProperties.{phase}"
+    )
+    thermo_properties = read_openfoam_dict(thermo_properties_file)
+    pair_species_keys = get_species_key_pair(
+        thermo_properties=thermo_properties, species_name=species_name
+    )
+    if phase == "gas":
+        thermo_properties_update = update_gas_thermo_prop(
+            thermo_properties, species_prop, pair_species_keys
+        )
+    if phase == "liquid":
+        thermo_properties_update = update_liq_thermo_prop(
+            thermo_properties, species_prop, pair_species_keys
+        )
+    filename = os.path.join(
+        case_dir, "constant", f"thermophysicalProperties_up.{phase}"
+    )
+    write_openfoam_dict(thermo_properties_update, filename=filename)
+
+
+# def write_thermo_properties(case_dir:str, phase:str="gas") -> None:
+
+
+if __name__ == "__main__":
+    from bird import BIRD_DIR
+
+    case_dir = os.path.join(BIRD_DIR, "../experimental_cases/deckwer17")
+    write_species_properties(case_dir, phase="gas")
+    write_species_properties(case_dir, phase="liquid")
+    # fill_global_prop(os.path.join(BIRD_DIR,"../experimental_cases_new/disengagement/bubble_column_pbe_20L/"))
+    # fill_global_prop(os.path.join(BIRD_DIR, "../experimental_cases_new/deckwer17"))
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 554080c4..3db9f604 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -558,7 +558,13 @@ def tokenize(text: str) -> list[str]:
         List of tokens.
     """
     text = re.sub(r"([{}();])", r" \1 ", text)
+    text = re.sub(r'"\s*\(\s*([^)]+?)\s*\)\s*"', r'"(\1)"', text)
+
     token_list = text.split()
+
+    # print(token_list)
+    # print(text)
+
     return token_list
 
 
@@ -663,7 +669,7 @@ def parse_block(index: int) -> tuple:
     return parsed
 
 
-def parse_openfoam_dict(filename: str) -> dict:
+def read_openfoam_dict(filename: str) -> dict:
     """
     Parse OpenFOAM dictionary into a python dictionary
 
@@ -685,7 +691,7 @@ def parse_openfoam_dict(filename: str) -> dict:
     return foam_dict
 
 
-def write_openfoam_dict(d: dict, filename: str, indent: int = 0) -> None:
+def write_openfoam_dict(data: dict, filename: str, indent: int = 0) -> None:
     """
     Save a Python dictionary back to an OpenFOAM-style file.
 
@@ -699,28 +705,52 @@ def write_openfoam_dict(d: dict, filename: str, indent: int = 0) -> None:
         Number of indentation space
     """
 
-    lines = []
-
-    indent_str = " " * indent
-
-    for key, value in d.items():
+    def write_block(f, key, value, indent=0):
+        pad = " " * indent
         if isinstance(value, dict):
-            lines.append(f"{indent_str}{key}")
-            lines.append(f"{indent_str}{{")
-            lines.extend(write_openfoam_dict(value, indent + 4))
-            lines.append(f"{indent_str}}}")
+            f.write(f"{pad}{key}\n{pad}{{\n")
+            for k, v in value.items():
+                write_block(f, k, v, indent + 4)
+            f.write(f"{pad}}}\n")
         elif isinstance(value, list):
-            lines.append(f"{indent_str}{key}")
-            lines.append(f"{indent_str}(")
-            for item in value:
-                lines.append(f"{indent_str}    {item}")
-            lines.append(f"{indent_str});")
+            if all(isinstance(v, str) for v in value):
+                f.write(f"{pad}{key}\n{pad}(\n")
+                for v in value:
+                    f.write(f"{pad}    {v}\n")
+                f.write(f"{pad});\n")
+            else:
+                # assume list of numbers for OpenFOAM vectors
+                joined = " ".join(value)
+                f.write(f"{pad}{key}    ( {joined} );\n")
         else:
-            lines.append(f"{indent_str}{key}    {value};")
+            f.write(f"{pad}{key}    {value};\n")
 
     with open(filename, "w") as f:
-        lines = write_openfoam_dict(foam_dict)
-        f.write("\n".join(lines))
+        # Write OpenFOAM header
+        f.write(
+            r"""/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+"""
+        )
+        # Write FoamFile block first
+        foam_file = data.pop("FoamFile", None)
+        if foam_file:
+            write_block(f, "FoamFile", foam_file)
+        f.write(
+            "// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //\n\n"
+        )
+
+        # Then write the rest of the blocks
+        for key, value in data.items():
+            write_block(f, key, value)
+            f.write("\n")
+
+        # Write OpenFOAM footer
         f.write(
-            "\n\n// ************************************************************************* //\n"
+            "// ************************************************************************* //\n"
         )
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index 9f721c50..42dc0e84 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -59,7 +59,7 @@ Again, this is used in ``bird.postprocess.post_quantities`` in the ``compute_sup
 Read dictionaries
 ------------
 
-We provide a function ``parse_openfoam_dict`` in ``bird.utilities.ofio`` that can parse OpenFOAM dictionaries. The function requires a lot of special characters handling but works for processing basic dictionaries needed to manage OpenFOAM cases (``controlDict``, ``setFieldsDict``, ``phaseProperties``, ``thermophysicalProperties``, ``momentumTransport``, ...)
+We provide a function ``read_openfoam_dict`` in ``bird.utilities.ofio`` that can parse OpenFOAM dictionaries. The function requires a lot of special characters handling but works for processing basic dictionaries needed to manage OpenFOAM cases (``controlDict``, ``setFieldsDict``, ``phaseProperties``, ``thermophysicalProperties``, ``momentumTransport``, ...)
 
 
 Generate cases
diff --git a/experimental_cases/deckwer17/run.sh b/experimental_cases/deckwer17/run.sh
index 7c667d34..2386dc85 100755
--- a/experimental_cases/deckwer17/run.sh
+++ b/experimental_cases/deckwer17/run.sh
@@ -18,6 +18,10 @@ if ! type "python" &> /dev/null; then
 else
     # Generate blockmeshDict
     python ../../applications/write_block_cyl_mesh.py -i ../../bird/meshing/block_cyl_mesh_templates/coflowing/input.json  -t ../../bird/meshing/block_cyl_mesh_templates/coflowing/topology.json -o system
+   
+    # Generate species thermo properties
+    python ../../applications/write_species_thermo_prop.py -cf .
+
 fi
 
 
diff --git a/experimental_cases/deckwer19/run.sh b/experimental_cases/deckwer19/run.sh
index 4bb7ca5f..d93e02c2 100755
--- a/experimental_cases/deckwer19/run.sh
+++ b/experimental_cases/deckwer19/run.sh
@@ -17,6 +17,10 @@ if ! type "python" &> /dev/null; then
 else
     # Generate blockmeshDict
     python ../../applications/write_block_cyl_mesh.py -i ../../bird/meshing/block_cyl_mesh_templates/coflowing/input.json  -t ../../bird/meshing/block_cyl_mesh_templates/coflowing/topology.json -o system
+
+    # Generate species thermo properties
+    python ../../applications/write_species_thermo_prop.py -cf .
+
 fi
 
 
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh b/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
index f7db7b17..e26e5127 100755
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/presteps.sh
@@ -23,6 +23,9 @@ python $BIRD_HOME/../applications/write_block_cyl_mesh.py -i system/mesh.json -t
 # Generate boundary stl
 python $BIRD_HOME/../applications/write_stl_patch.py -i system/inlets_outlets.json
 
+# Generate species thermo properties
+python $BIRD_HOME/../applications/write_species_thermo_prop.py -cf .
+
 echo PRESTEP 2
 # Mesh gen
 blockMesh -dict system/blockMeshDict
diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
index 6b539d92..b8051d24 100644
--- a/tests/io/test_read_foam_dict.py
+++ b/tests/io/test_read_foam_dict.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from bird.utilities.ofio import parse_openfoam_dict
+from bird.utilities.ofio import read_openfoam_dict
 
 
 def test_read_phaseProperties():
@@ -19,7 +19,7 @@ def test_read_phaseProperties():
         "constant",
     )
     # Read non uniform field
-    foam_dict = parse_openfoam_dict(
+    foam_dict = read_openfoam_dict(
         filename=os.path.join(const_folder, "phaseProperties")
     )
 
@@ -54,7 +54,7 @@ def test_read_thermophysicalProperties():
         "constant",
     )
     # Read non uniform field
-    foam_dict = parse_openfoam_dict(
+    foam_dict = read_openfoam_dict(
         filename=os.path.join(const_folder, "thermophysicalProperties.gas")
     )
 
@@ -78,7 +78,7 @@ def test_read_momentumTransport():
         "constant",
     )
     # Read non uniform field
-    foam_dict = parse_openfoam_dict(
+    foam_dict = read_openfoam_dict(
         filename=os.path.join(const_folder, "momentumTransport.gas")
     )
 
@@ -99,7 +99,7 @@ def test_read_controlDict():
         "system",
     )
     # Read non uniform field
-    foam_dict = parse_openfoam_dict(
+    foam_dict = read_openfoam_dict(
         filename=os.path.join(syst_folder, "controlDict")
     )
 
diff --git a/tutorial_cases/bubble_column_20L/presteps.sh b/tutorial_cases/bubble_column_20L/presteps.sh
index 1ac2a84c..0c8bc08f 100755
--- a/tutorial_cases/bubble_column_20L/presteps.sh
+++ b/tutorial_cases/bubble_column_20L/presteps.sh
@@ -22,6 +22,9 @@ python $BIRD_HOME/../applications/write_block_cyl_mesh.py -i system/mesh.json -t
 # Generate boundary stl
 python $BIRD_HOME/../applications/write_stl_patch.py -i system/inlets_outlets.json
 
+# Generate species thermo properties
+python $BIRD_HOME/../applications/write_species_thermo_prop.py -cf .
+
 echo PRESTEP 2
 # Mesh gen
 blockMesh -dict system/blockMeshDict
diff --git a/tutorial_cases/bubble_column_20L/run.sh b/tutorial_cases/bubble_column_20L/run.sh
index 4a76e6ad..e9583c21 100755
--- a/tutorial_cases/bubble_column_20L/run.sh
+++ b/tutorial_cases/bubble_column_20L/run.sh
@@ -15,6 +15,10 @@ python ../../applications/write_block_cyl_mesh.py -i system/mesh.json -t system/
 # Generate boundary stl
 python ../../applications/write_stl_patch.py -i system/inlets_outlets.json
 
+# Generate species thermo properties
+python ../../applications/write_species_thermo_prop.py -cf .
+
+
 echo PRESTEP 2
 # Mesh gen
 blockMesh -dict system/blockMeshDict
diff --git a/tutorial_cases/loop_reactor_mixing/presteps.sh b/tutorial_cases/loop_reactor_mixing/presteps.sh
index fde6546f..bfcff75f 100644
--- a/tutorial_cases/loop_reactor_mixing/presteps.sh
+++ b/tutorial_cases/loop_reactor_mixing/presteps.sh
@@ -24,6 +24,9 @@ python /projects/gas2fuels/BioReactorDesign/applications/write_stl_patch.py -i s
 python /projects/gas2fuels/BioReactorDesign/applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
 #python ../../../applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
 
+# Generate species thermo properties
+python /projects/gas2fuels/BioReactorDesign//applications/write_species_thermo_prop.py -cf .
+
 echo PRESTEP 2
 # Mesh gen
 blockMesh -dict system/blockMeshDict
diff --git a/tutorial_cases/loop_reactor_mixing/run.sh b/tutorial_cases/loop_reactor_mixing/run.sh
index 19458495..25251599 100644
--- a/tutorial_cases/loop_reactor_mixing/run.sh
+++ b/tutorial_cases/loop_reactor_mixing/run.sh
@@ -20,6 +20,9 @@ python ../../applications/write_stl_patch.py -i system/inlets_outlets.json
 # Generate mixers
 python ../../applications/write_dynMix_fvModels.py -fs -i system/mixers.json -o constant
 
+# Generate species thermo properties
+python ../../applications/write_species_thermo_prop.py -cf .
+
 echo PRESTEP 2
 # Mesh gen
 blockMesh -dict system/blockMeshDict
diff --git a/tutorial_cases/loop_reactor_reacting/run.sh b/tutorial_cases/loop_reactor_reacting/run.sh
index 1749dd3f..c2edc9ab 100644
--- a/tutorial_cases/loop_reactor_reacting/run.sh
+++ b/tutorial_cases/loop_reactor_reacting/run.sh
@@ -14,6 +14,8 @@ python ../../applications/write_block_rect_mesh.py -i system/mesh.json -o system
 # Generate boundary stl
 python ../../applications/write_stl_patch.py -i system/inlets_outlets.json
 
+# Generate species thermo properties
+python ../../applications/write_species_thermo_prop.py -cf .
     
 # Mesh gen
 blockMesh -dict system/blockMeshDict
diff --git a/tutorial_cases/side_sparger/run.sh b/tutorial_cases/side_sparger/run.sh
index b88b1c3d..6e0cc5a6 100755
--- a/tutorial_cases/side_sparger/run.sh
+++ b/tutorial_cases/side_sparger/run.sh
@@ -19,6 +19,10 @@ else
     BIRD_DIR=`python -c "import bird; print(bird.BIRD_DIR)"`
     # Generate blockmeshDict
     python ../../applications/write_block_cyl_mesh.py -i ../../bird/meshing/block_cyl_mesh_templates/sideSparger/input.json  -t ../../bird/meshing/block_cyl_mesh_templates/sideSparger/topology.json -o system
+
+    # Generate species thermo properties
+    python ../../applications/write_species_thermo_prop.py -cf .
+
 fi
 
 
diff --git a/tutorial_cases/stirred_tank/run.sh b/tutorial_cases/stirred_tank/run.sh
index 6e4b240b..f85bbc4a 100644
--- a/tutorial_cases/stirred_tank/run.sh
+++ b/tutorial_cases/stirred_tank/run.sh
@@ -18,6 +18,10 @@ if ! type "python" &> /dev/null; then
 else
     # Generate blockmeshDict
     python ../../applications/write_stirred_tank_mesh.py -i ../../bird/meshing/stirred_tank_mesh_templates/base_tank/tank_par.yaml -o system/blockMeshDict
+  
+    # Generate species thermo properties
+    python ../../applications/write_species_thermo_prop.py -cf .
+
 fi
 
 

From 24c06d04a87abf2f5a209e3ceeb5967ef684dc46 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 12:47:30 -0600
Subject: [PATCH 116/275] overwrite

---
 bird/preprocess/species_gen/setup_thermo_prop.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 6cf01580..ee239e65 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -416,7 +416,7 @@ def write_species_properties(case_dir: str, phase: str = "gas") -> None:
             thermo_properties, species_prop, pair_species_keys
         )
     filename = os.path.join(
-        case_dir, "constant", f"thermophysicalProperties_up.{phase}"
+        case_dir, "constant", f"thermophysicalProperties.{phase}"
     )
     write_openfoam_dict(thermo_properties_update, filename=filename)
 

From 65df400803af796d64dcf2a6d0068e2888ae4132 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 13:00:10 -0600
Subject: [PATCH 117/275] include yaml in package and add doc string

---
 .../species_gen/setup_thermo_prop.py          | 52 ++++++++++++++-----
 setup.py                                      |  1 +
 2 files changed, 40 insertions(+), 13 deletions(-)

diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index ee239e65..4461c021 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -149,13 +149,38 @@ def get_species_key_pair(
 
 
 def compare_old_new_prop(
-    key_seq_old: list,
-    key_seq_new: list,
-    old_dict,
-    new_dict,
-    species,
+    key_seq_old: list[str],
+    key_seq_new: list[str],
+    old_dict: dict,
+    new_dict: dict,
+    species: str,
     type_name="float",
-):
+)->str:
+    """
+    Compare old and new thermo properties and report any mismatch
+
+    Parameters
+    ----------
+    key_seq_old: list[str]
+        Sequence of keys in the old dict that gives access to the old property value
+    key_seq_new: list[str]
+        Sequence of keys in the new dict that gives access to the new property value
+    old_dict: dict
+        Old dictionary of values
+    new_dict: dict
+        New dictionary of values
+    species: str
+        Name of the species (useful for reporting mismatch)
+    type_name: str
+        Name of the data type compared (useful for detecting mismatch).
+        Can be 'float' or 'list' for now
+
+    Returns
+    ----------
+    status: str
+        Whether comparison was succesful or not, allows for handling missing keys
+    """
+    status = ''
     try:
         old_val = old_dict
         for key in key_seq_old:
@@ -182,9 +207,10 @@ def compare_old_new_prop(
                 logger.warning(
                     f"{key_seq_old[-1]} of '{species}' updated from {old_val} to {new_val}"
                 )
-        return "success"
+        status = "success"
     except KeyError:
-        return "failure"
+        status = "failure"
+    return status
 
 
 def update_gas_thermo_prop(
@@ -227,7 +253,7 @@ def update_gas_thermo_prop(
                 species=species,
                 type_name="float",
             )
-            if status == "failure":
+            if status.lower() == "failure":
                 spec_dict["specie"] = target_wm_dict
 
         # Thermo coeff
@@ -269,7 +295,7 @@ def update_gas_thermo_prop(
                     species=species,
                     type_name="float",
                 )
-                if status == "failure":
+                if status.lower() == "failure":
                     spec_dict["thermodynamic"][thermo_key] = (
                         target_thermo_dict[thermo_key]
                     )
@@ -282,7 +308,7 @@ def update_gas_thermo_prop(
                     species=species,
                     type_name="list",
                 )
-                if status == "failure":
+                if status.lower() == "failure":
                     spec_dict["thermodynamic"][thermo_key] = (
                         target_thermo_dict[thermo_key]
                     )
@@ -304,7 +330,7 @@ def update_gas_thermo_prop(
                     species=species,
                     type_name="float",
                 )
-                if status == "failure":
+                if status.lower() == "failure":
                     spec_dict["transport"][trans_key] = target_transport_dict[
                         trans_key
                     ]
@@ -360,7 +386,7 @@ def update_liq_thermo_prop(
                 species=species,
                 type_name="float",
             )
-            if status == "failure":
+            if status.lower() == "failure":
                 spec_dict["specie"] = target_wm_dict
 
         # Thermo coeff
diff --git a/setup.py b/setup.py
index d98a2918..61812387 100644
--- a/setup.py
+++ b/setup.py
@@ -34,6 +34,7 @@
     package_data={
         "": [
             "*requirements.txt",
+            "*.yaml",
         ]
     },
     extras_require={

From 19de4a4614c8d30d44346777bab6e15ed106abcd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 13:01:26 -0600
Subject: [PATCH 118/275] format

---
 bird/preprocess/species_gen/setup_thermo_prop.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 4461c021..64ce99a0 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -155,7 +155,7 @@ def compare_old_new_prop(
     new_dict: dict,
     species: str,
     type_name="float",
-)->str:
+) -> str:
     """
     Compare old and new thermo properties and report any mismatch
 
@@ -178,9 +178,9 @@ def compare_old_new_prop(
     Returns
     ----------
     status: str
-        Whether comparison was succesful or not, allows for handling missing keys
+        Whether comparison was successful or not, allows for handling missing keys
     """
-    status = ''
+    status = ""
     try:
         old_val = old_dict
         for key in key_seq_old:

From b85645def936b5eb9ab43b615426355bdbf5d927 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 13:53:46 -0600
Subject: [PATCH 119/275] don't run the stirred tank since it is using nbutanol
 here

---
 bird/constants/h2o.yaml                       |   6 +-
 .../species_gen/setup_thermo_prop.py          | 117 ++++++++++++------
 tutorial_cases/stirred_tank/run.sh            |   2 +-
 3 files changed, 83 insertions(+), 42 deletions(-)

diff --git a/bird/constants/h2o.yaml b/bird/constants/h2o.yaml
index 9711fa5f..f5cb268c 100644
--- a/bird/constants/h2o.yaml
+++ b/bird/constants/h2o.yaml
@@ -26,7 +26,7 @@ gas:
         Tcommon: 1000
         highCpCoeffs: 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701
         lowCpCoeffs: 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 
-        transport:
-            As: 1.456e-06
-            Ts: 273
+    transport:
+        As: 1.456e-06
+        Ts: 273
         
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 64ce99a0..34a2b59b 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -49,9 +49,12 @@ def get_species_name(case_dir: str, phase: str = "gas") -> list[str]:
     check_phase_name(phase)
     logger.debug(f"Finding species in phase '{phase}'")
 
+    breakpoint()
+    print(f"thermophysicalProperties.{phase}")
     thermo_properties = read_openfoam_dict(
         os.path.join(case_dir, "constant", f"thermophysicalProperties.{phase}")
     )
+    breakpoint()
 
     try:
         species = thermo_properties["species"]
@@ -154,6 +157,7 @@ def compare_old_new_prop(
     old_dict: dict,
     new_dict: dict,
     species: str,
+    phase: str,
     type_name="float",
 ) -> str:
     """
@@ -171,6 +175,8 @@ def compare_old_new_prop(
         New dictionary of values
     species: str
         Name of the species (useful for reporting mismatch)
+    phase: str
+        Name of the phase (useful for reporting mismatch)
     type_name: str
         Name of the data type compared (useful for detecting mismatch).
         Can be 'float' or 'list' for now
@@ -180,6 +186,9 @@ def compare_old_new_prop(
     status: str
         Whether comparison was successful or not, allows for handling missing keys
     """
+
+    assert type_name in ["float", "list"]
+
     status = ""
     try:
         old_val = old_dict
@@ -200,12 +209,12 @@ def compare_old_new_prop(
         if type_name == "float":
             if not abs(old_val - new_val) < 1e-12:
                 logger.warning(
-                    f"{key_seq_old[-1]} of '{species}' updated from {old_val} to {new_val}"
+                    f"{key_seq_old[-1]} of '{species}' ({phase}) updated from {old_val} to {new_val}"
                 )
         elif type_name == "list":
             if not np.linalg.norm(old_val - new_val) < 1e-12:
                 logger.warning(
-                    f"{key_seq_old[-1]} of '{species}' updated from {old_val} to {new_val}"
+                    f"{key_seq_old[-1]} of '{species}' ({phase}) updated from {old_val} to {new_val}"
                 )
         status = "success"
     except KeyError:
@@ -251,37 +260,54 @@ def update_gas_thermo_prop(
                 old_dict=spec_dict,
                 new_dict=target_wm_dict,
                 species=species,
+                phase="gas",
                 type_name="float",
             )
+            spec_dict["specie"]["molWeight"] = target_wm_dict["molWeight"]
             if status.lower() == "failure":
                 spec_dict["specie"] = target_wm_dict
 
         # Thermo coeff
-        target_thermo_dict = {
-            "Tlow": str(
+        thermo_keys = []
+        thermo_keys_cp_coeff = []
+        target_thermo_dict = {}
+        if "Tlow" in species_prop[species]["gas"]["thermodynamics"]:
+            target_thermo_dict["Tlow"] = str(
                 species_prop[species]["gas"]["thermodynamics"]["Tlow"]
-            ),
-            "Thigh": str(
-                species_prop[species]["gas"]["thermodynamics"]["Thigh"]
-            ),
-            "highCpCoeffs": "( "
-            + str(
-                species_prop[species]["gas"]["thermodynamics"]["highCpCoeffs"]
             )
-            + " )",
-            "lowCpCoeffs": "( "
-            + str(
-                species_prop[species]["gas"]["thermodynamics"]["lowCpCoeffs"]
+            thermo_keys.append("Tlow")
+        if "Thigh" in species_prop[species]["gas"]["thermodynamics"]:
+            target_thermo_dict["Thigh"] = str(
+                species_prop[species]["gas"]["thermodynamics"]["Thigh"]
             )
-            + " )",
-        }
+            thermo_keys.append("Thigh")
         if "Tcommon" in species_prop[species]["gas"]["thermodynamics"]:
             target_thermo_dict["Tcommon"] = str(
                 species_prop[species]["gas"]["thermodynamics"]["Tcommon"]
             )
-            thermo_keys = ["Tlow", "Thigh", "Tcommon"]
-        else:
-            thermo_keys = ["Tlow", "Thigh"]
+            thermo_keys.append("Tcommon")
+        if "highCpCoeffs" in species_prop[species]["gas"]["thermodynamics"]:
+            target_thermo_dict["highCpCoeffs"] = (
+                "( "
+                + str(
+                    species_prop[species]["gas"]["thermodynamics"][
+                        "highCpCoeffs"
+                    ]
+                )
+                + " )"
+            )
+            thermo_keys_cp_coeff.append("highCpCoeffs")
+        if "lowCpCoeffs" in species_prop[species]["gas"]["thermodynamics"]:
+            target_thermo_dict["lowCpCoeffs"] = (
+                "( "
+                + str(
+                    species_prop[species]["gas"]["thermodynamics"][
+                        "lowCpCoeffs"
+                    ]
+                )
+                + " )"
+            )
+            thermo_keys_cp_coeff.append("lowCpCoeffs")
 
         if not "thermodynamics" in spec_dict:
             spec_dict["thermodynamics"] = target_thermo_dict
@@ -293,47 +319,56 @@ def update_gas_thermo_prop(
                     old_dict=spec_dict,
                     new_dict=target_thermo_dict,
                     species=species,
+                    phase="gas",
                     type_name="float",
                 )
-                if status.lower() == "failure":
-                    spec_dict["thermodynamic"][thermo_key] = (
-                        target_thermo_dict[thermo_key]
-                    )
-            for thermo_key in ["highCpCoeffs", "lowCpCoeffs"]:
+                spec_dict["thermodynamics"][thermo_key] = target_thermo_dict[
+                    thermo_key
+                ]
+
+            for thermo_key in thermo_keys_cp_coeff:
                 status = compare_old_new_prop(
                     key_seq_old=["thermodynamics", thermo_key],
                     key_seq_new=[thermo_key],
                     old_dict=spec_dict,
                     new_dict=target_thermo_dict,
                     species=species,
+                    phase="gas",
                     type_name="list",
                 )
-                if status.lower() == "failure":
-                    spec_dict["thermodynamic"][thermo_key] = (
-                        target_thermo_dict[thermo_key]
-                    )
+                spec_dict["thermodynamics"][thermo_key] = target_thermo_dict[
+                    thermo_key
+                ]
 
         # Transport coeff
-        target_transport_dict = {
-            "As": str(species_prop[species]["gas"]["transport"]["As"]),
-            "Ts": str(species_prop[species]["gas"]["transport"]["Ts"]),
-        }
+        transport_keys = []
+        target_transport_dict = {}
+        if "As" in species_prop[species]["gas"]["transport"]:
+            target_transport_dict["As"] = str(
+                species_prop[species]["gas"]["transport"]["As"]
+            )
+            transport_keys.append("As")
+        if "Ts" in species_prop[species]["gas"]["transport"]:
+            target_transport_dict["Ts"] = str(
+                species_prop[species]["gas"]["transport"]["Ts"]
+            )
+            transport_keys.append("Ts")
         if not "transport" in spec_dict:
             spec_dict["transport"] = target_transport_dict
         else:
-            for trans_key in ["As", "Ts"]:
+            for trans_key in transport_keys:
                 status = compare_old_new_prop(
                     key_seq_old=["transport", trans_key],
                     key_seq_new=[trans_key],
                     old_dict=spec_dict,
                     new_dict=target_transport_dict,
                     species=species,
+                    phase="gas",
                     type_name="float",
                 )
-                if status.lower() == "failure":
-                    spec_dict["transport"][trans_key] = target_transport_dict[
-                        trans_key
-                    ]
+                spec_dict["transport"][trans_key] = target_transport_dict[
+                    trans_key
+                ]
 
         # Elements
         target_element_dict = species_prop[species]["specie"]["elements"]
@@ -384,8 +419,10 @@ def update_liq_thermo_prop(
                 old_dict=spec_dict,
                 new_dict=target_wm_dict,
                 species=species,
+                phase="liquid",
                 type_name="float",
             )
+            spec_dict["specie"]["molWeight"] = target_wm_dict["molWeight"]
             if status.lower() == "failure":
                 spec_dict["specie"] = target_wm_dict
 
@@ -404,8 +441,12 @@ def update_liq_thermo_prop(
                     old_dict=spec_dict,
                     new_dict=target_thermo_dict,
                     species=species,
+                    phase="liquid",
                     type_name="float",
                 )
+                spec_dict["thermodynamics"][thermo_key] = target_thermo_dict[
+                    thermo_key
+                ]
 
         thermo_properties[key_val] = spec_dict
 
diff --git a/tutorial_cases/stirred_tank/run.sh b/tutorial_cases/stirred_tank/run.sh
index f85bbc4a..454a3bd1 100644
--- a/tutorial_cases/stirred_tank/run.sh
+++ b/tutorial_cases/stirred_tank/run.sh
@@ -20,7 +20,7 @@ else
     python ../../applications/write_stirred_tank_mesh.py -i ../../bird/meshing/stirred_tank_mesh_templates/base_tank/tank_par.yaml -o system/blockMeshDict
   
     # Generate species thermo properties
-    python ../../applications/write_species_thermo_prop.py -cf .
+    # python ../../applications/write_species_thermo_prop.py -cf .
 
 fi
 

From 1a3bd5d4335c45ac209d435185e97b1f2a5f1b17 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 14:39:59 -0600
Subject: [PATCH 120/275] remove rogue breakpoint

---
 bird/preprocess/species_gen/setup_thermo_prop.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 34a2b59b..cbd70b04 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -49,12 +49,9 @@ def get_species_name(case_dir: str, phase: str = "gas") -> list[str]:
     check_phase_name(phase)
     logger.debug(f"Finding species in phase '{phase}'")
 
-    breakpoint()
-    print(f"thermophysicalProperties.{phase}")
     thermo_properties = read_openfoam_dict(
         os.path.join(case_dir, "constant", f"thermophysicalProperties.{phase}")
     )
-    breakpoint()
 
     try:
         species = thermo_properties["species"]

From 9c4d4f23c6d32a7a2f735eb5916a49ddaef5c10b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 15:02:10 -0600
Subject: [PATCH 121/275] modify the yaml file so the loop reactor cases are
 unchanged

---
 bird/constants/co2.yaml  |  4 ++--
 bird/constants/h2o.yaml  |  2 +-
 bird/constants/n2.yaml   |  6 ++++--
 bird/constants/nbut.yaml | 31 +++++++++++++++++++++++++++++++
 4 files changed, 38 insertions(+), 5 deletions(-)
 create mode 100644 bird/constants/nbut.yaml

diff --git a/bird/constants/co2.yaml b/bird/constants/co2.yaml
index aed9085c..83fa4c0e 100644
--- a/bird/constants/co2.yaml
+++ b/bird/constants/co2.yaml
@@ -28,7 +28,7 @@ gas:
         highCpCoeffs: 3.85746029 0.00441437026 -2.21481404e-06 5.23490188e-10 -4.72084164e-14 -48759.166 2.27163806
         lowCpCoeffs: 2.35677352 0.00898459677 -7.12356269e-06 2.45919022e-09 -1.43699548e-13 -48371.9697 9.90105222
     transport:
-        As: 1.652e-06
-        Ts: 273
+        As: 1.572e-06
+        Ts: 240
     
      
diff --git a/bird/constants/h2o.yaml b/bird/constants/h2o.yaml
index f5cb268c..ca252b77 100644
--- a/bird/constants/h2o.yaml
+++ b/bird/constants/h2o.yaml
@@ -1,7 +1,7 @@
 name: H2O
 
 specie:
-     molWeight: 18.01534
+     molWeight: 18.0153
      elements:
          H: 2
          O: 1
diff --git a/bird/constants/n2.yaml b/bird/constants/n2.yaml
index 4ec7d79c..94b0a8d1 100644
--- a/bird/constants/n2.yaml
+++ b/bird/constants/n2.yaml
@@ -24,5 +24,7 @@ gas:
         highCpCoeffs: 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528
         lowCpCoeffs:  3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372
     transport:
-        As: 1.688e-06
-        Ts: 273
+        #As: 1.688e-06
+        #Ts: 273
+        As: 1.512e-06
+        Ts: 120
diff --git a/bird/constants/nbut.yaml b/bird/constants/nbut.yaml
new file mode 100644
index 00000000..f7465c1c
--- /dev/null
+++ b/bird/constants/nbut.yaml
@@ -0,0 +1,31 @@
+name: nbut
+
+specie:
+     molWeight: 74.12
+     elements:
+         C: 4
+         H: 10
+         O: 1
+
+
+liquid:
+    CpMixLiq: "2359.8"
+    muMixLiq: '0.0029' # Viscosity (Pa.s)
+    kThermLiq: "0.167" # thermal conductivity (W/mK)
+    rho0MixLiq: "810" # density (kg/m3)
+    sigmaLiq: "0.023" # surface tension (N/m)
+    WC_psi: "1.5"
+    thermodynamics:
+         Hf:  "-15857343"
+    transport:
+         Pr:  "$PrMixLiq"
+
+
+gas:
+    thermodynamics:
+        Hf: "-4419589.85429034;" #J/kg
+        Cp: 2359.8
+    transport:
+        mu:  "$muMixGas"
+        Pr:  "$PrMixGas"
+        

From 111ab0a0f254df1af409a411418dd44bd373d50c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 15:51:02 -0600
Subject: [PATCH 122/275] explicit spec name variable

---
 .../species_gen/setup_thermo_prop.py          |  93 +++++++-------
 tests/preprocess/test_spec_thermo_gen.py      | 114 ++++++++++++++++++
 2 files changed, 159 insertions(+), 48 deletions(-)
 create mode 100644 tests/preprocess/test_spec_thermo_gen.py

diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index cbd70b04..eaf96732 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -96,13 +96,13 @@ def get_species_properties(species_name: list[str]) -> dict:
     """
     logger.debug(f"Reading properties of {species_name} from {BIRD_CONST_DIR}")
     species_prop = {}
-    for species in species_name:
-        if species == "water":
+    for spec_name in species_name:
+        if spec_name == "water":
             species_file = "h2o.yaml"
         else:
-            species_file = species.lower() + ".yaml"
+            species_file = spec_name.lower() + ".yaml"
         species_dict = parse_yaml(os.path.join(BIRD_CONST_DIR, species_file))
-        species_prop[species] = species_dict
+        species_prop[spec_name] = species_dict
     return species_prop
 
 
@@ -127,22 +127,22 @@ def get_species_key_pair(
 
     pair_species_keys = {}
 
-    for species in species_name:
-        if species in list(thermo_properties.keys()):
-            pair_species_keys[species] = species
+    for spec_name in species_name:
+        if spec_name in list(thermo_properties.keys()):
+            pair_species_keys[spec_name] = spec_name
         else:
             found = False
             for key in list(thermo_properties.keys()):
-                if species in key:
-                    pair_species_keys[species] = key
-                    logger.debug(f"Found '{species}' in {key}")
+                if spec_name in key:
+                    pair_species_keys[spec_name] = key
+                    logger.debug(f"Found '{spec_name}' in {key}")
                     found = True
                     break
             if not found:
-                thermo_properties[species] = {}
-                pair_species_keys[species] = species
+                thermo_properties[spec_name] = {}
+                pair_species_keys[spec_name] = spec_name
                 logger.warning(
-                    f"Could not find species '{species}' info in {thermo_properties_file}"
+                    f"Could not find species '{spec_name}' info in {thermo_properties_file}"
                 )
 
     return pair_species_keys
@@ -153,7 +153,7 @@ def compare_old_new_prop(
     key_seq_new: list[str],
     old_dict: dict,
     new_dict: dict,
-    species: str,
+    spec_name: str,
     phase: str,
     type_name="float",
 ) -> str:
@@ -170,7 +170,7 @@ def compare_old_new_prop(
         Old dictionary of values
     new_dict: dict
         New dictionary of values
-    species: str
+    spec_name: str
         Name of the species (useful for reporting mismatch)
     phase: str
         Name of the phase (useful for reporting mismatch)
@@ -206,12 +206,12 @@ def compare_old_new_prop(
         if type_name == "float":
             if not abs(old_val - new_val) < 1e-12:
                 logger.warning(
-                    f"{key_seq_old[-1]} of '{species}' ({phase}) updated from {old_val} to {new_val}"
+                    f"{key_seq_old[-1]} of '{spec_name}' ({phase}) updated from {old_val} to {new_val}"
                 )
         elif type_name == "list":
             if not np.linalg.norm(old_val - new_val) < 1e-12:
                 logger.warning(
-                    f"{key_seq_old[-1]} of '{species}' ({phase}) updated from {old_val} to {new_val}"
+                    f"{key_seq_old[-1]} of '{spec_name}' ({phase}) updated from {old_val} to {new_val}"
                 )
         status = "success"
     except KeyError:
@@ -241,12 +241,12 @@ def update_gas_thermo_prop(
     """
     species_name = list(pair_species_keys.keys())
 
-    for species in species_name:
-        key_val = pair_species_keys[species]
+    for spec_name in species_name:
+        key_val = pair_species_keys[spec_name]
         spec_dict = thermo_properties[key_val]
         # Molecular weight
         target_wm_dict = {
-            "molWeight": str(species_prop[species]["specie"]["molWeight"])
+            "molWeight": str(species_prop[spec_name]["specie"]["molWeight"])
         }
         if not "specie" in spec_dict:
             spec_dict["specie"] = target_wm_dict
@@ -256,7 +256,7 @@ def update_gas_thermo_prop(
                 key_seq_new=["molWeight"],
                 old_dict=spec_dict,
                 new_dict=target_wm_dict,
-                species=species,
+                spec_name=spec_name,
                 phase="gas",
                 type_name="float",
             )
@@ -268,37 +268,37 @@ def update_gas_thermo_prop(
         thermo_keys = []
         thermo_keys_cp_coeff = []
         target_thermo_dict = {}
-        if "Tlow" in species_prop[species]["gas"]["thermodynamics"]:
+        if "Tlow" in species_prop[spec_name]["gas"]["thermodynamics"]:
             target_thermo_dict["Tlow"] = str(
-                species_prop[species]["gas"]["thermodynamics"]["Tlow"]
+                species_prop[spec_name]["gas"]["thermodynamics"]["Tlow"]
             )
             thermo_keys.append("Tlow")
-        if "Thigh" in species_prop[species]["gas"]["thermodynamics"]:
+        if "Thigh" in species_prop[spec_name]["gas"]["thermodynamics"]:
             target_thermo_dict["Thigh"] = str(
-                species_prop[species]["gas"]["thermodynamics"]["Thigh"]
+                species_prop[spec_name]["gas"]["thermodynamics"]["Thigh"]
             )
             thermo_keys.append("Thigh")
-        if "Tcommon" in species_prop[species]["gas"]["thermodynamics"]:
+        if "Tcommon" in species_prop[spec_name]["gas"]["thermodynamics"]:
             target_thermo_dict["Tcommon"] = str(
-                species_prop[species]["gas"]["thermodynamics"]["Tcommon"]
+                species_prop[spec_name]["gas"]["thermodynamics"]["Tcommon"]
             )
             thermo_keys.append("Tcommon")
-        if "highCpCoeffs" in species_prop[species]["gas"]["thermodynamics"]:
+        if "highCpCoeffs" in species_prop[spec_name]["gas"]["thermodynamics"]:
             target_thermo_dict["highCpCoeffs"] = (
                 "( "
                 + str(
-                    species_prop[species]["gas"]["thermodynamics"][
+                    species_prop[spec_name]["gas"]["thermodynamics"][
                         "highCpCoeffs"
                     ]
                 )
                 + " )"
             )
             thermo_keys_cp_coeff.append("highCpCoeffs")
-        if "lowCpCoeffs" in species_prop[species]["gas"]["thermodynamics"]:
+        if "lowCpCoeffs" in species_prop[spec_name]["gas"]["thermodynamics"]:
             target_thermo_dict["lowCpCoeffs"] = (
                 "( "
                 + str(
-                    species_prop[species]["gas"]["thermodynamics"][
+                    species_prop[spec_name]["gas"]["thermodynamics"][
                         "lowCpCoeffs"
                     ]
                 )
@@ -315,7 +315,7 @@ def update_gas_thermo_prop(
                     key_seq_new=[thermo_key],
                     old_dict=spec_dict,
                     new_dict=target_thermo_dict,
-                    species=species,
+                    spec_name=spec_name,
                     phase="gas",
                     type_name="float",
                 )
@@ -329,7 +329,7 @@ def update_gas_thermo_prop(
                     key_seq_new=[thermo_key],
                     old_dict=spec_dict,
                     new_dict=target_thermo_dict,
-                    species=species,
+                    spec_name=spec_name,
                     phase="gas",
                     type_name="list",
                 )
@@ -340,14 +340,14 @@ def update_gas_thermo_prop(
         # Transport coeff
         transport_keys = []
         target_transport_dict = {}
-        if "As" in species_prop[species]["gas"]["transport"]:
+        if "As" in species_prop[spec_name]["gas"]["transport"]:
             target_transport_dict["As"] = str(
-                species_prop[species]["gas"]["transport"]["As"]
+                species_prop[spec_name]["gas"]["transport"]["As"]
             )
             transport_keys.append("As")
-        if "Ts" in species_prop[species]["gas"]["transport"]:
+        if "Ts" in species_prop[spec_name]["gas"]["transport"]:
             target_transport_dict["Ts"] = str(
-                species_prop[species]["gas"]["transport"]["Ts"]
+                species_prop[spec_name]["gas"]["transport"]["Ts"]
             )
             transport_keys.append("Ts")
         if not "transport" in spec_dict:
@@ -359,7 +359,7 @@ def update_gas_thermo_prop(
                     key_seq_new=[trans_key],
                     old_dict=spec_dict,
                     new_dict=target_transport_dict,
-                    species=species,
+                    spec_name=spec_name,
                     phase="gas",
                     type_name="float",
                 )
@@ -368,7 +368,7 @@ def update_gas_thermo_prop(
                 ]
 
         # Elements
-        target_element_dict = species_prop[species]["specie"]["elements"]
+        target_element_dict = species_prop[spec_name]["specie"]["elements"]
         if not "elements" in spec_dict:
             spec_dict["elements"] = target_element_dict
 
@@ -399,13 +399,13 @@ def update_liq_thermo_prop(
     """
 
     species_name = list(pair_species_keys.keys())
-    for species in species_name:
-        key_val = pair_species_keys[species]
+    for spec_name in species_name:
+        key_val = pair_species_keys[spec_name]
         spec_dict = thermo_properties[key_val]
 
         # Molecular weight
         target_wm_dict = {
-            "molWeight": str(species_prop[species]["specie"]["molWeight"])
+            "molWeight": str(species_prop[spec_name]["specie"]["molWeight"])
         }
         if not "specie" in spec_dict:
             spec_dict["specie"] = target_wm_dict
@@ -415,7 +415,7 @@ def update_liq_thermo_prop(
                 key_seq_new=["molWeight"],
                 old_dict=spec_dict,
                 new_dict=target_wm_dict,
-                species=species,
+                spec_name=spec_name,
                 phase="liquid",
                 type_name="float",
             )
@@ -426,7 +426,7 @@ def update_liq_thermo_prop(
         # Thermo coeff
         target_thermo_dict = {
             "Cv": "$CpMixLiq",
-            "Hf": species_prop[species]["liquid"]["thermodynamics"]["Hf"],
+            "Hf": species_prop[spec_name]["liquid"]["thermodynamics"]["Hf"],
         }
         if not "thermodynamics" in spec_dict:
             spec_dict["thermodynamics"] = target_thermo_dict
@@ -437,7 +437,7 @@ def update_liq_thermo_prop(
                     key_seq_new=[thermo_key],
                     old_dict=spec_dict,
                     new_dict=target_thermo_dict,
-                    species=species,
+                    spec_name=spec_name,
                     phase="liquid",
                     type_name="float",
                 )
@@ -485,9 +485,6 @@ def write_species_properties(case_dir: str, phase: str = "gas") -> None:
     write_openfoam_dict(thermo_properties_update, filename=filename)
 
 
-# def write_thermo_properties(case_dir:str, phase:str="gas") -> None:
-
-
 if __name__ == "__main__":
     from bird import BIRD_DIR
 
diff --git a/tests/preprocess/test_spec_thermo_gen.py b/tests/preprocess/test_spec_thermo_gen.py
new file mode 100644
index 00000000..ba2ec48b
--- /dev/null
+++ b/tests/preprocess/test_spec_thermo_gen.py
@@ -0,0 +1,114 @@
+from pathlib import Path
+import os
+import shutil
+from bird.preprocess.species_gen.setup_thermo_prop import write_species_properties, get_species_name, get_species_properties, get_species_key_pair
+from bird.utilities.ofio import read_openfoam_dict 
+
+def test_species_thermo_write():
+    """
+    Artificially modify the thermo properties and make sure they are written back
+    """
+        
+    case_dir = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "bubble_column_20L",
+    )    
+   
+    src_fake_thermo = os.path.join(case_dir, "constant", "thermophysicalProperties_erroneous.gas")
+    dest_thermo = os.path.join(case_dir, "constant", "thermophysicalProperties.gas")
+    shutil.copyfile(src_fake_thermo, dest_thermo) 
+    
+    foam_dict = read_openfoam_dict(dest_thermo)
+    assert abs(float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])+7.57967e-07) > 1e-12
+
+    write_species_properties(case_dir, phase="gas")
+    foam_dict = read_openfoam_dict(dest_thermo)
+    assert abs(float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])+7.57967e-07) < 1e-12
+        
+
+def test_species_names():
+    """
+    Make sure the species names of all the phases can be identified
+    """
+  
+    case_dir = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "bubble_column_20L",
+    )
+
+    gas_spec_names = get_species_name(case_dir, phase="gas")
+    
+    assert len(gas_spec_names) == 3
+    assert "O2" in gas_spec_names
+    assert "N2" in gas_spec_names
+    assert "water" in gas_spec_names
+
+    liq_spec_names = get_species_name(case_dir, phase="liquid")
+
+    assert len(liq_spec_names) == 2
+    assert "O2" in liq_spec_names
+    assert "water" in liq_spec_names
+
+    
+def test_species_prop():
+    """
+    Make sure the species properties are correctly read
+    """
+  
+    species_list = ["O2"]
+    species_prop = get_species_properties(species_list)
+
+    assert len(species_prop) == 1
+    assert "O2" in species_prop
+    assert abs(float(species_prop["O2"]["gas"]["transport"]["As"]) - 1.948e-06) < 1e-12
+
+    species_list = ["O2", "N2"]
+    species_prop = get_species_properties(species_list)
+
+    assert len(species_prop) == 2
+    assert "O2" in species_prop
+    assert "N2" in species_prop
+    assert abs(float(species_prop["O2"]["gas"]["transport"]["As"]) - 1.948e-06) < 1e-12
+    assert abs(float(species_prop["N2"]["gas"]["thermodynamics"]["lowCpCoeffs"].split()[3]) - 5.641515e-09) < 1e-12
+
+    species_list = ["water"]
+    species_prop = get_species_properties(species_list)
+
+    assert len(species_prop) == 1
+    assert "water" in species_prop
+    assert abs(float(species_prop["water"]["gas"]["thermodynamics"]["highCpCoeffs"].split()[1]) - 0.00217691804) < 1e-12
+
+def test_species_key_pair():
+    """
+    Make sure the species names are linked to the correct openfoam dicts
+    """
+
+    case_dir = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "experimental_cases",
+        "deckwer17",
+    )
+   
+    liq_spec_names = get_species_name(case_dir, phase="liquid")
+    thermo_file = os.path.join(case_dir, "constant", "thermophysicalProperties.liquid")
+    foam_dict = read_openfoam_dict(thermo_file)     
+
+    species_key_pair_dict = get_species_key_pair(foam_dict, liq_spec_names)
+
+    assert len(species_key_pair_dict) == 2
+    assert "CO2" in species_key_pair_dict 
+    assert "water" in species_key_pair_dict 
+    assert species_key_pair_dict["CO2"] == "CO2"
+    assert species_key_pair_dict["water"] == '"(mixture|water)"'
+
+
+if __name__ == "__main__":
+    test_species_prop()

From 5e184c71d2c6e63793e6c4c7494d48c4cc3a1860 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 15:51:40 -0600
Subject: [PATCH 123/275] extensive tests for spec thermo gen

---
 tests/preprocess/test_spec_thermo_gen.py | 104 +++++++++++++++++------
 1 file changed, 78 insertions(+), 26 deletions(-)

diff --git a/tests/preprocess/test_spec_thermo_gen.py b/tests/preprocess/test_spec_thermo_gen.py
index ba2ec48b..1699bea5 100644
--- a/tests/preprocess/test_spec_thermo_gen.py
+++ b/tests/preprocess/test_spec_thermo_gen.py
@@ -1,39 +1,62 @@
-from pathlib import Path
 import os
 import shutil
-from bird.preprocess.species_gen.setup_thermo_prop import write_species_properties, get_species_name, get_species_properties, get_species_key_pair
-from bird.utilities.ofio import read_openfoam_dict 
+from pathlib import Path
+
+from bird.preprocess.species_gen.setup_thermo_prop import (
+    get_species_key_pair,
+    get_species_name,
+    get_species_properties,
+    write_species_properties,
+)
+from bird.utilities.ofio import read_openfoam_dict
+
 
 def test_species_thermo_write():
     """
     Artificially modify the thermo properties and make sure they are written back
     """
-        
+
     case_dir = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
         "tutorial_cases",
         "bubble_column_20L",
-    )    
-   
-    src_fake_thermo = os.path.join(case_dir, "constant", "thermophysicalProperties_erroneous.gas")
-    dest_thermo = os.path.join(case_dir, "constant", "thermophysicalProperties.gas")
-    shutil.copyfile(src_fake_thermo, dest_thermo) 
-    
+    )
+
+    src_fake_thermo = os.path.join(
+        case_dir, "constant", "thermophysicalProperties_erroneous.gas"
+    )
+    dest_thermo = os.path.join(
+        case_dir, "constant", "thermophysicalProperties.gas"
+    )
+    shutil.copyfile(src_fake_thermo, dest_thermo)
+
     foam_dict = read_openfoam_dict(dest_thermo)
-    assert abs(float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])+7.57967e-07) > 1e-12
+    assert (
+        abs(
+            float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])
+            + 7.57967e-07
+        )
+        > 1e-12
+    )
 
     write_species_properties(case_dir, phase="gas")
     foam_dict = read_openfoam_dict(dest_thermo)
-    assert abs(float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])+7.57967e-07) < 1e-12
-        
+    assert (
+        abs(
+            float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])
+            + 7.57967e-07
+        )
+        < 1e-12
+    )
+
 
 def test_species_names():
     """
     Make sure the species names of all the phases can be identified
     """
-  
+
     case_dir = os.path.join(
         Path(__file__).parent,
         "..",
@@ -43,7 +66,7 @@ def test_species_names():
     )
 
     gas_spec_names = get_species_name(case_dir, phase="gas")
-    
+
     assert len(gas_spec_names) == 3
     assert "O2" in gas_spec_names
     assert "N2" in gas_spec_names
@@ -55,18 +78,21 @@ def test_species_names():
     assert "O2" in liq_spec_names
     assert "water" in liq_spec_names
 
-    
+
 def test_species_prop():
     """
     Make sure the species properties are correctly read
     """
-  
+
     species_list = ["O2"]
     species_prop = get_species_properties(species_list)
 
     assert len(species_prop) == 1
     assert "O2" in species_prop
-    assert abs(float(species_prop["O2"]["gas"]["transport"]["As"]) - 1.948e-06) < 1e-12
+    assert (
+        abs(float(species_prop["O2"]["gas"]["transport"]["As"]) - 1.948e-06)
+        < 1e-12
+    )
 
     species_list = ["O2", "N2"]
     species_prop = get_species_properties(species_list)
@@ -74,15 +100,39 @@ def test_species_prop():
     assert len(species_prop) == 2
     assert "O2" in species_prop
     assert "N2" in species_prop
-    assert abs(float(species_prop["O2"]["gas"]["transport"]["As"]) - 1.948e-06) < 1e-12
-    assert abs(float(species_prop["N2"]["gas"]["thermodynamics"]["lowCpCoeffs"].split()[3]) - 5.641515e-09) < 1e-12
+    assert (
+        abs(float(species_prop["O2"]["gas"]["transport"]["As"]) - 1.948e-06)
+        < 1e-12
+    )
+    assert (
+        abs(
+            float(
+                species_prop["N2"]["gas"]["thermodynamics"][
+                    "lowCpCoeffs"
+                ].split()[3]
+            )
+            - 5.641515e-09
+        )
+        < 1e-12
+    )
 
     species_list = ["water"]
     species_prop = get_species_properties(species_list)
 
     assert len(species_prop) == 1
     assert "water" in species_prop
-    assert abs(float(species_prop["water"]["gas"]["thermodynamics"]["highCpCoeffs"].split()[1]) - 0.00217691804) < 1e-12
+    assert (
+        abs(
+            float(
+                species_prop["water"]["gas"]["thermodynamics"][
+                    "highCpCoeffs"
+                ].split()[1]
+            )
+            - 0.00217691804
+        )
+        < 1e-12
+    )
+
 
 def test_species_key_pair():
     """
@@ -96,16 +146,18 @@ def test_species_key_pair():
         "experimental_cases",
         "deckwer17",
     )
-   
+
     liq_spec_names = get_species_name(case_dir, phase="liquid")
-    thermo_file = os.path.join(case_dir, "constant", "thermophysicalProperties.liquid")
-    foam_dict = read_openfoam_dict(thermo_file)     
+    thermo_file = os.path.join(
+        case_dir, "constant", "thermophysicalProperties.liquid"
+    )
+    foam_dict = read_openfoam_dict(thermo_file)
 
     species_key_pair_dict = get_species_key_pair(foam_dict, liq_spec_names)
 
     assert len(species_key_pair_dict) == 2
-    assert "CO2" in species_key_pair_dict 
-    assert "water" in species_key_pair_dict 
+    assert "CO2" in species_key_pair_dict
+    assert "water" in species_key_pair_dict
     assert species_key_pair_dict["CO2"] == "CO2"
     assert species_key_pair_dict["water"] == '"(mixture|water)"'
 

From 40fab3bc42ced06217edcf28d347752783b90bf9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 15:55:09 -0600
Subject: [PATCH 124/275] missing file for test

---
 .../thermophysicalProperties_erroneous.gas    | 200 ++++++++++++++++++
 1 file changed, 200 insertions(+)
 create mode 100644 tutorial_cases/bubble_column_20L/constant/thermophysicalProperties_erroneous.gas

diff --git a/tutorial_cases/bubble_column_20L/constant/thermophysicalProperties_erroneous.gas b/tutorial_cases/bubble_column_20L/constant/thermophysicalProperties_erroneous.gas
new file mode 100644
index 00000000..1a60ea99
--- /dev/null
+++ b/tutorial_cases/bubble_column_20L/constant/thermophysicalProperties_erroneous.gas
@@ -0,0 +1,200 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format    ascii;
+    class    dictionary;
+    location    "constant";
+    object    thermophysicalProperties.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+thermoType
+{
+    type    heRhoThermo;
+    mixture    multiComponentMixture;
+    transport    sutherland;
+    thermo    janaf;
+    equationOfState    perfectGas;
+    specie    specie;
+    energy    sensibleInternalEnergy;
+}
+
+species
+(
+    O2
+    N2
+    water
+);
+
+defaultSpecie    N2;
+
+O2
+{
+    specie
+    {
+        molWeight    31.999;
+    }
+    thermodynamics
+    {
+        Tlow    200;
+        Thigh    3500;
+        Tcommon    1000;
+        highCpCoeffs    ( 3.28254 0.00148309 -7.57967e-08 2.09471e-10 -2.16718e-14 -1038.31 5.56079 );
+        lowCpCoeffs    ( 3.78246 -0.00299673 9.8473e-06 -9.6813e-09 3.24373e-12 -1063.94 3.65768 );
+    }
+    transport
+    {
+        As    1.948e-06;
+        Ts    273;
+    }
+    elements
+    {
+        O    2;
+    }
+}
+
+CO2
+{
+    specie
+    {
+        molWeight    44.00995;
+    }
+    thermodynamics
+    {
+        Tlow    200;
+        Thigh    3500;
+        Tcommon    1000;
+        highCpCoeffs
+        (
+            3.85746029
+            0.00441437026
+            -2.21481404e-06
+            5.23490188e-10
+            -4.72084164e-14
+            -48759.166
+            2.27163806
+        );
+        lowCpCoeffs
+        (
+            2.35677352
+            0.00898459677
+            -7.12356269e-06
+            2.45919022e-09
+            -1.43699548e-13
+            -48371.9697
+            9.90105222
+        );
+    }
+    transport
+    {
+        As    1.652e-06;
+        Ts    273;
+    }
+    elements
+    {
+        C    1;
+        O    2;
+    }
+}
+
+water
+{
+    specie
+    {
+        molWeight    18.0153;
+    }
+    thermodynamics
+    {
+        Tlow    200;
+        Thigh    3500;
+        Tcommon    1000;
+        highCpCoeffs    ( 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701 );
+        lowCpCoeffs    ( 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 );
+    }
+    transport
+    {
+        As    1.456e-06;
+        Ts    273;
+    }
+    elements
+    {
+        H    2;
+        O    1;
+    }
+}
+
+N2
+{
+    specie
+    {
+        molWeight    28.0134;
+    }
+    thermodynamics
+    {
+        Tlow    250;
+        Thigh    5000;
+        Tcommon    1000;
+        highCpCoeffs    ( 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528 );
+        lowCpCoeffs    ( 3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372 );
+    }
+    transport
+    {
+        As    1.512e-06;
+        Ts    120;
+    }
+    elements
+    {
+        N    2;
+    }
+}
+
+H2
+{
+    specie
+    {
+        molWeight    2.01594;
+    }
+    thermodynamics
+    {
+        Tlow    200;
+        Thigh    3500;
+        Tcommon    1000;
+        highCpCoeffs
+        (
+            3.3372792
+            -4.94024731e-05
+            4.99456778e-07
+            -1.79566394e-10
+            2.00255376e-14
+            -950.158922
+            -3.20502331
+        );
+        lowCpCoeffs
+        (
+            2.34433112
+            0.00798052075
+            -1.9478151e-05
+            2.01572094e-08
+            -7.37611761e-12
+            -917.935173
+            0.683010238
+        );
+    }
+    transport
+    {
+        As    8.024e-07;
+        Ts    273;
+    }
+    elements
+    {
+        H    2;
+    }
+}
+
+// ************************************************************************* //

From efd062837659c69b2474f24cf0fc31a759f11ccf Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 29 Jul 2025 15:57:33 -0600
Subject: [PATCH 125/275] get rid of nbutanol yaml for now

---
 bird/constants/nbut.yaml | 31 -------------------------------
 1 file changed, 31 deletions(-)
 delete mode 100644 bird/constants/nbut.yaml

diff --git a/bird/constants/nbut.yaml b/bird/constants/nbut.yaml
deleted file mode 100644
index f7465c1c..00000000
--- a/bird/constants/nbut.yaml
+++ /dev/null
@@ -1,31 +0,0 @@
-name: nbut
-
-specie:
-     molWeight: 74.12
-     elements:
-         C: 4
-         H: 10
-         O: 1
-
-
-liquid:
-    CpMixLiq: "2359.8"
-    muMixLiq: '0.0029' # Viscosity (Pa.s)
-    kThermLiq: "0.167" # thermal conductivity (W/mK)
-    rho0MixLiq: "810" # density (kg/m3)
-    sigmaLiq: "0.023" # surface tension (N/m)
-    WC_psi: "1.5"
-    thermodynamics:
-         Hf:  "-15857343"
-    transport:
-         Pr:  "$PrMixLiq"
-
-
-gas:
-    thermodynamics:
-        Hf: "-4419589.85429034;" #J/kg
-        Cp: 2359.8
-    transport:
-        mu:  "$muMixGas"
-        Pr:  "$PrMixGas"
-        

From a02d1d17b774afe0b2ce819bb35166529b1b5204 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 30 Jul 2025 10:09:33 -0600
Subject: [PATCH 126/275] fix doc format

---
 docs/source/python_interface.rst              |  7 ++---
 ...rface_tut.rst => python_interface_tut.rst} | 26 +++++++++++++++++--
 docs/source/tutorials.rst                     |  2 +-
 3 files changed, 29 insertions(+), 6 deletions(-)
 rename docs/source/{pythonInterface_tut.rst => python_interface_tut.rst} (77%)

diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index 42dc0e84..8fb612e0 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -12,9 +12,10 @@ Internal scalar and vector fields
 ~~~~~~~~~~~~~~~~~~~~
 
 Currently internal scalar and vector fields can be read using the python interface. In particular, note that 
-#. 1. We do not support reading tensor fields for now.
-#. 2. We do not support reading boundary fields for now.
-#. 3. We only read reconstructed files
+
+1. We do not support reading tensor fields for now.
+2. We do not support reading boundary fields for now.
+3. We only read reconstructed files
 
 We are open to implementing 1. and 2. if need be. Implementing 3. is possible but will be more involved.
 
diff --git a/docs/source/pythonInterface_tut.rst b/docs/source/python_interface_tut.rst
similarity index 77%
rename from docs/source/pythonInterface_tut.rst
rename to docs/source/python_interface_tut.rst
index 38390400..de07d08c 100644
--- a/docs/source/pythonInterface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -30,7 +30,7 @@ To read the cells centers
    from bird.utilities.ofio import *   
    cell_centers = readMesh("meshCellCentres_1.obj") 
 
-``cell_centers`` is a (N,3) numpy array that contains the cell center coordinates (N is the number of cells in the domain)
+``cell_centers`` is a :math:`(N,3)` numpy array that contains the cell center coordinates (:math:`N` is the number of cells in the domain)
 
 
 If we want to read the gas volume fraction ``alpha.gas``, the mass fraction of CO2 in the gas phase ``CO2.gas``, and the liquid velocity at time ``80/`` we can run
@@ -92,6 +92,7 @@ Compute reactor properties
 The python interface is also useful to compute reactor averaged properties. We usually like to compute volume averaged properties, which requires access to the cell volume. A cell volume field ``V`` can be written using OpenFOAM utilities (``postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}``). Running this command would again require activating the OpenFOAM environment and we already provide a volume field in the ``1/`` folder here. 
 
 A typical example is that one would want to compute at time 80
+
 1. gas hold up (``gh``)
 2. superficial velocity (``sup_vel``)
 3. reactor volume averaged mass fraction of CO2 in the liquid phase (``y_ave_co2``)
@@ -104,22 +105,29 @@ Several of these quantities, will require reading and processing the same fields
 
    from bird.postprocess.post_quantities import *
 
+   # Compute Gas hold up
    kwargs = {"case_folder": ".", "time_folder": "80"}
    gh, field_dict = compute_gas_holdup(
        volume_time="1", field_dict={"cell_centers": cell_centers}, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Gas Holdup = {gh:.4g}")
+   
+   # Compute superficial velocity
    sup_vel, field_dict = compute_superficial_velocity(
        volume_time="1", field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Superficial velocity = {sup_vel:.4g} m/s")
+   
+   # Compute reactor-averaged CO2 mass fraction
    y_ave_co2, field_dict = compute_ave_y_liq(
        volume_time="1", spec_name="CO2", field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
+   
+   # Compute reactor-averaged CO2 concentration
    c_ave_co2, field_dict = compute_ave_conc_liq(
        volume_time="1",
        spec_name="CO2",
@@ -130,6 +138,8 @@ Several of these quantities, will require reading and processing the same fields
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
+   
+   # Compute reactor-averaged bubble diameter
    diam, field_dict = compute_ave_bubble_diam(
        volume_time="1", field_dict=field_dict, **kwargs
    )
@@ -138,9 +148,21 @@ Several of these quantities, will require reading and processing the same fields
    
 
 
+This should generate the following 
 
 
- 
+.. code-block:: console
 
+   fields stored =  ['cell_centers', 'alpha.liquid', 'V']
+   Gas Holdup = 0.3041
+   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas']
+   Superficial velocity = 0.08241 m/s
+   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas', 'CO2.liquid', 'ind_liq']
+   Reactor averaged YCO2 = 0.0002948
+   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas', 'CO2.liquid', 'ind_liq', 'rho_liq']
+   Reactor averaged [CO2] = 6.698 mol/m3
+   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas', 'CO2.liquid', 'ind_liq', 'rho_liq', 'd.gas']
+   Reactor averaged bubble diameter = 0.008497 m
 
 
+The ``fields stored`` print shows what fields are read to compute each quantity. Between the calculation of ``y_ave_co2`` and ``c_ave_co2``, only ``rho_liq`` was added to the list of fields read. In other terms, the parser recycled ``CO2.liquid`` instead of re-reading it. Obviously, this approach trades input/output operations for memory use and it is up to the user to decide what is the right approach. In this case, reusing the fields reduces the computational cost by about 50% (0.26s when not reusing the fields, 0.17s when reusing the fields on an M1 Mac). 
diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst
index 0d37751a..43fefe67 100644
--- a/docs/source/tutorials.rst
+++ b/docs/source/tutorials.rst
@@ -16,7 +16,7 @@ Tutorials
    :maxdepth: 2
    :caption: Post processing OpenFOAM cases
 
-   pythonInterface_tut.rst
+   python_interface_tut.rst
 
 .. toctree::
    :maxdepth: 1

From 0520ebded7329d04d84a673c4e6055432e058af5 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 30 Jul 2025 10:54:55 -0600
Subject: [PATCH 127/275] fixing typos and describing the ghost blocks based on
 convo with Hari

---
 docs/source/bubbleColumn.rst | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/source/bubbleColumn.rst b/docs/source/bubbleColumn.rst
index 74dcd692..a6155877 100644
--- a/docs/source/bubbleColumn.rst
+++ b/docs/source/bubbleColumn.rst
@@ -95,6 +95,7 @@ The snippet above defines ``outlet`` as the concatenation of 3 faces of cylindri
 #. 2. The boundary between the block ``(Lmin=0, Rmin=1)`` and the block ``(Lmax=1, Rmax=1)``
 #. 3. The boundary between the block ``(Lmin=0, Rmin=2)`` and the block ``(Lmax=1, Rmax=2)``
 
+In the graph below, the vertical block 0 and vertical block 4 are not represented. They are `ghost blocks` that are only used to define bounding boundaries. Likewise, the radial block 3 is not represented is another `ghost block` but can be used to define lateral boundaries.  
 
 .. container:: figures-bound-geom-bce
 
@@ -104,7 +105,7 @@ The snippet above defines ``outlet`` as the concatenation of 3 faces of cylindri
       :alt: Schematic of the boundary
 
 
-To finish defining the boundaries of the bubble column, we would need to define the outer walls and the inlet. We do not define any other boundaries for now and BiRD automatically sets non-defined patches as walls. We will show how to set the inlet boundary in :ref:`Inlet path<inletpatch_bce>`.
+To finish defining the boundaries of the bubble column, we would need to define the outer walls and the inlet. We do not define any other boundaries for now and BiRD automatically sets non-defined patches as walls. We will show how to set the inlet boundary in :ref:`Inlet patch<inletpatch_bce>`.
 
 Mesh
 ~~~~~~~~~~~

From 2860d3df48cae58a7406706f965da900f9f92670 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 1 Aug 2025 16:39:01 -0600
Subject: [PATCH 128/275] update vers

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index ca8c91e6..26a23332 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.28"
+__version__ = "0.0.29"

From 97e72d86ae01d37568975d1c0cf9240381cf345d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 6 Aug 2025 17:02:26 -0600
Subject: [PATCH 129/275] add docstrings and clean up camelcase

---
 bird/meshing/_mesh_tools.py    |  93 ++++++++++++++++++-------
 bird/meshing/block_cyl_mesh.py | 121 ++++++++++++++++-----------------
 2 files changed, 130 insertions(+), 84 deletions(-)

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index af302ebb..67910065 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -5,18 +5,34 @@
 logger = logging.getLogger(__name__)
 
 
-def make_walls_from_topo(topo):
-    WallR = []
-    WallL = []
+def make_walls_from_topo(topo_dict:dict) -> dict:
+    """
+    Find block cylindrical coordinates of all the wall blocks
+
+    Parameters
+    ----------
+    topo_dict: dict
+        Dictionary input that describes the topology
+
+    Returns
+    ----------
+    wall_dict: dict
+        Dictionary of wall coordinates
+    """ 
+
+    r_wall = []
+    l_wall = []
     try:
         elements = topo["Walls"]
         for element in elements:
             for block in elements[element]:
-                WallR.append(block["R"])
-                WallL.append(block["L"])
+                r_wall.append(block["R"])
+                l_wall.append(block["L"])
     except KeyError:
         pass
-    return {"WallR": WallR, "WallL": WallL}
+
+    wall_dict = {"r_wall": r_wall, "l_wall": l_wall}
+    return wall_dict
 
 
 def make_bound_from_topo(topo):
@@ -89,23 +105,54 @@ def bissection(val, stretch_fun, N1):
     return Gmid
 
 
-def amIwall(WallL, WallR, ir, il):
-    # returns 1 if block is wall
-    # returns 0 otherwise
-    iwall = 0
-    for iw in range(len(WallL)):
-        if WallL[iw] == (il + 1) and WallR[iw] == ir + 1:
-            iwall = 1
-    return iwall
-
-
-def mergeSort(list, reverse):
-    list.sort(reverse=reverse)
-    listtmp = []
-    for val in list:
-        if len(listtmp) == 0 or not val == listtmp[-1]:
-            listtmp.append(val)
-    return listtmp
+def is_wall(l_wall:list[int], r_wall:list[int], ir:int, il:int)->int:
+    """
+    Is the present block a wall (not meshed)
+
+    Parameters
+    ----------
+    l_wall: list[int]
+        List of vertical coordinate index of wall blocks
+    r_wall: list[int]
+        List of radial coordinate index of wall blocks
+    ir: int
+        Radial coordinate index of the present block
+    il: int
+        Vertical coordinate index of the present block
+
+    Returns
+    ----------
+    is_wall: int
+        1 if block (ir,il) is a wall
+        0 if block (ir, il) is fluid (and should be meshed)
+    """
+    is_wall = 0
+    for iw in range(len(l_wall)):
+        if l_wall[iw] == (il + 1) and r_wall[iw] == ir + 1:
+            is_wall = 1
+    return is_wall
+
+
+def merge_and_sort(coord_list: list[float], reverse_coord: bool) -> list[float]:
+    """
+    Preprocess coordinates to obtain an ordered set of value ameable to block cylindrical meshing
+
+    Parameters
+    ----------
+    coord_list: list[float]
+        List of coordinates
+    reverse_coord: bool
+        Whether or not to reverse the coordinates 
+
+    Returns
+    ----------
+    clean_list: list[float]
+        preprocessed list
+
+    """
+    clean_list = list(set(coord_list))
+    clean_list.sort(reverse=reverse_coord)
+    return clean_list
 
 
 def verticalCoarsening(
diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index f924741f..0c1bf3cf 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -10,53 +10,52 @@
 
 
 def assemble_geom(input_file, topo_file):
-    # inpt = parse_json(input_file)
     if input_file.endswith(".yaml"):
-        inpt = parse_yaml(input_file)
+        inpt_dict = parse_yaml(input_file)
     elif input_file.endswith(".json"):
-        inpt = parse_json(input_file)
+        inpt_dict = parse_json(input_file)
     else:
         raise ValueError(f"unknown input file ({input_file}) extension")
     if topo_file.endswith(".yaml"):
-        topo = parse_yaml(topo_file)
+        topo_dict = parse_yaml(topo_file)
     elif topo_file.endswith(".json"):
-        topo = parse_json(topo_file)
+        topo_dict = parse_json(topo_file)
     else:
         raise ValueError(f"unknown topo file ({topo_file}) extension")
 
     # ~~~~ Define dimensions based on input
-    r_dimensions_name = list(inpt["Geometry"]["Radial"].keys())
+    r_dimensions_name = list(inpt_dict["Geometry"]["Radial"].keys())
     r_dimensions = [
-        float(inpt["Geometry"]["Radial"][dim]) for dim in r_dimensions_name
+        float(inpt_dict["Geometry"]["Radial"][dim]) for dim in r_dimensions_name
     ]
 
-    l_dimensions_name = list(inpt["Geometry"]["Longitudinal"].keys())
+    l_dimensions_name = list(inpt_dict["Geometry"]["Longitudinal"].keys())
     l_dimensions = [
-        float(inpt["Geometry"]["Longitudinal"][dim])
+        float(inpt_dict["Geometry"]["Longitudinal"][dim])
         for dim in l_dimensions_name
     ]
 
-    # Merge and sort R and L
-    R = mergeSort(r_dimensions, False)
-    L = mergeSort(l_dimensions, True)
-    dimensionDict = {"R": R, "L": L}
+    # Order the dimensions of R and L
+    r_coord = merge_and_sort(coord_list = r_dimensions, reverse_coord=False)
+    l_coord = merge_and_sort(coord_list=l_dimensions, reverse_coord=True)
+    dimension_dict = {"R": r_coord, "L": l_coord}
 
     # Define blocks that will be walls
-    wallDict = make_walls_from_topo(topo)
-    boundDict = make_bound_from_topo(topo)
+    wall_dict = make_walls_from_topo(topo_dict)
+    bound_dict = make_bound_from_topo(topo_dict)
 
-    return {**wallDict, **boundDict, **dimensionDict}
+    return {**wall_dict, **bound_dict, **dimension_dict}
 
 
-def assemble_mesh(input_file, geomDict):
+def assemble_mesh(input_file, geom_dict):
     if input_file.endswith(".yaml"):
-        inpt = parse_yaml(input_file)
+        inpt_dict = parse_yaml(input_file)
     elif input_file.endswith(".json"):
-        inpt = parse_json(input_file)
+        inpt_dict = parse_json(input_file)
     else:
         raise ValueError(f"unknown input file ({input_file}) extension")
-    R = geomDict["R"]
-    L = geomDict["L"]
+    R = geom_dict["R"]
+    L = geom_dict["L"]
     N1 = len(R)
     N2 = len(L) - 1
     CW = []
@@ -73,8 +72,8 @@ def assemble_mesh(input_file, geomDict):
         C2.append(rval * np.sin(np.pi / 4))
         mC2.append(-rval * np.sin(np.pi / 4))
 
-    NRSmallest = int(inpt["Meshing"]["NRSmallest"])
-    NVertSmallest = int(inpt["Meshing"]["NVertSmallest"])
+    NRSmallest = int(inpt_dict["Meshing"]["NRSmallest"])
+    NVertSmallest = int(inpt_dict["Meshing"]["NVertSmallest"])
     NS = []
     NR = []
     NVert = []
@@ -90,7 +89,7 @@ def assemble_mesh(input_file, geomDict):
         rad_len_block[i + 1] = abs(R[i + 1] - R[i])
 
     try:
-        iSmallest = int(inpt["Meshing"]["iRSmallest"])
+        iSmallest = int(inpt_dict["Meshing"]["iRSmallest"])
     except KeyError:
         iSmallest = np.argmin(rad_len_block)
 
@@ -122,7 +121,7 @@ def assemble_mesh(input_file, geomDict):
     )
 
     try:
-        iSmallest = int(inpt["Meshing"]["iVertSmallest"])
+        iSmallest = int(inpt_dict["Meshing"]["iVertSmallest"])
     except KeyError:
         iSmallest = np.argmin(vert_len_block)
 
@@ -148,12 +147,12 @@ def assemble_mesh(input_file, geomDict):
 
     # Mesh stretching
     try:
-        verticalCoarseningProperties = inpt["Meshing"]["verticalCoarsening"]
+        verticalCoarseningProperties = inpt_dict["Meshing"]["verticalCoarsening"]
         do_verticalCoarsening = True
     except KeyError:
         do_verticalCoarsening = False
     try:
-        radialCoarseningProperties = inpt["Meshing"]["radialCoarsening"]
+        radialCoarseningProperties = inpt_dict["Meshing"]["radialCoarsening"]
         do_radialCoarsening = True
     except KeyError:
         do_radialCoarsening = False
@@ -217,33 +216,33 @@ def assemble_mesh(input_file, geomDict):
     }
 
 
-def writeBlockMeshDict(out_folder, geomDict, meshDict):
+def writeBlockMeshDict(out_folder, geom_dict, mesh_dict):
     outfile = os.path.join(out_folder, "blockMeshDict")
 
-    R = geomDict["R"]
-    L = geomDict["L"]
-    WallR = geomDict["WallR"]
-    WallL = geomDict["WallL"]
-    BoundaryNames = geomDict["names"]
-    BoundaryType = geomDict["types"]
-    BoundaryRmin = geomDict["rmin"]
-    BoundaryRmax = geomDict["rmax"]
-    BoundaryLmin = geomDict["lmin"]
-    BoundaryLmax = geomDict["lmax"]
-
-    NR = meshDict["NR"]
-    NS = meshDict["NS"]
-    NVert = meshDict["NVert"]
-    gradR = meshDict["gradR"]
-    gradR_l = meshDict["gradR_l"]
-    gradR_r = meshDict["gradR_r"]
-    gradVert = meshDict["gradVert"]
-    CW = meshDict["CW"]
-    mCW = meshDict["mCW"]
-    C1 = meshDict["C1"]
-    mC1 = meshDict["mC1"]
-    C2 = meshDict["C2"]
-    mC2 = meshDict["mC2"]
+    R = geom_dict["R"]
+    L = geom_dict["L"]
+    r_wall = geom_dict["r_wall"]
+    l_wall = geom_dict["l_wall"]
+    BoundaryNames = geom_dict["names"]
+    BoundaryType = geom_dict["types"]
+    BoundaryRmin = geom_dict["rmin"]
+    BoundaryRmax = geom_dict["rmax"]
+    BoundaryLmin = geom_dict["lmin"]
+    BoundaryLmax = geom_dict["lmax"]
+
+    NR = mesh_dict["NR"]
+    NS = mesh_dict["NS"]
+    NVert = mesh_dict["NVert"]
+    gradR = mesh_dict["gradR"]
+    gradR_l = mesh_dict["gradR_l"]
+    gradR_r = mesh_dict["gradR_r"]
+    gradVert = mesh_dict["gradVert"]
+    CW = mesh_dict["CW"]
+    mCW = mesh_dict["mCW"]
+    C1 = mesh_dict["C1"]
+    mC1 = mesh_dict["mC1"]
+    C2 = mesh_dict["C2"]
+    mC2 = mesh_dict["mC2"]
 
     N1 = len(R)
     N2 = len(L) - 1
@@ -340,7 +339,7 @@ def writeBlockMeshDict(out_folder, geomDict, meshDict):
     for i in range(N2):
         gradingVert = gradVert[i]
         # Am I a wall
-        iwall = amIwall(WallL, WallR, -1, i)
+        iwall = is_wall(l_wall, r_wall, -1, i)
         if iwall == 1:
             fw.write("//")
 
@@ -365,7 +364,7 @@ def writeBlockMeshDict(out_folder, geomDict, meshDict):
             gradingVert = gradVert[il]
             gradingR = gradR[ir]
             # Am I a wall
-            iwall = amIwall(WallL, WallR, ir, il)
+            iwall = is_wall(l_wall, r_wall, ir, il)
             # bottom right corner
             i1 = int(4 * (N2 + 1) * ir + 4 * (il + 1))
             # bottom left corner
@@ -418,10 +417,10 @@ def writeBlockMeshDict(out_folder, geomDict, meshDict):
     for ir in range(len(R)):
         for il in range(len(L)):
             # Edges should be removed if they are surrounded by walls
-            iwall1 = amIwall(WallL, WallR, ir, il)
-            iwall2 = amIwall(WallL, WallR, ir + 1, il)
-            iwall3 = amIwall(WallL, WallR, ir, il - 1)
-            iwall4 = amIwall(WallL, WallR, ir + 1, il - 1)
+            iwall1 = is_wall(l_wall, r_wall, ir, il)
+            iwall2 = is_wall(l_wall, r_wall, ir + 1, il)
+            iwall3 = is_wall(l_wall, r_wall, ir, il - 1)
+            iwall4 = is_wall(l_wall, r_wall, ir + 1, il - 1)
             sumwall = iwall1 + iwall2 + iwall3 + iwall4
             comment = 0
             if (
@@ -530,9 +529,9 @@ def writeBlockMeshDict(out_folder, geomDict, meshDict):
 
 
 def main(input_file, topo_file, output_folder):
-    geomDict = assemble_geom(input_file, topo_file)
-    meshDict = assemble_mesh(input_file, geomDict)
-    writeBlockMeshDict(output_folder, geomDict, meshDict)
+    geom_dict = assemble_geom(input_file, topo_file)
+    mesh_dict = assemble_mesh(input_file, geom_dict)
+    writeBlockMeshDict(output_folder, geom_dict, mesh_dict)
 
 
 if __name__ == "__main__":

From 6a19c6d32ccda7a670df9ffdc71493f116660b5b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 6 Aug 2025 17:25:48 -0600
Subject: [PATCH 130/275] more variable name cleanup and format

---
 bird/meshing/_mesh_tools.py | 20 +++++++++++---------
 1 file changed, 11 insertions(+), 9 deletions(-)

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index 67910065..77893bb9 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -5,7 +5,7 @@
 logger = logging.getLogger(__name__)
 
 
-def make_walls_from_topo(topo_dict:dict) -> dict:
+def make_walls_from_topo(topo_dict: dict) -> dict:
     """
     Find block cylindrical coordinates of all the wall blocks
 
@@ -18,12 +18,12 @@ def make_walls_from_topo(topo_dict:dict) -> dict:
     ----------
     wall_dict: dict
         Dictionary of wall coordinates
-    """ 
+    """
 
     r_wall = []
     l_wall = []
     try:
-        elements = topo["Walls"]
+        elements = topo_dict["Walls"]
         for element in elements:
             for block in elements[element]:
                 r_wall.append(block["R"])
@@ -35,7 +35,7 @@ def make_walls_from_topo(topo_dict:dict) -> dict:
     return wall_dict
 
 
-def make_bound_from_topo(topo):
+def make_bound_from_topo(topo_dict):
     BoundaryNames = []
     BoundaryType = []
     BoundaryRmin = []
@@ -43,14 +43,14 @@ def make_bound_from_topo(topo):
     BoundaryLmin = []
     BoundaryLmax = []
 
-    for boundary in topo["Boundary"]:
+    for boundary in topo_dict["Boundary"]:
         BoundaryNames.append(boundary)
         tmp_bound_type = []
         tmp_rmin = []
         tmp_rmax = []
         tmp_lmin = []
         tmp_lmax = []
-        for bound_element in topo["Boundary"][boundary]:
+        for bound_element in topo_dict["Boundary"][boundary]:
             tmp_bound_type.append(bound_element["type"])
             tmp_rmin.append(bound_element["Rmin"])
             tmp_rmax.append(bound_element["Rmax"])
@@ -105,7 +105,7 @@ def bissection(val, stretch_fun, N1):
     return Gmid
 
 
-def is_wall(l_wall:list[int], r_wall:list[int], ir:int, il:int)->int:
+def is_wall(l_wall: list[int], r_wall: list[int], ir: int, il: int) -> int:
     """
     Is the present block a wall (not meshed)
 
@@ -133,7 +133,9 @@ def is_wall(l_wall:list[int], r_wall:list[int], ir:int, il:int)->int:
     return is_wall
 
 
-def merge_and_sort(coord_list: list[float], reverse_coord: bool) -> list[float]:
+def merge_and_sort(
+    coord_list: list[float], reverse_coord: bool
+) -> list[float]:
     """
     Preprocess coordinates to obtain an ordered set of value ameable to block cylindrical meshing
 
@@ -142,7 +144,7 @@ def merge_and_sort(coord_list: list[float], reverse_coord: bool) -> list[float]:
     coord_list: list[float]
         List of coordinates
     reverse_coord: bool
-        Whether or not to reverse the coordinates 
+        Whether or not to reverse the coordinates
 
     Returns
     ----------

From 0b93278e3f47b8889f92d481160163f7b4bd4906 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 6 Aug 2025 17:26:08 -0600
Subject: [PATCH 131/275] add logging of block size

---
 bird/meshing/block_cyl_mesh.py | 31 ++++++++++++++++++++++++++++---
 1 file changed, 28 insertions(+), 3 deletions(-)

diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index 0c1bf3cf..b951675d 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -26,7 +26,8 @@ def assemble_geom(input_file, topo_file):
     # ~~~~ Define dimensions based on input
     r_dimensions_name = list(inpt_dict["Geometry"]["Radial"].keys())
     r_dimensions = [
-        float(inpt_dict["Geometry"]["Radial"][dim]) for dim in r_dimensions_name
+        float(inpt_dict["Geometry"]["Radial"][dim])
+        for dim in r_dimensions_name
     ]
 
     l_dimensions_name = list(inpt_dict["Geometry"]["Longitudinal"].keys())
@@ -36,7 +37,7 @@ def assemble_geom(input_file, topo_file):
     ]
 
     # Order the dimensions of R and L
-    r_coord = merge_and_sort(coord_list = r_dimensions, reverse_coord=False)
+    r_coord = merge_and_sort(coord_list=r_dimensions, reverse_coord=False)
     l_coord = merge_and_sort(coord_list=l_dimensions, reverse_coord=True)
     dimension_dict = {"R": r_coord, "L": l_coord}
 
@@ -96,6 +97,17 @@ def assemble_mesh(input_file, geom_dict):
     i_smallest_rad = iSmallest
     smallestRBlockSize = rad_len_block[i_smallest_rad]
 
+    for irad_block in range(len(rad_len_block)):
+        logger.debug(
+            f"\tRadial block {irad_block+1} has size {rad_len_block[irad_block]}mm"
+        )
+    logger.debug(
+        f"Smallest radial block {i_smallest_rad+1} with size {smallestRBlockSize}mm"
+    )
+    logger.debug(
+        f"Radial mesh size in the smallest block will be {smallestRBlockSize}/{NRSmallest} = {smallestRBlockSize/NRSmallest:.2f}mm"
+    )
+
     NR = [0 for i in range(len(R))]
     NR[iSmallest] = NRSmallest
     for i in range(len(R)):
@@ -128,6 +140,17 @@ def assemble_mesh(input_file, geom_dict):
     i_smallest_vert = iSmallest
     smallestVertBlockSize = vert_len_block[i_smallest_vert]
 
+    for ivert_block in range(len(vert_len_block)):
+        logger.debug(
+            f"\tVertical block {ivert_block+1} has size {vert_len_block[ivert_block]}mm"
+        )
+    logger.debug(
+        f"Smallest vertical block {i_smallest_vert+1} with size {smallestVertBlockSize}mm"
+    )
+    logger.debug(
+        f"Vertical mesh size in the smallest block will be {smallestVertBlockSize}/{NVertSmallest} = {smallestVertBlockSize/NVertSmallest:.2f}mm"
+    )
+
     NVert = [0] * (len(L) - 1)
     NVert[iSmallest] = NVertSmallest
     for i in range(len(L) - 1):
@@ -147,7 +170,9 @@ def assemble_mesh(input_file, geom_dict):
 
     # Mesh stretching
     try:
-        verticalCoarseningProperties = inpt_dict["Meshing"]["verticalCoarsening"]
+        verticalCoarseningProperties = inpt_dict["Meshing"][
+            "verticalCoarsening"
+        ]
         do_verticalCoarsening = True
     except KeyError:
         do_verticalCoarsening = False

From 8a11e8e1db79b14fc6e47a654e10af3360af781b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 6 Aug 2025 17:31:45 -0600
Subject: [PATCH 132/275] add note about pip version

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index c28a1a3b..02eee4b4 100644
--- a/README.md
+++ b/README.md
@@ -25,9 +25,11 @@ pip install -e .
 ```bash
 conda create --name bird python=3.10
 conda activate bird
-pip install nrel-bird
+pip install nrel-bird=={version}
 ```
 
+We highly recommend that you specify the version explicitly as the library is still rapidly changing.
+
 ## Installation of BiRD OpenFOAM solver (for developers and users)
 
 1. Activate your OpenFOAM-9 environment (`source <OpenFOAM-9 installation directory>/etc/<your-shell>rc`)

From 7b5d8f723179a8b29b485590fec388971e50f389 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 12:46:59 -0600
Subject: [PATCH 133/275] add mean statistics calulcation

---
 bird/postprocess/stats.py       | 177 ++++++++++++++++++++++++++++++++
 bird/version.py                 |   2 +-
 tests/postprocess/test_stats.py |  62 +++++++++++
 3 files changed, 240 insertions(+), 1 deletion(-)
 create mode 100644 bird/postprocess/stats.py
 create mode 100644 tests/postprocess/test_stats.py

diff --git a/bird/postprocess/stats.py b/bird/postprocess/stats.py
new file mode 100644
index 00000000..fbdde918
--- /dev/null
+++ b/bird/postprocess/stats.py
@@ -0,0 +1,177 @@
+import logging
+import sys
+
+import numpy as np
+
+logger = logging.getLogger(__name__)
+
+
+def _check1D(signal: np.ndarray):
+    """
+    Check that array is 1D
+
+    Parameters
+    ----------
+    signal: np.ndarray
+        Signal data whose shape is checked
+    """
+    try:
+        assert signal is not None
+    except AssertionError:
+        logger.error("Signal expected to be 1D but is None")
+        raise ValueError
+    try:
+        assert np.sum(np.array(signal.shape) > 1) == 1
+        signal = signal.flatten()
+    except AssertionError:
+        logger.error(f"Signal expected to be 1D, got shape {signal.shape}")
+        raise ValueError
+
+
+def _autocorr1D(time_series: np.ndarray) -> np.ndarray:
+    """
+    Compute normalized autocorrelation coefficient over different lag values
+
+    Parameters
+    ----------
+    time_series: np.ndarray
+        Time series of the signal to autocorrelated
+
+    Returns
+    ----------
+    autocorr : np.ndarray
+        Autocorrelation coefficient array over multiple lags
+    """
+
+    _check1D(time_series)
+    time_series = time_series.flatten()
+    time_series = time_series - np.mean(time_series)
+    autocorr = np.correlate(time_series, time_series, mode="full")
+    # Only keep the positive lags
+    autocorr = autocorr[autocorr.size // 2 :]
+    # Normalize
+    autocorr /= autocorr[0]
+
+    return autocorr
+
+
+def _T0_fn(autocorr: np.ndarray) -> float:
+    """
+    Compute time between independent samples
+    Following Trenberth, "Some Effects of Finite Sample Size and Persistence on Meteorological Statistics. Part I: Autocorrelations", 1984
+    And Oliver et al., "Estimating uncertainties in statistics computed from direct numerical simulation", 2014
+
+    Parameters
+    ----------
+    autocorr: np.ndarray
+        Autocorrelation coefficient for different lag values
+
+    Returns
+    ----------
+    T0 : float
+        Time (in discretization step) for which samples can be considered independent.
+    """
+    _check1D(autocorr)
+    autocorr = autocorr.flatten()
+
+    N = len(autocorr)
+    k = np.array(range(1, N))
+    T0 = 1.0 + 2.0 * np.sum((1.0 - k / N) * autocorr[1:])
+
+    logger.debug(f"T0 = {T0}")
+
+    return T0
+
+
+def _to_equally_spaced(
+    time_series: np.ndarray, time_values: np.ndarray | None
+):
+    """
+    Transform to equally spaced time series
+
+    Parameters
+    ----------
+    time_series: np.ndarray
+        Time series of the signal
+    time_values: np.ndarray|None
+        The time values over which the time series is sampled.
+
+    Returns
+    ----------
+    new_time_series, new_time_values: tuple
+        Equally spaced version of time_series and time_values
+
+    """
+    if time_values is None:
+        logger.debug(
+            "Assuming time series sampled which equal spacing over time"
+        )
+        return time_series, time_values
+
+    logger.debug("Making the time series equally spaced over time")
+    _check1D(time_values)
+    time_values = time_values.flatten()
+    _check1D(time_series)
+    time_series = time_series.flatten()
+
+    min_time = time_values.min()
+    max_time = time_values.max()
+    dt = np.diff(time_values)
+    min_diff = dt.min()
+    max_diff = dt.max()
+    try:
+        assert min_diff > 0
+    except AssertionError:
+        breakpoint()
+        logger.error(f"Time values are not ordered ({time_values})")
+        raise ValueError
+
+    # If already equally spaced, don't touch it
+    if (dt.max() - dt.min()) < 1e-12 * (time_values.max() - time_values.min()):
+        logger.debug("Time series already equally spaced")
+        return time_series, time_values
+
+    # Subsample, we could also oversample by dividing by min_diff
+    n_val = int((max_time - min_time) / max_diff)
+    new_time_values = np.linspace(min_time, max_time, n_val + 1)
+    new_time_series = np.interp(new_time_values, time_values, time_series)
+    logger.warning(
+        f"New time series built with {n_val} pts instead of {len(time_series)} pts"
+    )
+
+    return new_time_series, new_time_values
+
+
+def calc_mean(
+    time_series: np.ndarray, time_values: np.ndarray | None = None
+) -> tuple:
+    """
+    Compute mean and the uncertainty about the mean, from a time-series
+
+    Parameters
+    ----------
+    time_series: np.ndarray
+        Time series of the signal
+    time_values: np.ndarray | None
+        The time values over which the time series is sampled.
+        If None, the time values are assumed equally spaced.
+        Otherwise, time_values is used to create a new equally spaced time_values
+
+    Returns
+    ----------
+    mean_val, unc_val : tuple
+        Mean value and the 68% uncertainty (1 sigma) about the mean
+
+    """
+
+    time_series, time_values = _to_equally_spaced(time_series, time_values)
+
+    autocorr = _autocorr1D(time_series)
+    N = len(time_series)
+    T0 = _T0_fn(autocorr)
+
+    mean_val = np.mean(time_series)
+    sigsq = np.var(time_series) * N / (N - T0)
+    unc_val = np.sqrt(sigsq * T0 / N)
+
+    return mean_val, unc_val
diff --git a/bird/version.py b/bird/version.py
index 26a23332..724a69e2 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.29"
+__version__ = "0.0.30"
diff --git a/tests/postprocess/test_stats.py b/tests/postprocess/test_stats.py
new file mode 100644
index 00000000..b6eb52dd
--- /dev/null
+++ b/tests/postprocess/test_stats.py
@@ -0,0 +1,62 @@
+import logging
+import os
+
+import numpy as np
+import pytest
+
+from bird.postprocess.stats import calc_mean
+
+logger = logging.getLogger(__name__)
+
+
+def test_mean_stats_uniform():
+    # Make artificial signal
+    t = np.linspace(0, 2, 100)
+    signal = np.cos(t * 2 * np.pi)
+
+    mean_val, unc_val = calc_mean(signal)
+    logger.info(f"Signal mean = {mean_val:.2g}+/-{unc_val:.2g}")
+
+    mean_val2, unc_val2 = calc_mean(signal, t)
+    logger.info(f"Signal mean and t = {mean_val2:.2g}+/-{unc_val2:.2g}")
+
+    # Make sure equally spaced signal is recognized
+    assert mean_val2 == mean_val
+    assert unc_val2 == unc_val
+
+    # Make artificial oversampled signal
+    t = np.linspace(0, 2, 10000)
+    signal = np.cos(t * 2 * np.pi)
+
+    mean_val_oversampled, unc_val_oversampled = calc_mean(signal)
+
+    logger.info(
+        f"Signal mean oversampled = {mean_val_oversampled:.2g}+/-{unc_val_oversampled:.2g}"
+    )
+
+    # Make sure oversampling the signal does not artificially reduce uncertainty
+    assert abs(unc_val_oversampled - unc_val) / unc_val < 0.1
+
+
+def test_mean_stats_nonuniform():
+    t = np.linspace(0, 2, 100)
+    signal = np.cos(t * 2 * np.pi)
+
+    mean_unif, unc_unif = calc_mean(signal)
+    logger.info(f"Signal mean unif = {mean_unif:.2g}+/-{unc_unif:.2g}")
+
+    pert_t = np.random.uniform(0, 1 / 100, 100)
+    t = t + pert_t
+    signal = np.cos(t * 2 * np.pi)
+    mean_non_unif, unc_non_unif = calc_mean(signal, t)
+    logger.info(
+        f"Signal mean non-unif = {mean_non_unif:.2g}+/-{unc_non_unif:.2g}"
+    )
+
+    # Make sure non uniform signal is correctly treated
+    assert abs(unc_non_unif - unc_unif) / unc_unif < 0.1
+
+
+if __name__ == "__main__":
+    test_mean_stats_uniform()
+    test_mean_stats_nonuniform()

From 9873398afeff8c0ee1a4068a4222ad2a76c7e0de Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 12:47:15 -0600
Subject: [PATCH 134/275] add doc for mean stats

---
 applications/compute_time_series_mean.py |  26 ++++++++++++++
 docs/assets/time_series.png              | Bin 0 -> 36266 bytes
 docs/source/uq.rst                       |  43 +++++++++++++++++++++++
 3 files changed, 69 insertions(+)
 create mode 100644 applications/compute_time_series_mean.py
 create mode 100644 docs/assets/time_series.png

diff --git a/applications/compute_time_series_mean.py b/applications/compute_time_series_mean.py
new file mode 100644
index 00000000..a50c6dff
--- /dev/null
+++ b/applications/compute_time_series_mean.py
@@ -0,0 +1,26 @@
+import logging
+
+import numpy as np
+from prettyPlot.plotting import plt, pretty_labels
+
+from bird.postprocess.stats import calc_mean
+
+logger = logging.getLogger(__name__)
+
+
+def main():
+
+    t = np.linspace(0, 2, 100)
+    signal = np.cos(t * 2 * np.pi)
+
+    mean_val, unc_val = calc_mean(signal, t)
+    logger.info(f"Mean = {mean_val:.2g} +/- {unc_val:.2g}")
+
+    t = np.linspace(0, 2, 10000)
+    signal = np.cos(t * 2 * np.pi)
+    mean_val, unc_val = calc_mean(signal, t)
+    logger.info(f"Mean = {mean_val:.2g} +/- {unc_val:.2g}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/docs/assets/time_series.png b/docs/assets/time_series.png
new file mode 100644
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diff --git a/docs/source/uq.rst b/docs/source/uq.rst
index 142c682b..1d6ea6b9 100644
--- a/docs/source/uq.rst
+++ b/docs/source/uq.rst
@@ -70,3 +70,46 @@ Generates
    	cstar = 0.3105 +/- 0.0005472
 
 
+Compute mean statistics with uncertainty
+------------
+
+Averaging a discretized time-series signal is used in many contexts to characterize bio reactors (to compute averaged holdup or species concentrations). Averaging is subject to statistical error and we provide tools to manage it. 
+
+The run the illustrative example we consider here:
+First enable ``setup_logging(level="DEBUG")`` in ``bird/__init__.py``.
+Second, run
+
+.. code-block:: console
+
+   python applications/compute_time_series_mean.py
+
+There, we consider a time series acquired over the interval :math:`[0, 2]` where the signal is :math:`cos (2 \pi t)` shown below 
+
+.. figure:: ../assets/time_series.png
+      :width: 70%
+      :align: center
+      :alt: Time series example
+
+We can sample the signal with 100 points through the interval :math:`[0, 2]`, and we obtain the following output
+
+.. code-block:: console
+
+   2025-09-02 12:36:15,016 [DEBUG] bird: Making the time series equally spaced over time
+   2025-09-02 12:36:15,016 [DEBUG] bird: Time series already equally spaced
+   2025-09-02 12:36:15,016 [DEBUG] bird: T0 = 1.270553916086648
+   2025-09-02 12:36:15,016 [INFO] bird: Mean = 0.01 +/- 0.081
+
+The ``T0`` value suggests that every :math:`1.27` points is considered independent. The uncertainty about the mean is estimated via the central limit theorem, where the number of datapoints is downsampled to make the sample independents
+
+We can also oversample the signal with 100 times more points. No more information has been provided about the signal, but without identifying the number of steps over which samples can be considered independent, the uncertainty (:math:`0.081`) would be artificially reduced to :math:`0.0081`.
+
+Here we obtain 
+
+.. code-block:: console
+
+   2025-09-02 12:36:15,016 [DEBUG] bird: Making the time series equally spaced over time
+   2025-09-02 12:36:15,016 [DEBUG] bird: Time series already equally spaced
+   2025-09-02 12:36:15,030 [DEBUG] bird: T0 = 126.6515206796017
+   2025-09-02 12:36:15,030 [INFO] bird: Mean = 0.0001 +/- 0.08
+
+The mean calculation function identifies that every 127 points is independent, and the uncertainty about the mean is not artificially reduced.

From ec0c9f4cf074b401cdf369ca2b773ed473107c1a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 12:48:40 -0600
Subject: [PATCH 135/275] add docstring

---
 tests/postprocess/test_stats.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tests/postprocess/test_stats.py b/tests/postprocess/test_stats.py
index b6eb52dd..dd72c0ab 100644
--- a/tests/postprocess/test_stats.py
+++ b/tests/postprocess/test_stats.py
@@ -10,6 +10,9 @@
 
 
 def test_mean_stats_uniform():
+    """
+    Test for time series uniformly sampled over time
+    """
     # Make artificial signal
     t = np.linspace(0, 2, 100)
     signal = np.cos(t * 2 * np.pi)
@@ -39,6 +42,9 @@ def test_mean_stats_uniform():
 
 
 def test_mean_stats_nonuniform():
+    """
+    Test for time series non-uniformly sampled over time
+    """
     t = np.linspace(0, 2, 100)
     signal = np.cos(t * 2 * np.pi)
 

From 690e0f7f1ef30c589cbe0a3c5944d9bb4ec9d4f8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:03:05 -0600
Subject: [PATCH 136/275] remove unused import and add comments in relation to
 the doc

---
 applications/compute_time_series_mean.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/applications/compute_time_series_mean.py b/applications/compute_time_series_mean.py
index a50c6dff..47acba0b 100644
--- a/applications/compute_time_series_mean.py
+++ b/applications/compute_time_series_mean.py
@@ -1,7 +1,6 @@
 import logging
 
 import numpy as np
-from prettyPlot.plotting import plt, pretty_labels
 
 from bird.postprocess.stats import calc_mean
 
@@ -10,12 +9,14 @@
 
 def main():
 
+    # Sample with 100 points
     t = np.linspace(0, 2, 100)
     signal = np.cos(t * 2 * np.pi)
 
     mean_val, unc_val = calc_mean(signal, t)
     logger.info(f"Mean = {mean_val:.2g} +/- {unc_val:.2g}")
 
+    # Oversample with 10000 points
     t = np.linspace(0, 2, 10000)
     signal = np.cos(t * 2 * np.pi)
     mean_val, unc_val = calc_mean(signal, t)

From 96d5125cfc96a8f0188a1552d6d4cf71201b26fe Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:52:32 -0600
Subject: [PATCH 137/275] remove breakpoint

---
 bird/postprocess/stats.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/bird/postprocess/stats.py b/bird/postprocess/stats.py
index fbdde918..e98bf91e 100644
--- a/bird/postprocess/stats.py
+++ b/bird/postprocess/stats.py
@@ -122,7 +122,6 @@ def _to_equally_spaced(
     try:
         assert min_diff > 0
     except AssertionError:
-        breakpoint()
         logger.error(f"Time values are not ordered ({time_values})")
         raise ValueError
 

From 04a0d3038a968418c1727441ce1de3214fcc37d0 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:52:57 -0600
Subject: [PATCH 138/275] add the filename prefix we actually read

---
 bird/utilities/ofio.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 3db9f604..dba1634c 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -510,7 +510,7 @@ def getMeshTime(casePath: str) -> str:
 
     files_tmp = os.listdir(casePath)
     for entry in files_tmp:
-        if "meshFaceCentres" in entry:
+        if "meshCellCentres" in entry:
             time_mesh = entry[16:-4]
             return time_mesh
 

From f3470c5f6d1b0db5a4d7bd5d395b3e741a5213ff Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:53:42 -0600
Subject: [PATCH 139/275] add mesh reading test

---
 tests/io/test_case.py | 29 ++++++++++++++++++++++++++++-
 1 file changed, 28 insertions(+), 1 deletion(-)

diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index cbb55537..8b4a349f 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from bird.utilities.ofio import getCaseTimes
+from bird.utilities.ofio import getCaseTimes, getMeshTime, readMesh
 
 
 def test_case_time():
@@ -24,5 +24,32 @@ def test_case_time():
     assert time_str == ["1", "79", "80"]
 
 
+def test_mesh():
+    """
+    Test for reading cell centers
+    """
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    mesh_time = getMeshTime(caseFolder)
+    mesh_file = os.path.join(caseFolder, f"meshCellCentres_{mesh_time}.obj")
+    cell_centers = readMesh(mesh_file)
+
+    assert cell_centers[0, 0] == -0.0765
+    assert cell_centers[0, 1] == 7.02306
+    assert cell_centers[0, 2] == 0.0765
+
+    assert cell_centers[9, 0] == 0.0765
+    assert cell_centers[9, 1] == 7.02306
+    assert cell_centers[9, 2] == 0.0765
+
+
 if __name__ == "__main__":
     test_case_time()
+    test_mesh()

From afaa881c36dbef585c707ed61686c7c42352b993 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:53:57 -0600
Subject: [PATCH 140/275] test force sign test

---
 tests/preprocess/test_dynamic_mixer.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/preprocess/test_dynamic_mixer.py b/tests/preprocess/test_dynamic_mixer.py
index f2359442..e2e43130 100644
--- a/tests/preprocess/test_dynamic_mixer.py
+++ b/tests/preprocess/test_dynamic_mixer.py
@@ -21,6 +21,7 @@ def test_expl_list():
         os.path.join(BIRD_PRE_DYNMIX_TEMP_DIR, "expl_list", "mixers.json")
     )
     write_fvModel(input_dict, output_folder=".")
+    write_fvModel(input_dict, output_folder=".", force_sign=True)
 
 
 def test_loop_list():
@@ -39,6 +40,7 @@ def test_loop_list():
         )
     )
     write_fvModel(input_dict, output_folder=".")
+    write_fvModel(input_dict, output_folder=".", force_sign=True)
 
 
 if __name__ == "__main__":

From 98d22f47d99e4a548abc885f60b2d8c25b8fc81d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:54:39 -0600
Subject: [PATCH 141/275] add codecov

---
 .github/workflows/codecov.yml | 44 +++++++++++++++++++++++++++++++++++
 1 file changed, 44 insertions(+)
 create mode 100644 .github/workflows/codecov.yml

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
new file mode 100644
index 00000000..9e65104f
--- /dev/null
+++ b/.github/workflows/codecov.yml
@@ -0,0 +1,44 @@
+name: Run tests and upload coverage
+
+on:
+  push:
+    branches: [main]
+
+jobs:
+  run:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ['3.13']
+        os: ['ubuntu-latest']
+    env:
+        OS: ${{ matrix.os }}
+        PYTHON: ${{matrix.python-version}}
+    defaults:
+      run:
+        working-directory: ${{github.workspace}}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: ${{matrix.python-version}}
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip
+          pip install .
+          pip install pytest
+          pip install pytest-cov
+    - name: Generate coverage report
+      run: |
+        pytest --cov --cov-branch --cov-report=xml
+    - name: Upload coverage to Codecov
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        file: ./coverage.xml
+        flags: unittests
+        env_vars: OS,PYTHON
+        name: codecov-umbrella
+        fail_ci_if_error: false
+        verbose: true

From fc56671d41b1455784b174c4427de9c3a72258ac Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:54:57 -0600
Subject: [PATCH 142/275] add codecov badge

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 02eee4b4..b301ef95 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# <ins>Bi</ins>o <ins>R</ins>eactor <ins>D</ins>esign (BiRD) [![bird-CI](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml/badge.svg)](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml) [![bird-pyversion](https://img.shields.io/pypi/pyversions/NREL-bird.svg)](https://pypi.org/project/NREL-bird/)  [![bird-pypi](https://badge.fury.io/py/nrel-bird.svg)](https://badge.fury.io/py/nrel-bird)
+# <ins>Bi</ins>o <ins>R</ins>eactor <ins>D</ins>esign (BiRD) [![bird-CI](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml/badge.svg)](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml) [![bird-pyversion](https://img.shields.io/pypi/pyversions/NREL-bird.svg)](https://pypi.org/project/NREL-bird/) ![coverage][https://codecov.io/gh/nrel/bird/branch/main/graph/badge.svg]  [![bird-pypi](https://badge.fury.io/py/nrel-bird.svg)](https://badge.fury.io/py/nrel-bird)
 
 ## Quick start
 1. Follow the steps to install the python package (see `Installation of python package for developers` or `Installation of python package for users` below)

From 9dbd64a6feb1314e698d353a2327c20a799dda9e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 13:56:24 -0600
Subject: [PATCH 143/275] trigger on pr

---
 .github/workflows/codecov.yml | 17 ++++++++++++++++-
 1 file changed, 16 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 9e65104f..efbc2ea2 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -2,7 +2,22 @@ name: Run tests and upload coverage
 
 on:
   push:
-    branches: [main]
+     branches: [main]
+     paths-ignore:
+      - '*.md'
+      - '*.rst'
+      - 'README*'
+      - 'LICENSE'
+      - 'docs/**'
+
+   pull_request:
+     branches: [main]
+     paths-ignore:
+      - '*.md'
+      - '*.rst'
+      - 'README*'
+      - 'LICENSE'
+      - 'docs/**'
 
 jobs:
   run:

From 424c15c595c9b70d050109ca89d43ebb1eaf74d9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 14:11:14 -0600
Subject: [PATCH 144/275] fix codecov badge

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b301ef95..3ba632ea 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# <ins>Bi</ins>o <ins>R</ins>eactor <ins>D</ins>esign (BiRD) [![bird-CI](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml/badge.svg)](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml) [![bird-pyversion](https://img.shields.io/pypi/pyversions/NREL-bird.svg)](https://pypi.org/project/NREL-bird/) ![coverage][https://codecov.io/gh/nrel/bird/branch/main/graph/badge.svg]  [![bird-pypi](https://badge.fury.io/py/nrel-bird.svg)](https://badge.fury.io/py/nrel-bird)
+# <ins>Bi</ins>o <ins>R</ins>eactor <ins>D</ins>esign (BiRD) [![bird-CI](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml/badge.svg)](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml) [![bird-pyversion](https://img.shields.io/pypi/pyversions/NREL-bird.svg)](https://pypi.org/project/NREL-bird/) [![coverage](https://codecov.io/gh/NREL/BioReactorDesign/graph/badge.svg)](https://codecov.io/gh/NREL/BioReactorDesign/graph/badge.svg)  [![bird-pypi](https://badge.fury.io/py/nrel-bird.svg)](https://badge.fury.io/py/nrel-bird)
 
 ## Quick start
 1. Follow the steps to install the python package (see `Installation of python package for developers` or `Installation of python package for users` below)

From 1e8f39b6eee5d309a04176f0d53411c937859d69 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 14:15:22 -0600
Subject: [PATCH 145/275] make sure codecov runs

---
 .github/workflows/codecov.yml | 46 +++++++++++++----------------------
 1 file changed, 17 insertions(+), 29 deletions(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index efbc2ea2..77e5b748 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -1,17 +1,8 @@
-name: Run tests and upload coverage
+name: CodeCov
 
 on:
-  push:
-     branches: [main]
-     paths-ignore:
-      - '*.md'
-      - '*.rst'
-      - 'README*'
-      - 'LICENSE'
-      - 'docs/**'
-
-   pull_request:
-     branches: [main]
+  pull_request:
+     branches: [ main ]
      paths-ignore:
       - '*.md'
       - '*.rst'
@@ -20,33 +11,30 @@ on:
       - 'docs/**'
 
 jobs:
-  run:
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        python-version: ['3.13']
-        os: ['ubuntu-latest']
-    env:
-        OS: ${{ matrix.os }}
-        PYTHON: ${{matrix.python-version}}
-    defaults:
-      run:
-        working-directory: ${{github.workspace}}
+  build_docs:
+    runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
         with:
-          python-version: ${{matrix.python-version}}
+          python-version: '3.13'
+          cache: 'pip'
+
       - name: Install dependencies
         run: |
           pip install --upgrade pip
           pip install .
           pip install pytest
           pip install pytest-cov
+          python -m pip install --upgrade pip
+
     - name: Generate coverage report
       run: |
-        pytest --cov --cov-branch --cov-report=xml
+          pytest --cov --cov-branch --cov-report=xml
+
     - name: Upload coverage to Codecov
       uses: codecov/codecov-action@v5
       with:

From 4e1d1e5f844e28c68c79675d3926a4b8ae8869d9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 14:17:59 -0600
Subject: [PATCH 146/275] rename codecov workflow

---
 .github/workflows/codecov.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 77e5b748..0b2623a2 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -11,7 +11,7 @@ on:
       - 'docs/**'
 
 jobs:
-  build_docs:
+  codecov:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout

From 5fca0f5fdfb4f86233268c5eb31c742712cec83b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 14:20:42 -0600
Subject: [PATCH 147/275] fix indent in yml

---
 .github/workflows/codecov.yml | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 0b2623a2..9069a38c 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -31,17 +31,17 @@ jobs:
           pip install pytest-cov
           python -m pip install --upgrade pip
 
-    - name: Generate coverage report
-      run: |
+      - name: Generate coverage report
+        run: |
           pytest --cov --cov-branch --cov-report=xml
 
-    - name: Upload coverage to Codecov
-      uses: codecov/codecov-action@v5
-      with:
-        token: ${{ secrets.CODECOV_TOKEN }}
-        file: ./coverage.xml
-        flags: unittests
-        env_vars: OS,PYTHON
-        name: codecov-umbrella
-        fail_ci_if_error: false
-        verbose: true
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v5
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          file: ./coverage.xml
+          flags: unittests
+          env_vars: OS,PYTHON
+          name: codecov-umbrella
+          fail_ci_if_error: false
+          verbose: true

From 6b6e16893760d58aeda41d98ca57b014c2f7d284 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 2 Sep 2025 17:59:56 -0600
Subject: [PATCH 148/275] link coverage badge to coverage report

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 3ba632ea..39c0fcc0 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# <ins>Bi</ins>o <ins>R</ins>eactor <ins>D</ins>esign (BiRD) [![bird-CI](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml/badge.svg)](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml) [![bird-pyversion](https://img.shields.io/pypi/pyversions/NREL-bird.svg)](https://pypi.org/project/NREL-bird/) [![coverage](https://codecov.io/gh/NREL/BioReactorDesign/graph/badge.svg)](https://codecov.io/gh/NREL/BioReactorDesign/graph/badge.svg)  [![bird-pypi](https://badge.fury.io/py/nrel-bird.svg)](https://badge.fury.io/py/nrel-bird)
+# <ins>Bi</ins>o <ins>R</ins>eactor <ins>D</ins>esign (BiRD) [![bird-CI](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml/badge.svg)](https://github.com/NREL/BioReactorDesign/actions/workflows/ci.yml) [![bird-pyversion](https://img.shields.io/pypi/pyversions/NREL-bird.svg)](https://pypi.org/project/NREL-bird/) [![coverage](https://codecov.io/gh/NREL/BioReactorDesign/graph/badge.svg)](https://app.codecov.io/gh/nrel/bioreactordesign)  [![bird-pypi](https://badge.fury.io/py/nrel-bird.svg)](https://badge.fury.io/py/nrel-bird)
 
 ## Quick start
 1. Follow the steps to install the python package (see `Installation of python package for developers` or `Installation of python package for users` below)

From 3b68b30c9617d1d3b2bbae462c56470eecdb348a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:21:24 -0600
Subject: [PATCH 149/275] safety check for T0

---
 bird/postprocess/stats.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/bird/postprocess/stats.py b/bird/postprocess/stats.py
index e98bf91e..db6094c5 100644
--- a/bird/postprocess/stats.py
+++ b/bird/postprocess/stats.py
@@ -78,6 +78,13 @@ def _T0_fn(autocorr: np.ndarray) -> float:
     k = np.array(range(1, N))
     T0 = 1.0 + 2.0 * np.sum((1.0 - k / N) * autocorr[1:])
 
+    # Check value of T0
+    if T0 < 1.0 or T0 > N / 2:
+        logger.warning(
+            f"T0 value ({T0}) is suspicious, falling back to T0 = 1"
+        )
+        T0 = 1.0
+
     logger.debug(f"T0 = {T0}")
 
     return T0

From 1ce942c7924985688c87c9bfc34c9f1cafe2f637 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:21:50 -0600
Subject: [PATCH 150/275] remove old tests

---
 bird/preprocess/json_gen/design_io.py | 54 ---------------------------
 1 file changed, 54 deletions(-)

diff --git a/bird/preprocess/json_gen/design_io.py b/bird/preprocess/json_gen/design_io.py
index d6ed2c72..aaaa7a47 100644
--- a/bird/preprocess/json_gen/design_io.py
+++ b/bird/preprocess/json_gen/design_io.py
@@ -29,57 +29,3 @@ def make_default_geom_dict_from_file(filename, rescale=2.7615275385627096):
     assert "Meshing" in geom_dict
     assert "Geometry" in geom_dict
     return geom_dict
-
-
-if __name__ == "__main__":
-    bc_dict = {}
-    bc_dict["inlets"] = []
-    bc_dict["outlets"] = []
-    tmp_dict = {}
-    tmp_dict["type"] = "circle"
-    tmp_dict["centx"] = 5.0
-    tmp_dict["centy"] = 0.0
-    tmp_dict["centz"] = 0.5
-    tmp_dict["radius"] = 0.4
-    tmp_dict["normal_dir"] = 1
-    tmp_dict["nelements"] = 50
-    bc_dict["inlets"].append(tmp_dict)
-    tmp_dict = {}
-    tmp_dict["type"] = "circle"
-    tmp_dict["centx"] = 2.5
-    tmp_dict["centy"] = 0.0
-    tmp_dict["centz"] = 0.5
-    tmp_dict["radius"] = 0.4
-    tmp_dict["normal_dir"] = 1
-    tmp_dict["nelements"] = 50
-    bc_dict["inlets"].append(tmp_dict)
-    tmp_dict = {}
-    tmp_dict["type"] = "circle"
-    tmp_dict["centx"] = 7.5
-    tmp_dict["centy"] = 0.0
-    tmp_dict["centz"] = 0.5
-    tmp_dict["radius"] = 0.4
-    tmp_dict["normal_dir"] = 1
-    tmp_dict["nelements"] = 50
-    bc_dict["inlets"].append(tmp_dict)
-
-    tmp_dict = {}
-    tmp_dict["type"] = "circle"
-    tmp_dict["centx"] = 0.5
-    tmp_dict["centy"] = 5.0
-    tmp_dict["centz"] = 0.5
-    tmp_dict["radius"] = 0.4
-    tmp_dict["normal_dir"] = 1
-    tmp_dict["nelements"] = 50
-    bc_dict["outlets"].append(tmp_dict)
-    tmp_dict = {}
-    tmp_dict["type"] = "circle"
-    tmp_dict["centx"] = 0.5
-    tmp_dict["centy"] = 5.0
-    tmp_dict["centz"] = 0.5
-    tmp_dict["radius"] = 0.4
-    tmp_dict["normal_dir"] = 1
-    tmp_dict["nelements"] = 50
-    bc_dict["outlets"].append(tmp_dict)
-
-    generate_stl_patch("test.json", bc_dict)

From 5724a41defc4b66f64c0ba21f5a4fc00ee722d0b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:22:07 -0600
Subject: [PATCH 151/275] fix the uniform vector read

---
 bird/utilities/ofio.py | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index dba1634c..15e71564 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -157,11 +157,17 @@ def read_meta_data(filename: str, mode: str | None = None) -> dict:
                             )
                     elif "uniform" in line:
                         meta_data["uniform"] = True
-                        sline = line.split()
                         if meta_data["type"] == "scalar":
+                            sline = line.split()
                             unif_value = float(sline[-1].strip(";"))
                         elif meta_data["type"] == "vector":
-                            unif_value = ofvec2arr(sline[-1].strip(";"))
+                            sline = line.split()
+                            for ientry, entry in enumerate(sline):
+                                if ";" in entry:
+                                    ind_end = ientry
+                                    break
+                            line_cropped = " ".join(sline[2 : ientry + 1])
+                            unif_value = ofvec2arr(line_cropped.strip(";"))
                         else:
                             raise NotImplementedError(
                                 f"Mode {mode} is unknown"

From c4bad4d3f5e2b8029e9ddcba1ed5b6e3dacf15ae Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:22:27 -0600
Subject: [PATCH 152/275] add uniform vector reading

---
 tests/io/test_read_foam_fields.py | 22 ++++++++++++++++++----
 1 file changed, 18 insertions(+), 4 deletions(-)

diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index b293fc66..fe94d8ca 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -112,7 +112,21 @@ def test_read_nonunif_vec():
     assert data_dict["name"] == "U.gas"
 
 
-if __name__ == "__main__":
-    test_read_nonunif_scal()
-    test_read_unif_scal()
-    test_read_nonunif_vec()
+def test_read_unif_vec():
+    """
+    Test for reading uniform vectorField
+    """
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    data_dict = readOFVec(
+        filename=os.path.join(caseFolder, "79", "U_unif_dummy")
+    )
+    assert np.linalg.norm(data_dict["field"] - [0.0, 0.1, 0.0]) < 1e-6
+    assert data_dict["name"] == "U_unif_dummy"

From 2c9a2d03cdee2538a3bb713029148b44571e7ed4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:22:50 -0600
Subject: [PATCH 153/275] add uniform vector for test

---
 .../data_conditional_mean/79/U_unif_dummy     | 792 ++++++++++++++++++
 1 file changed, 792 insertions(+)
 create mode 100644 bird/postprocess/data_conditional_mean/79/U_unif_dummy

diff --git a/bird/postprocess/data_conditional_mean/79/U_unif_dummy b/bird/postprocess/data_conditional_mean/79/U_unif_dummy
new file mode 100644
index 00000000..3103db37
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/79/U_unif_dummy
@@ -0,0 +1,792 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       volVectorField;
+    location    "79";
+    object      U_unif_dummy;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+dimensions      [0 1 -1 0 0 0 0];
+
+internalField   uniform (0 0.1 0);
+
+boundaryField
+{
+    inlet
+    {
+        type            flowRateInletVelocity;
+        massFlowRate    
+        {
+            type            constant;
+            value           0.031424;
+        }
+        rho             thermo:rho.gas;
+        extrapolateProfile 0;
+        value           uniform (0 0.250059 0);
+    }
+    outlet
+    {
+        type            pressureInletOutletVelocity;
+        phi             phi.gas;
+        value           nonuniform List<vector> 
+740
+(
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+(-0.496195 5.04653 -1.46039)
+(-0.508033 4.90293 -1.42211)
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+(0.0596913 1.63718 -0.192296)
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+(-2.02654 0.212727 -2.83244)
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+(-0.546084 0.810306 -6.54975)
+(-1.47704 0.313358 -5.49488)
+(-1.76833 0.258762 -3.54125)
+(-1.13116 0.828975 -1.36662)
+(-0.0686405 1.16752 0.0929703)
+(0 -2.55317 0)
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+(0.179571 0.117264 -0.0847333)
+(0.221691 0.753131 -0.317396)
+(0.0786145 1.00055 -0.445701)
+(0 -0.550675 0)
+(-0.811074 0.345151 0.0357419)
+(-0.644767 1.15965 0.257519)
+(-0.52473 0.519228 0.264029)
+(-0.364254 -0.00661181 0.22264)
+(-0.102562 0.496606 0.123797)
+(0.260379 1.2121 -0.0531273)
+(0.557713 1.8901 -0.342039)
+(0.630017 2.38466 -0.64433)
+(0.447508 2.47715 -0.786792)
+(-0.662531 0.559358 -0.326546)
+(-0.105343 1.62904 0.227568)
+(0.43025 2.55734 0.542039)
+(0.769799 2.32279 0.511444)
+(0.985297 2.26319 0.26761)
+(1.17259 2.63037 -0.0900681)
+(1.34515 3.23832 -0.457297)
+(1.41809 3.86825 -0.8027)
+(1.26627 4.218 -1.08024)
+(0.912106 4.18558 -1.14129)
+(0.747489 1.36525 0.68756)
+(1.36137 1.84945 0.893525)
+(2.07564 2.63354 0.968152)
+(2.97887 3.72796 0.83708)
+(3.75881 5.11133 0.359554)
+(3.98793 6.51015 -0.336595)
+(3.5838 7.54153 -0.9462)
+(2.78468 8.23233 -1.26543)
+(1.8426 8.5736 -1.26692)
+(0.971809 8.53711 -0.97666)
+(0 -0.658908 0)
+(0 -0.386288 0)
+(0 -0.430348 0)
+(-1.213 0.947508 -0.0543925)
+(-0.990692 2.27229 0.100181)
+(-0.604788 3.39464 -0.0666162)
+(-0.412813 4.87751 -0.496257)
+(-0.390889 5.92521 -0.849316)
+(-0.372847 5.41431 -0.909405)
+(-0.262046 3.22734 -0.626769)
+(0 0.0236805 0)
+(0 -0.0194242 0)
+(0 -0.422349 0)
+(0 0.119811 0)
+(-0.962305 1.09949 0.731894)
+(-0.537715 2.1266 0.854963)
+(-0.210295 3.66494 0.7078)
+(-0.056841 5.63397 0.379206)
+(-0.0439555 6.57453 -0.00346922)
+(-0.0454629 5.5867 -0.291961)
+(-0.188858 0.966173 -0.406436)
+(-0.521963 0.898383 -0.228489)
+(0 0.406612 0)
+(-1.0567 0.692801 0.616878)
+(-0.877952 1.25063 1.22704)
+(-0.437619 1.77897 1.57115)
+(0.0144363 2.77228 1.63504)
+(0.388146 4.39876 1.59052)
+(0.690628 6.42473 1.47577)
+(0.871929 7.01491 1.10471)
+(0.0716951 2.308 -0.667369)
+(-0.368856 2.22312 -0.31993)
+(-0.731901 2.13284 0.239268)
+(-0.944907 2.4551 0.98875)
+(-0.777659 2.63401 1.76833)
+(-0.311824 2.51647 2.27616)
+(0.259763 2.80683 2.49345)
+(0.83651 3.7603 2.56417)
+(1.38408 5.13308 2.59241)
+(1.94563 6.50143 2.50164)
+(0.411364 4.03765 -0.92447)
+(-0.166284 3.98818 -0.380201)
+(-0.63597 4.24794 0.479834)
+(-0.840269 4.36973 1.50089)
+(-0.64678 3.94457 2.46179)
+(-0.118982 3.48404 3.14261)
+(0.593126 3.57132 3.5245)
+(1.38184 4.19266 3.69502)
+(2.17476 4.97426 3.73582)
+(2.98172 5.69297 3.63252)
+(0.246895 8.52014 -0.450346)
+(-0.376874 8.2565 0.390434)
+(-0.784195 7.69784 1.53052)
+(-0.836765 6.94006 2.78639)
+(-0.47411 6.07848 3.97923)
+(0.255711 5.48914 4.94176)
+(1.2402 5.3957 5.54445)
+(2.32659 5.639 5.73171)
+(3.39432 5.91309 5.58895)
+(4.41862 6.08417 5.2121)
+)
+;
+    }
+    walls
+    {
+        type            slip;
+    }
+}
+
+
+// ************************************************************************* //

From 73775849015efec68b08510310ee71ba8f297e31 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:46:04 -0600
Subject: [PATCH 154/275] explicit the tuple output types

---
 bird/postprocess/post_quantities.py | 20 ++++++++++----------
 bird/postprocess/stats.py           |  8 +++++---
 bird/utilities/mathtools.py         |  2 +-
 bird/utilities/ofio.py              |  4 +++-
 4 files changed, 19 insertions(+), 15 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 85f42256..8bcf6b18 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -11,7 +11,7 @@ def read_field(
     field_name: str,
     n_cells: int | None = None,
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[np.ndarray | float, dict]:
     """
     Read field at a given time and store it in dictionary for later reuse
 
@@ -53,7 +53,7 @@ def read_cell_volume(
     time_folder: str,
     n_cells: int | None = None,
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[np.ndarray | float, dict]:
     """
     Read volume at a given time and store it in dictionary for later reuse
 
@@ -100,7 +100,7 @@ def read_cell_centers(
     case_folder: str,
     cell_centers_file: str,
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[np.ndarray, dict]:
     """
     Read volume at a given time and store it in dictionary for later reuse
 
@@ -153,7 +153,7 @@ def get_ind_liq(
     time_folder: str | None = None,
     n_cells: int | None = None,
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[np.ndarray | float, dict]:
     """
     Get indices of pure liquid cells (where alpha.liquid > 0.5)
 
@@ -206,7 +206,7 @@ def get_ind_gas(
     time_folder: str | None = None,
     n_cells: int | None = None,
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[np.ndarray | float, dict]:
     """
     Get indices of pure gas cells (where alpha.liquid <= 0.5)
 
@@ -260,7 +260,7 @@ def compute_gas_holdup(
     n_cells: int | None = None,
     volume_time: str = "0",
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[float, dict]:
     """
     Calculate volume averaged gas hold up at a given time
 
@@ -320,7 +320,7 @@ def compute_superficial_velocity(
     direction: int = 1,
     cell_centers_file: str = "meshCellCentres_0.obj",
     field_dict: dict = {},
-) -> tuple:
+) -> tuple[float, dict]:
     """
     Calculate superficial velocity in a given direction at a given time
 
@@ -408,7 +408,7 @@ def compute_ave_y_liq(
     volume_time: str = "0",
     spec_name: str = "CO2",
     field_dict={},
-) -> tuple:
+) -> tuple[float, dict]:
     """
     Calculate liquid volume averaged mass fraction of a species at a given time
 
@@ -486,7 +486,7 @@ def compute_ave_conc_liq(
     mol_weight: float = 0.04401,
     rho_val: float | None = 1000,
     field_dict={},
-) -> tuple:
+) -> tuple[float, dict]:
     """
     Calculate liquid volume averaged concentration of a species at a given time
 
@@ -586,7 +586,7 @@ def compute_ave_bubble_diam(
     n_cells: int | None = None,
     volume_time: str = "0",
     field_dict={},
-) -> tuple:
+) -> tuple[float, dict]:
     """
     Calculate averaged bubble diameter over the liquid volume
 
diff --git a/bird/postprocess/stats.py b/bird/postprocess/stats.py
index db6094c5..43ac584b 100644
--- a/bird/postprocess/stats.py
+++ b/bird/postprocess/stats.py
@@ -150,7 +150,7 @@ def _to_equally_spaced(
 
 def calc_mean(
     time_series: np.ndarray, time_values: np.ndarray | None = None
-) -> tuple:
+) -> tuple[float, float]:
     """
     Compute mean and the uncertainty about the mean, from a time-series
 
@@ -165,8 +165,10 @@ def calc_mean(
 
     Returns
     ----------
-    mean_val, unc_val : tuple
-        Mean value and the 68% uncertainty (1 sigma) about the mean
+    mean_val: float
+        Mean value of the time_series
+    unc_val: float
+        68% uncertainty (1 sigma) about the mean
 
     """
 
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index 1abf5c75..d43a94ba 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -7,7 +7,7 @@
 
 def conditional_average(
     x: np.ndarray, y: np.ndarray, nbins: int = 32
-) -> tuple:
+) -> tuple[np.ndarray, np.ndarray]:
     """
     Compute a 1D conditional average of y with respect to x
     The conditional average is distributed to neighbors of the binned array when needed
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 15e71564..e7a95ae2 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -458,7 +458,9 @@ def readSizeGroups(file):
     return sizeGroup, binGroup
 
 
-def getCaseTimes(casePath: str, remove_zero: bool = False) -> tuple:
+def getCaseTimes(
+    casePath: str, remove_zero: bool = False
+) -> tuple[list[float], list[str]]:
     """
     Get list of all time folders from an OpenFOAM case
 

From 46dfe7381a676c9073605024d0906291f256d0e3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 4 Sep 2025 18:52:25 -0600
Subject: [PATCH 155/275] fix pypi

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 724a69e2..ba52552c 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.30"
+__version__ = "0.0.31"

From b92858d84875b02bdc73a9c7d632114af144bae7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 11:25:32 -0600
Subject: [PATCH 156/275] option to output elsewhere the stl patches

---
 bird/preprocess/stl_patch/stl_bc.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index 383a7f01..56677d01 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -1,4 +1,5 @@
 import logging
+import os
 
 import numpy as np
 import stl
@@ -38,14 +39,16 @@ def get_all_vert_faces(input_dict, boundary_name):
     return boundary_mesh
 
 
-def write_boundaries(input_dict):
+def write_boundaries(input_dict, output_folder="."):
     check_input(input_dict)
     for boundary_name in input_dict.keys():
         if not boundary_name == "Geometry":
             logger.info(f"Making {boundary_name}")
             boundary_mesh = get_all_vert_faces(input_dict, boundary_name)
             logger.info(f"\tArea {boundary_mesh.area} m2")
-            boundary_mesh.save(f"{boundary_name}.stl")
+            boundary_mesh.save(
+                os.path.join(output_folder, f"{boundary_name}.stl")
+            )
 
 
 if __name__ == "__main__":

From 7a0be3f293c8e6c9796b07f55028572e2f9b0aa9 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 11:25:46 -0600
Subject: [PATCH 157/275] update v

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index ba52552c..c0a8d870 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.31"
+__version__ = "0.0.32"

From 8bdfbac3a02845350e0248b7d19bc7fd2bb06cd2 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 11:27:06 -0600
Subject: [PATCH 158/275] generate files in temporary directories

---
 tests/meshing/test_block_cyl_mesh.py     | 54 +++++++++-----
 tests/meshing/test_block_rect_mesh.py    | 15 ++--
 tests/meshing/test_stirred_tank.py       | 20 +++---
 tests/postprocess/test_cond_mean.py      |  6 +-
 tests/postprocess/test_stats.py          |  5 --
 tests/preprocess/test_case_gen.py        | 90 +++++++++++++-----------
 tests/preprocess/test_dynamic_mixer.py   | 22 ++++--
 tests/preprocess/test_spec_thermo_gen.py | 59 +++++++++-------
 tests/preprocess/test_stl_patch.py       | 30 ++++----
 9 files changed, 179 insertions(+), 122 deletions(-)

diff --git a/tests/meshing/test_block_cyl_mesh.py b/tests/meshing/test_block_cyl_mesh.py
index 394da6ce..c5d181a1 100644
--- a/tests/meshing/test_block_cyl_mesh.py
+++ b/tests/meshing/test_block_cyl_mesh.py
@@ -1,5 +1,6 @@
 import os
 import sys
+import tempfile
 from pathlib import Path
 
 import numpy as np
@@ -33,8 +34,11 @@ def test_side_sparger():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "sideSparger/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_flat_donut():
@@ -52,8 +56,11 @@ def test_flat_donut():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "flatDonut/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_base_column():
@@ -71,8 +78,11 @@ def test_base_column():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "baseColumn/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_base_column_refine():
@@ -90,8 +100,11 @@ def test_base_column_refine():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "baseColumn_refineSparg/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_base_column_projected():
@@ -109,8 +122,11 @@ def test_base_column_projected():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "baseColumn_projected/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_multiring():
@@ -128,8 +144,11 @@ def test_multiring():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "multiRing_simple/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_multiring_coarse():
@@ -147,9 +166,8 @@ def test_multiring_coarse():
     topo_file = os.path.join(
         BIRD_BLOCK_CYL_MESH_TEMP_DIR, "multiRing_coarse/topology.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, topo_file, output_folder)
-
-
-if __name__ == "__main__":
-    test_multiring_coarse()
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, topo_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
diff --git a/tests/meshing/test_block_rect_mesh.py b/tests/meshing/test_block_rect_mesh.py
index e3deb9b5..32e7c855 100644
--- a/tests/meshing/test_block_rect_mesh.py
+++ b/tests/meshing/test_block_rect_mesh.py
@@ -1,5 +1,6 @@
 import os
 import sys
+import tempfile
 from pathlib import Path
 
 import numpy as np
@@ -30,8 +31,11 @@ def test_loop_reactor():
     input_file = os.path.join(
         BIRD_BLOCK_RECT_MESH_TEMP_DIR, "loopReactor", "input.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
 
 
 def test_subblock_reactor():
@@ -46,5 +50,8 @@ def test_subblock_reactor():
     input_file = os.path.join(
         BIRD_BLOCK_RECT_MESH_TEMP_DIR, "sub_blocks", "input.json"
     )
-    output_folder = "system_tmp"
-    base_mesh(input_file, output_folder)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        base_mesh(input_file, output_folder)
+        assert os.path.exists(os.path.join(tmpdirname, "blockMeshDict"))
diff --git a/tests/meshing/test_stirred_tank.py b/tests/meshing/test_stirred_tank.py
index 2dacfc36..7f41b0dc 100644
--- a/tests/meshing/test_stirred_tank.py
+++ b/tests/meshing/test_stirred_tank.py
@@ -1,6 +1,7 @@
 import argparse
 import os
 import sys
+import tempfile
 from pathlib import Path
 
 import numpy as np
@@ -27,11 +28,14 @@ def test_stirred_tank():
     inp = os.path.join(
         BIRD_STIRRED_TANK_MESH_TEMP_DIR, "base_tank", "tank_par.yaml"
     )
-    out = "tmp_blockMeshDict"
-    with open(out, "w") as outfile:
-        react = get_reactor_geom(inp)
-        write_ofoam_preamble(outfile, react)
-        write_vertices(outfile, react)
-        write_edges(outfile, react)
-        write_blocks(outfile, react)
-        write_patches(outfile, react)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        output_folder = tmpdirname
+        outfilename = os.path.join(tmpdirname, "blockMeshDict")
+        with open(outfilename, "w") as outfile:
+            react = get_reactor_geom(inp)
+            write_ofoam_preamble(outfile, react)
+            write_vertices(outfile, react)
+            write_edges(outfile, react)
+            write_blocks(outfile, react)
+            write_patches(outfile, react)
diff --git a/tests/postprocess/test_cond_mean.py b/tests/postprocess/test_cond_mean.py
index fafca77f..e2a004f4 100644
--- a/tests/postprocess/test_cond_mean.py
+++ b/tests/postprocess/test_cond_mean.py
@@ -1,4 +1,5 @@
 import os
+import tempfile
 from pathlib import Path
 
 from prettyPlot.plotting import plt, pretty_labels
@@ -30,7 +31,10 @@ def test_compute_cond():
         "d.gas",
     ]
     fields_cond = compute_cond_mean(caseFolder, 1, fields_list, 2, n_bins=32)
-    save_cond("cond.pkl", fields_cond)
+
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        save_cond(os.path.join(tmpdirname, "cond.pkl"), fields_cond)
 
     cond = {}
     cond[caseFolder] = fields_cond
diff --git a/tests/postprocess/test_stats.py b/tests/postprocess/test_stats.py
index dd72c0ab..614cd0a6 100644
--- a/tests/postprocess/test_stats.py
+++ b/tests/postprocess/test_stats.py
@@ -61,8 +61,3 @@ def test_mean_stats_nonuniform():
 
     # Make sure non uniform signal is correctly treated
     assert abs(unc_non_unif - unc_unif) / unc_unif < 0.1
-
-
-if __name__ == "__main__":
-    test_mean_stats_uniform()
-    test_mean_stats_nonuniform()
diff --git a/tests/preprocess/test_case_gen.py b/tests/preprocess/test_case_gen.py
index dc83b37b..fbb15b26 100644
--- a/tests/preprocess/test_case_gen.py
+++ b/tests/preprocess/test_case_gen.py
@@ -1,6 +1,7 @@
 import os
 import pickle
 import shutil
+import tempfile
 from pathlib import Path
 
 import numpy as np
@@ -19,28 +20,32 @@ def test_continuous_loop():
         "preprocess",
         "data_case_gen",
     )
-    generate_single_scaledup_reactor_sparger_cases(
-        sparger_locs=[0.3, 0.5, 1.4],
-        sim_id=0,
-        vvm=0.4,
-        study_folder=".",
-        template_folder=os.path.join(
-            BIRD_CASE_GEN_DATA_DIR,
-            "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
-        ),
-    )
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        generate_single_scaledup_reactor_sparger_cases(
+            sparger_locs=[0.3, 0.5, 1.4],
+            sim_id=0,
+            vvm=0.4,
+            study_folder=tmpdirname,
+            template_folder=os.path.join(
+                BIRD_CASE_GEN_DATA_DIR,
+                "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+            ),
+        )
 
-    generate_single_scaledup_reactor_sparger_cases(
-        sparger_locs=[0.3, 0.35],
-        sim_id=0,
-        vvm=0.4,
-        study_folder="sparger_overlap",
-        template_folder=os.path.join(
-            BIRD_CASE_GEN_DATA_DIR,
-            "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
-        ),
-        bypass_sparger_spacing=True,
-    )
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        generate_single_scaledup_reactor_sparger_cases(
+            sparger_locs=[0.3, 0.35],
+            sim_id=0,
+            vvm=0.4,
+            study_folder=tmpdirname,
+            template_folder=os.path.join(
+                BIRD_CASE_GEN_DATA_DIR,
+                "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+            ),
+            bypass_sparger_spacing=True,
+        )
 
 
 def test_discrete_loop():
@@ -101,23 +106,26 @@ def random_sample(branches_com, branchcom_spots, config_dict={}):
     for vvm_v in vvm_l:
         vvm_str = str(vvm_v).replace(".", "_")
         for pow_v in pow_l:
-            study_folder = f"study_scaleup_{vvm_str}vvm_{pow_v}W"
-            generate_scaledup_reactor_cases(
-                config_dict,
-                branchcom_spots,
-                vvm=vvm_v,
-                power=pow_v,
-                constantD=True,
-                study_folder=study_folder,
-                template_folder=os.path.join(
-                    BIRD_CASE_GEN_DATA_DIR,
-                    "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
-                ),
-            )
-            write_script_start(f"{study_folder}/many_scripts_start", n_sim)
-            write_script_post(f"{study_folder}/many_scripts_post", n_sim)
-            write_prep(f"{study_folder}/prep.sh", n_sim)
-            save_config_dict(f"{study_folder}/configs.pkl", config_dict)
-            save_config_dict(
-                f"{study_folder}/branchcom_spots.pkl", branchcom_spots
-            )
+            # Output to temporary directory and delete when done
+            with tempfile.TemporaryDirectory() as tmpdirname:
+                # study_folder = f"study_scaleup_{vvm_str}vvm_{pow_v}W"
+                study_folder = tmpdirname
+                generate_scaledup_reactor_cases(
+                    config_dict,
+                    branchcom_spots,
+                    vvm=vvm_v,
+                    power=pow_v,
+                    constantD=True,
+                    study_folder=study_folder,
+                    template_folder=os.path.join(
+                        BIRD_CASE_GEN_DATA_DIR,
+                        "loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup",
+                    ),
+                )
+                write_script_start(f"{study_folder}/many_scripts_start", n_sim)
+                write_script_post(f"{study_folder}/many_scripts_post", n_sim)
+                write_prep(f"{study_folder}/prep.sh", n_sim)
+                save_config_dict(f"{study_folder}/configs.pkl", config_dict)
+                save_config_dict(
+                    f"{study_folder}/branchcom_spots.pkl", branchcom_spots
+                )
diff --git a/tests/preprocess/test_dynamic_mixer.py b/tests/preprocess/test_dynamic_mixer.py
index e2e43130..335f7f81 100644
--- a/tests/preprocess/test_dynamic_mixer.py
+++ b/tests/preprocess/test_dynamic_mixer.py
@@ -1,4 +1,5 @@
 import os
+import tempfile
 from pathlib import Path
 
 import numpy as np
@@ -20,8 +21,14 @@ def test_expl_list():
     input_dict = parse_json(
         os.path.join(BIRD_PRE_DYNMIX_TEMP_DIR, "expl_list", "mixers.json")
     )
-    write_fvModel(input_dict, output_folder=".")
-    write_fvModel(input_dict, output_folder=".", force_sign=True)
+
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_fvModel(input_dict, output_folder=tmpdirname)
+
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_fvModel(input_dict, output_folder=tmpdirname, force_sign=True)
 
 
 def test_loop_list():
@@ -39,10 +46,11 @@ def test_loop_list():
             BIRD_PRE_DYNMIX_TEMP_DIR, "loop_reactor_list", "mixers.json"
         )
     )
-    write_fvModel(input_dict, output_folder=".")
-    write_fvModel(input_dict, output_folder=".", force_sign=True)
 
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_fvModel(input_dict, output_folder=tmpdirname)
 
-if __name__ == "__main__":
-    test_expl_list()
-    test_loop_list()
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_fvModel(input_dict, output_folder=tmpdirname, force_sign=True)
diff --git a/tests/preprocess/test_spec_thermo_gen.py b/tests/preprocess/test_spec_thermo_gen.py
index 1699bea5..41bf7df7 100644
--- a/tests/preprocess/test_spec_thermo_gen.py
+++ b/tests/preprocess/test_spec_thermo_gen.py
@@ -1,5 +1,6 @@
 import os
 import shutil
+import tempfile
 from pathlib import Path
 
 from bird.preprocess.species_gen.setup_thermo_prop import (
@@ -24,32 +25,42 @@ def test_species_thermo_write():
         "bubble_column_20L",
     )
 
-    src_fake_thermo = os.path.join(
-        case_dir, "constant", "thermophysicalProperties_erroneous.gas"
-    )
-    dest_thermo = os.path.join(
-        case_dir, "constant", "thermophysicalProperties.gas"
-    )
-    shutil.copyfile(src_fake_thermo, dest_thermo)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        shutil.copytree(
+            os.path.join(case_dir, "constant"),
+            os.path.join(tmpdirname, "constant"),
+        )
 
-    foam_dict = read_openfoam_dict(dest_thermo)
-    assert (
-        abs(
-            float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])
-            + 7.57967e-07
+        src_fake_thermo = os.path.join(
+            tmpdirname, "constant", "thermophysicalProperties_erroneous.gas"
         )
-        > 1e-12
-    )
 
-    write_species_properties(case_dir, phase="gas")
-    foam_dict = read_openfoam_dict(dest_thermo)
-    assert (
-        abs(
-            float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])
-            + 7.57967e-07
+        dest_thermo = os.path.join(
+            tmpdirname, "constant", "thermophysicalProperties.gas"
+        )
+
+        shutil.copyfile(src_fake_thermo, dest_thermo)
+
+        # Reading the wrong thermo file and making sure we have an error
+        foam_dict = read_openfoam_dict(dest_thermo)
+        assert (
+            abs(
+                float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])
+                + 7.57967e-07
+            )
+            > 1e-12
+        )
+
+        write_species_properties(tmpdirname, phase="gas")
+        foam_dict = read_openfoam_dict(dest_thermo)
+        assert (
+            abs(
+                float(foam_dict["O2"]["thermodynamics"]["highCpCoeffs"][2])
+                + 7.57967e-07
+            )
+            < 1e-12
         )
-        < 1e-12
-    )
 
 
 def test_species_names():
@@ -160,7 +171,3 @@ def test_species_key_pair():
     assert "water" in species_key_pair_dict
     assert species_key_pair_dict["CO2"] == "CO2"
     assert species_key_pair_dict["water"] == '"(mixture|water)"'
-
-
-if __name__ == "__main__":
-    test_species_prop()
diff --git a/tests/preprocess/test_stl_patch.py b/tests/preprocess/test_stl_patch.py
index a416f156..ea339480 100644
--- a/tests/preprocess/test_stl_patch.py
+++ b/tests/preprocess/test_stl_patch.py
@@ -1,4 +1,5 @@
 import os
+import tempfile
 from pathlib import Path
 
 import numpy as np
@@ -23,10 +24,12 @@ def test_spider_sparger():
     input_dict = parse_json(
         os.path.join(BIRD_PRE_PATCH_TEMP_DIR, "spider_spg/inlets_outlets.json")
     )
-    write_boundaries(input_dict)
-    # plot
-    axes = plotSTL("inlets.stl")
-    pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
+
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_boundaries(input_dict, output_folder=tmpdirname)
+        axes = plotSTL(os.path.join(tmpdirname, "inlets.stl"))
+        pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
 
 def test_loop_reactor():
@@ -44,10 +47,12 @@ def test_loop_reactor():
             BIRD_PRE_PATCH_TEMP_DIR, "loop_reactor_expl/inlets_outlets.json"
         )
     )
-    write_boundaries(input_dict)
-    # plot
-    axes = plotSTL("inlets.stl")
-    pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
+
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_boundaries(input_dict, output_folder=tmpdirname)
+        axes = plotSTL(os.path.join(tmpdirname, "inlets.stl"))
+        pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
 
 def test_loop_reactor_branch():
@@ -65,10 +70,11 @@ def test_loop_reactor_branch():
             BIRD_PRE_PATCH_TEMP_DIR, "loop_reactor_branch/inlets_outlets.json"
         )
     )
-    write_boundaries(input_dict)
-    # plot
-    axes = plotSTL("inlets.stl")
-    pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
+    # Output to temporary directory and delete when done
+    with tempfile.TemporaryDirectory() as tmpdirname:
+        write_boundaries(input_dict, output_folder=tmpdirname)
+        axes = plotSTL(os.path.join(tmpdirname, "inlets.stl"))
+        pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
 
 if __name__ == "__main__":

From 6d4ee185f853cdb65d600446657b6747d3431f2e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:26:07 -0600
Subject: [PATCH 159/275] add autodoc

---
 .github/workflows/build_docs.yml  | 2 +-
 .github/workflows/deploy_docs.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 7208ae20..7dc84c78 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -25,7 +25,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install sphinx sphinx_rtd_theme
+          pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
 
       - name: Build documentation
         run: |
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index 2f8f8eed..f5424f58 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -26,7 +26,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install sphinx sphinx_rtd_theme
+          pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
 
       - name: Build documentation
         run: |

From 3f9e847238494e5b7d737bc1dbc575ddbc54b01c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:33:17 -0600
Subject: [PATCH 160/275] fix math formulas

---
 bird/postprocess/post_quantities.py | 38 ++++++++++++++++++++++++-----
 1 file changed, 32 insertions(+), 6 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 8bcf6b18..f0d19913 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -265,7 +265,13 @@ def compute_gas_holdup(
     Calculate volume averaged gas hold up at a given time
 
     .. math::
-       \frac{1}{V_{\rm tot}} \int_{V} (1-\alpha_{\rm liq}) dV
+       \\frac{1}{V_{\\rm tot}} \int_{V} (1-\\alpha_{\\rm liq}) dV
+
+    where:
+      - :math:`V_{\\rm tot}` is the total reactor volume
+      - :math:`D` is the bubble diameter
+      - :math:`\\alpha_{\\rm liq}` is the liquid phase volume fraction
+      - :math:`V` is the volume of the cell where :math:`\\alpha_{\\rm liq}` is measured
 
     Parameters
     ----------
@@ -322,7 +328,7 @@ def compute_superficial_velocity(
     field_dict: dict = {},
 ) -> tuple[float, dict]:
     """
-    Calculate superficial velocity in a given direction at a given time
+    Calculate superficial velocity (in m/s) in a given direction at a given time
 
     Parameters
     ----------
@@ -344,7 +350,7 @@ def compute_superficial_velocity(
     Returns
     ----------
     sup_vel: float
-        Superficial velocity
+        Superficial velocity (in m/s)
     field_dict : dict
         Dictionary of fields read
     """
@@ -413,7 +419,13 @@ def compute_ave_y_liq(
     Calculate liquid volume averaged mass fraction of a species at a given time
 
     .. math::
-       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} Y dV_{\rm liq}
+       \\frac{1}{V_{\\rm liq, tot}} \int_{V_{\\rm liq}} Y dV_{\\rm liq}
+
+    where:
+      - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
+      - :math:`Y` is the species mass fraction
+      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`D` is measured
+
 
     Parameters
     ----------
@@ -491,7 +503,14 @@ def compute_ave_conc_liq(
     Calculate liquid volume averaged concentration of a species at a given time
 
     .. math::
-       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} \rho_{\rm liq} Y / W dV_{\rm liq}
+       \\frac{1}{V_{\\rm liq, tot}} \int_{V_{\\rm liq}} \\rho_{\\rm liq} Y / W dV_{\\rm liq}
+
+    where:
+      - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
+      - :math:`\\rho_{\\rm liq}` is the liquid density
+      - :math:`Y` is the species mass fraction
+      - :math:`W` is the species molar mass
+      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`D` is measured
 
     Parameters
     ----------
@@ -591,7 +610,14 @@ def compute_ave_bubble_diam(
     Calculate averaged bubble diameter over the liquid volume
 
     .. math::
-       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} D dV
+
+       \\frac{1}{V_{\\rm liq, tot}} \\int_{V_{\\rm liq}} D dV
+
+    where:
+      - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
+      - :math:`D` is the bubble diameter
+      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`D` is measured
+
 
     Parameters
     ----------

From b874d83006645f529187e6a75699e892cb6090f7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:34:02 -0600
Subject: [PATCH 161/275] fix doc string format for returns

---
 bird/utilities/ofio.py | 46 +++++++++++++++++++++---------------------
 1 file changed, 23 insertions(+), 23 deletions(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index e7a95ae2..6255de2d 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -16,12 +16,12 @@ def readMesh(filename: str) -> np.ndarray:
     filename: str
         meshCellCentres_X.obj filename
 
-    returns
-    ----------
+    Returns
+    -------
     cell_centers: np.ndarray
         Array (N,3) representing the cell centers (N is number of cells)
-
     """
+
     assert "meshCellCentres" in filename
     assert ".obj" in filename
     cell_centers = np.loadtxt(filename, usecols=(1, 2, 3))
@@ -39,13 +39,12 @@ def ofvec2arr(vec: str) -> np.ndarray:
         Must start with "("
         Must end with ")"
 
-    returns
-    ----------
+    Returns
+    -------
     vec_array: np.ndarray
         Array (3,) representing the vector
-
-
     """
+
     vec = vec.strip()
     assert vec[0] == "("
     assert vec[-1] == ")"
@@ -64,8 +63,8 @@ def is_comment(line: str) -> bool:
     line: str
         Line of file
 
-    returns
-    ----------
+    Returns
+    -------
     is_comment: bool
         True if line is a comment
         False if line is not a comment
@@ -93,8 +92,8 @@ def read_meta_data(filename: str, mode: str | None = None) -> dict:
         If "vector", expects a vector field
         If None, obtained from field header
 
-    returns
-    ----------
+    Returns
+    -------
     meta_data: dict
         Dictionary that contain info about the scalar field
             ============= =====================================================
@@ -204,8 +203,8 @@ def readOFScal(
         meta data dictionary
         If None, it is read from filename
 
-    returns
-    ----------
+    Returns
+    -------
     data: dict
         Dictionary that contain info about the scalar field
             ======== =====================================================
@@ -213,7 +212,7 @@ def readOFScal(
             ======== =====================================================
             field    For nonuniform fields, array of size the number of cells (*np.ndarray*).
                      For uniform fields with a specified n_cells,
-                          array of size the number of cells (*np.ndarray*).
+                     array of size the number of cells (*np.ndarray*).
                      For uniform fields, a scalar value (*float*)
             name     Name of the scalar field (*str*)
             n_cells  Number of computational cells (*int*)
@@ -294,8 +293,8 @@ def readOFVec(
         meta data dictionary
         If None, it is read from filename
 
-    returns
-    ----------
+    Returns
+    -------
     data: dict
         Dictionary that contain info about the scalar field
             ======== =====================================================
@@ -303,7 +302,7 @@ def readOFVec(
             ======== =====================================================
             field    For nonuniform fields, array of size the number of cells by 3 (*np.ndarray*).
                      For uniform fields with a specified n_cells,
-                          array of size the number of cells by 3 (*np.ndarray*).
+                     array of size the number of cells by 3 (*np.ndarray*).
                      For uniform fields, a scalar value (*float*)
             name     Name of the field (*str*)
             n_cells  Number of computational cells (*int*)
@@ -390,8 +389,8 @@ def readOF(
         If None, it is read from filename
 
 
-    returns
-    ----------
+    Returns
+    -------
     data: dict
         Dictionary that contain info about the scalar field
             ======== =====================================================
@@ -399,7 +398,7 @@ def readOF(
             ======== =====================================================
             field    For nonuniform fields, array of size the number of cells (*np.ndarray*).
                      For uniform fields with a specified n_cells,
-                          array of size the number of cells (*np.ndarray*).
+                     array of size the number of cells (*np.ndarray*).
                      For uniform fields, a scalar value (*float*)
             name     Name of the field (*str*)
             n_cells  Number of computational cells (*int*)
@@ -471,8 +470,8 @@ def getCaseTimes(
     remove_zero : bool
         Whether to remove zero from the time folder list
 
-    returns
-    ----------
+    Returns
+    -------
     time_float_sorted: list[float]
         List of time folder values in ascending order
     time_str_sorted: list[str]
@@ -590,6 +589,7 @@ def parse_tokens(tokens: list[str]) -> dict:
     ----------
     parsed: dict
         A nested dictionary that represents the OpenFOAM dictionary.
+
     """
 
     def parse_block(index: int) -> tuple:
@@ -687,7 +687,7 @@ def read_openfoam_dict(filename: str) -> dict:
         OpenFOAM dictionary filename
 
     Returns
-    ----------
+    -------
     dict_of: dict
         A Python dictionary representing the structure of the OpenFOAM dictionary.
     """

From 6887157de58ae642e5a3d4a1a7bd9d06f0d6034a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:34:18 -0600
Subject: [PATCH 162/275] use google style doc

---
 docs/source/conf.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 24c8880f..5e573503 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -35,6 +35,8 @@
     "sphinx.ext.autodoc",
     "sphinx.ext.autosummary",
     "sphinx.ext.intersphinx",
+    "sphinx.ext.napoleon",
+    "sphinx.ext.mathjax",
     #    'sphinxcontrib.bibtex',
     #    'autoapi.extension',
     #    'sphinxcontrib.apidoc',
@@ -49,6 +51,10 @@
 # apidoc_excluded_paths = ['tests']
 # apidoc_separate_modules = True
 
+napoleon_google_docstring = True
+napoleon_use_param = True
+napoleon_use_rtype = True
+
 intersphinx_mapping = {
     "python": ("https://docs.python.org/3/", None),
     "sphinx": ("https://www.sphinx-doc.org/en/master/", None),

From 6ce97acb9658757cf8936444bb5d9d22e502c68b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:34:47 -0600
Subject: [PATCH 163/275] add autogen rst

---
 bird/calibration/__init__.py     |  0
 bird/meshing/__init__.py         |  0
 bird/postprocess/__init__.py     |  0
 bird/preprocess/__init__.py      |  0
 bird/utilities/__init__.py       |  0
 docs/source/bird.calibration.rst | 29 +++++++++++++++
 docs/source/bird.meshing.rst     | 37 +++++++++++++++++++
 docs/source/bird.postprocess.rst | 53 +++++++++++++++++++++++++++
 docs/source/bird.preprocess.rst  | 10 ++++++
 docs/source/bird.rst             | 41 +++++++++++++++++++++
 docs/source/bird.utilities.rst   | 61 ++++++++++++++++++++++++++++++++
 docs/source/modules.rst          |  7 ++++
 12 files changed, 238 insertions(+)
 create mode 100644 bird/calibration/__init__.py
 create mode 100644 bird/meshing/__init__.py
 create mode 100644 bird/postprocess/__init__.py
 create mode 100644 bird/preprocess/__init__.py
 create mode 100644 bird/utilities/__init__.py
 create mode 100644 docs/source/bird.calibration.rst
 create mode 100644 docs/source/bird.meshing.rst
 create mode 100644 docs/source/bird.postprocess.rst
 create mode 100644 docs/source/bird.preprocess.rst
 create mode 100644 docs/source/bird.rst
 create mode 100644 docs/source/bird.utilities.rst
 create mode 100644 docs/source/modules.rst

diff --git a/bird/calibration/__init__.py b/bird/calibration/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/meshing/__init__.py b/bird/meshing/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/postprocess/__init__.py b/bird/postprocess/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/preprocess/__init__.py b/bird/preprocess/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/utilities/__init__.py b/bird/utilities/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/docs/source/bird.calibration.rst b/docs/source/bird.calibration.rst
new file mode 100644
index 00000000..ebaff478
--- /dev/null
+++ b/docs/source/bird.calibration.rst
@@ -0,0 +1,29 @@
+bird.calibration package
+========================
+
+Submodules
+----------
+
+bird.calibration.param\_nn module
+---------------------------------
+
+.. automodule:: bird.calibration.param_nn
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.calibration.scaling module
+-------------------------------
+
+.. automodule:: bird.calibration.scaling
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.calibration
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.meshing.rst b/docs/source/bird.meshing.rst
new file mode 100644
index 00000000..14a3c37e
--- /dev/null
+++ b/docs/source/bird.meshing.rst
@@ -0,0 +1,37 @@
+bird.meshing package
+====================
+
+Submodules
+----------
+
+bird.meshing.block\_cyl\_mesh module
+------------------------------------
+
+.. automodule:: bird.meshing.block_cyl_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.meshing.block\_rect\_mesh module
+-------------------------------------
+
+.. automodule:: bird.meshing.block_rect_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.meshing.stirred\_tank\_mesh module
+---------------------------------------
+
+.. automodule:: bird.meshing.stirred_tank_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.meshing
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.postprocess.rst b/docs/source/bird.postprocess.rst
new file mode 100644
index 00000000..b3e12d75
--- /dev/null
+++ b/docs/source/bird.postprocess.rst
@@ -0,0 +1,53 @@
+bird.postprocess package
+========================
+
+Submodules
+----------
+
+bird.postprocess.conditional\_mean module
+-----------------------------------------
+
+.. automodule:: bird.postprocess.conditional_mean
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.early\_pred module
+-----------------------------------
+
+.. automodule:: bird.postprocess.early_pred
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.kla\_utils module
+----------------------------------
+
+.. automodule:: bird.postprocess.kla_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.post\_quantities module
+----------------------------------------
+
+.. automodule:: bird.postprocess.post_quantities
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.stats module
+-----------------------------
+
+.. automodule:: bird.postprocess.stats
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.postprocess
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.preprocess.rst b/docs/source/bird.preprocess.rst
new file mode 100644
index 00000000..117fec78
--- /dev/null
+++ b/docs/source/bird.preprocess.rst
@@ -0,0 +1,10 @@
+bird.preprocess package
+=======================
+
+Module contents
+---------------
+
+.. automodule:: bird.preprocess
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.rst b/docs/source/bird.rst
new file mode 100644
index 00000000..0fb2635a
--- /dev/null
+++ b/docs/source/bird.rst
@@ -0,0 +1,41 @@
+bird package
+============
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   bird.calibration
+   bird.meshing
+   bird.postprocess
+   bird.preprocess
+   bird.utilities
+
+Submodules
+----------
+
+bird.logging\_config module
+---------------------------
+
+.. automodule:: bird.logging_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.version module
+-------------------
+
+.. automodule:: bird.version
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.utilities.rst b/docs/source/bird.utilities.rst
new file mode 100644
index 00000000..b33a5730
--- /dev/null
+++ b/docs/source/bird.utilities.rst
@@ -0,0 +1,61 @@
+bird.utilities package
+======================
+
+Submodules
+----------
+
+bird.utilities.folderManagement module
+--------------------------------------
+
+.. automodule:: bird.utilities.folderManagement
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.label\_plot module
+---------------------------------
+
+.. automodule:: bird.utilities.label_plot
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.mathtools module
+-------------------------------
+
+.. automodule:: bird.utilities.mathtools
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.ofio module
+--------------------------
+
+.. automodule:: bird.utilities.ofio
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.parser module
+----------------------------
+
+.. automodule:: bird.utilities.parser
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.stl\_plotting module
+-----------------------------------
+
+.. automodule:: bird.utilities.stl_plotting
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.utilities
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/modules.rst b/docs/source/modules.rst
new file mode 100644
index 00000000..cc9335e3
--- /dev/null
+++ b/docs/source/modules.rst
@@ -0,0 +1,7 @@
+bird
+====
+
+.. toctree::
+   :maxdepth: 4
+
+   bird

From 6907a811a89b4509704bababc24c2696f4209eb6 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:37:00 -0600
Subject: [PATCH 164/275] generate api doc at gh action time

---
 .github/workflows/build_docs.yml  |  1 +
 .github/workflows/deploy_docs.yml |  1 +
 docs/source/bird.calibration.rst  | 29 ---------------
 docs/source/bird.meshing.rst      | 37 -------------------
 docs/source/bird.postprocess.rst  | 53 ---------------------------
 docs/source/bird.preprocess.rst   | 10 -----
 docs/source/bird.rst              | 41 ---------------------
 docs/source/bird.utilities.rst    | 61 -------------------------------
 docs/source/modules.rst           |  7 ----
 9 files changed, 2 insertions(+), 238 deletions(-)
 delete mode 100644 docs/source/bird.calibration.rst
 delete mode 100644 docs/source/bird.meshing.rst
 delete mode 100644 docs/source/bird.postprocess.rst
 delete mode 100644 docs/source/bird.preprocess.rst
 delete mode 100644 docs/source/bird.rst
 delete mode 100644 docs/source/bird.utilities.rst
 delete mode 100644 docs/source/modules.rst

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 7dc84c78..0c0b9f25 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -30,6 +30,7 @@ jobs:
       - name: Build documentation
         run: |
           cd docs
+          sphinx-apidoc -o docs/source bird
           make html
 
 
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index f5424f58..e828143e 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -31,6 +31,7 @@ jobs:
       - name: Build documentation
         run: |
           cd docs
+          sphinx-apidoc -o docs/source bird
           make html
 
       - name: Deploy
diff --git a/docs/source/bird.calibration.rst b/docs/source/bird.calibration.rst
deleted file mode 100644
index ebaff478..00000000
--- a/docs/source/bird.calibration.rst
+++ /dev/null
@@ -1,29 +0,0 @@
-bird.calibration package
-========================
-
-Submodules
-----------
-
-bird.calibration.param\_nn module
----------------------------------
-
-.. automodule:: bird.calibration.param_nn
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.calibration.scaling module
--------------------------------
-
-.. automodule:: bird.calibration.scaling
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Module contents
----------------
-
-.. automodule:: bird.calibration
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.meshing.rst b/docs/source/bird.meshing.rst
deleted file mode 100644
index 14a3c37e..00000000
--- a/docs/source/bird.meshing.rst
+++ /dev/null
@@ -1,37 +0,0 @@
-bird.meshing package
-====================
-
-Submodules
-----------
-
-bird.meshing.block\_cyl\_mesh module
-------------------------------------
-
-.. automodule:: bird.meshing.block_cyl_mesh
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.meshing.block\_rect\_mesh module
--------------------------------------
-
-.. automodule:: bird.meshing.block_rect_mesh
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.meshing.stirred\_tank\_mesh module
----------------------------------------
-
-.. automodule:: bird.meshing.stirred_tank_mesh
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Module contents
----------------
-
-.. automodule:: bird.meshing
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.postprocess.rst b/docs/source/bird.postprocess.rst
deleted file mode 100644
index b3e12d75..00000000
--- a/docs/source/bird.postprocess.rst
+++ /dev/null
@@ -1,53 +0,0 @@
-bird.postprocess package
-========================
-
-Submodules
-----------
-
-bird.postprocess.conditional\_mean module
------------------------------------------
-
-.. automodule:: bird.postprocess.conditional_mean
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.postprocess.early\_pred module
------------------------------------
-
-.. automodule:: bird.postprocess.early_pred
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.postprocess.kla\_utils module
-----------------------------------
-
-.. automodule:: bird.postprocess.kla_utils
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.postprocess.post\_quantities module
-----------------------------------------
-
-.. automodule:: bird.postprocess.post_quantities
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.postprocess.stats module
------------------------------
-
-.. automodule:: bird.postprocess.stats
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Module contents
----------------
-
-.. automodule:: bird.postprocess
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.preprocess.rst b/docs/source/bird.preprocess.rst
deleted file mode 100644
index 117fec78..00000000
--- a/docs/source/bird.preprocess.rst
+++ /dev/null
@@ -1,10 +0,0 @@
-bird.preprocess package
-=======================
-
-Module contents
----------------
-
-.. automodule:: bird.preprocess
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.rst b/docs/source/bird.rst
deleted file mode 100644
index 0fb2635a..00000000
--- a/docs/source/bird.rst
+++ /dev/null
@@ -1,41 +0,0 @@
-bird package
-============
-
-Subpackages
------------
-
-.. toctree::
-   :maxdepth: 4
-
-   bird.calibration
-   bird.meshing
-   bird.postprocess
-   bird.preprocess
-   bird.utilities
-
-Submodules
-----------
-
-bird.logging\_config module
----------------------------
-
-.. automodule:: bird.logging_config
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.version module
--------------------
-
-.. automodule:: bird.version
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Module contents
----------------
-
-.. automodule:: bird
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.utilities.rst b/docs/source/bird.utilities.rst
deleted file mode 100644
index b33a5730..00000000
--- a/docs/source/bird.utilities.rst
+++ /dev/null
@@ -1,61 +0,0 @@
-bird.utilities package
-======================
-
-Submodules
-----------
-
-bird.utilities.folderManagement module
---------------------------------------
-
-.. automodule:: bird.utilities.folderManagement
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.utilities.label\_plot module
----------------------------------
-
-.. automodule:: bird.utilities.label_plot
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.utilities.mathtools module
--------------------------------
-
-.. automodule:: bird.utilities.mathtools
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.utilities.ofio module
---------------------------
-
-.. automodule:: bird.utilities.ofio
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.utilities.parser module
-----------------------------
-
-.. automodule:: bird.utilities.parser
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.utilities.stl\_plotting module
------------------------------------
-
-.. automodule:: bird.utilities.stl_plotting
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-Module contents
----------------
-
-.. automodule:: bird.utilities
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/modules.rst b/docs/source/modules.rst
deleted file mode 100644
index cc9335e3..00000000
--- a/docs/source/modules.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-bird
-====
-
-.. toctree::
-   :maxdepth: 4
-
-   bird

From 4f67242c3c0c73586cee5381ba7f978502e48303 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 12:39:00 -0600
Subject: [PATCH 165/275] fix ci

---
 .github/workflows/build_docs.yml  | 2 +-
 .github/workflows/deploy_docs.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 0c0b9f25..41ad3c0d 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -29,8 +29,8 @@ jobs:
 
       - name: Build documentation
         run: |
-          cd docs
           sphinx-apidoc -o docs/source bird
+          cd docs
           make html
 
 
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index e828143e..ad471357 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -30,8 +30,8 @@ jobs:
 
       - name: Build documentation
         run: |
-          cd docs
           sphinx-apidoc -o docs/source bird
+          cd docs
           make html
 
       - name: Deploy

From dac62128e9c357303f869dc60fe3dcfe12025cb7 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 13:04:44 -0600
Subject: [PATCH 166/275] better control automatic gen of docs

---
 .github/workflows/build_docs.yml  |  1 -
 .github/workflows/deploy_docs.yml |  1 -
 docs/source/bird.calibration.rst  | 29 +++++++++++++++
 docs/source/bird.meshing.rst      | 37 +++++++++++++++++++
 docs/source/bird.postprocess.rst  | 53 +++++++++++++++++++++++++++
 docs/source/bird.preprocess.rst   | 10 +++++
 docs/source/bird.rst              | 15 ++++++++
 docs/source/bird.utilities.rst    | 61 +++++++++++++++++++++++++++++++
 docs/source/index.rst             |  1 +
 docs/source/modules.rst           |  7 ++++
 10 files changed, 213 insertions(+), 2 deletions(-)
 create mode 100644 docs/source/bird.calibration.rst
 create mode 100644 docs/source/bird.meshing.rst
 create mode 100644 docs/source/bird.postprocess.rst
 create mode 100644 docs/source/bird.preprocess.rst
 create mode 100644 docs/source/bird.rst
 create mode 100644 docs/source/bird.utilities.rst
 create mode 100644 docs/source/modules.rst

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 41ad3c0d..7dc84c78 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -29,7 +29,6 @@ jobs:
 
       - name: Build documentation
         run: |
-          sphinx-apidoc -o docs/source bird
           cd docs
           make html
 
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index ad471357..f5424f58 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -30,7 +30,6 @@ jobs:
 
       - name: Build documentation
         run: |
-          sphinx-apidoc -o docs/source bird
           cd docs
           make html
 
diff --git a/docs/source/bird.calibration.rst b/docs/source/bird.calibration.rst
new file mode 100644
index 00000000..ebaff478
--- /dev/null
+++ b/docs/source/bird.calibration.rst
@@ -0,0 +1,29 @@
+bird.calibration package
+========================
+
+Submodules
+----------
+
+bird.calibration.param\_nn module
+---------------------------------
+
+.. automodule:: bird.calibration.param_nn
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.calibration.scaling module
+-------------------------------
+
+.. automodule:: bird.calibration.scaling
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.calibration
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.meshing.rst b/docs/source/bird.meshing.rst
new file mode 100644
index 00000000..14a3c37e
--- /dev/null
+++ b/docs/source/bird.meshing.rst
@@ -0,0 +1,37 @@
+bird.meshing package
+====================
+
+Submodules
+----------
+
+bird.meshing.block\_cyl\_mesh module
+------------------------------------
+
+.. automodule:: bird.meshing.block_cyl_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.meshing.block\_rect\_mesh module
+-------------------------------------
+
+.. automodule:: bird.meshing.block_rect_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.meshing.stirred\_tank\_mesh module
+---------------------------------------
+
+.. automodule:: bird.meshing.stirred_tank_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.meshing
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.postprocess.rst b/docs/source/bird.postprocess.rst
new file mode 100644
index 00000000..b3e12d75
--- /dev/null
+++ b/docs/source/bird.postprocess.rst
@@ -0,0 +1,53 @@
+bird.postprocess package
+========================
+
+Submodules
+----------
+
+bird.postprocess.conditional\_mean module
+-----------------------------------------
+
+.. automodule:: bird.postprocess.conditional_mean
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.early\_pred module
+-----------------------------------
+
+.. automodule:: bird.postprocess.early_pred
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.kla\_utils module
+----------------------------------
+
+.. automodule:: bird.postprocess.kla_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.post\_quantities module
+----------------------------------------
+
+.. automodule:: bird.postprocess.post_quantities
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.postprocess.stats module
+-----------------------------
+
+.. automodule:: bird.postprocess.stats
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.postprocess
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.preprocess.rst b/docs/source/bird.preprocess.rst
new file mode 100644
index 00000000..117fec78
--- /dev/null
+++ b/docs/source/bird.preprocess.rst
@@ -0,0 +1,10 @@
+bird.preprocess package
+=======================
+
+Module contents
+---------------
+
+.. automodule:: bird.preprocess
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/bird.rst b/docs/source/bird.rst
new file mode 100644
index 00000000..e8fb4a96
--- /dev/null
+++ b/docs/source/bird.rst
@@ -0,0 +1,15 @@
+BiRD API
+============
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 1
+
+   bird.calibration
+   bird.meshing
+   bird.postprocess
+   bird.preprocess
+   bird.utilities
+
diff --git a/docs/source/bird.utilities.rst b/docs/source/bird.utilities.rst
new file mode 100644
index 00000000..b33a5730
--- /dev/null
+++ b/docs/source/bird.utilities.rst
@@ -0,0 +1,61 @@
+bird.utilities package
+======================
+
+Submodules
+----------
+
+bird.utilities.folderManagement module
+--------------------------------------
+
+.. automodule:: bird.utilities.folderManagement
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.label\_plot module
+---------------------------------
+
+.. automodule:: bird.utilities.label_plot
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.mathtools module
+-------------------------------
+
+.. automodule:: bird.utilities.mathtools
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.ofio module
+--------------------------
+
+.. automodule:: bird.utilities.ofio
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.parser module
+----------------------------
+
+.. automodule:: bird.utilities.parser
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.utilities.stl\_plotting module
+-----------------------------------
+
+.. automodule:: bird.utilities.stl_plotting
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: bird.utilities
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 747210fd..a3643926 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -29,6 +29,7 @@ We provide a solver ``birdmultiphaseEulerFoam`` that contains custom models adde
    uq
    python_interface
    tutorials
+   bird
    contribute
    references
    troubleshoot
diff --git a/docs/source/modules.rst b/docs/source/modules.rst
new file mode 100644
index 00000000..cc9335e3
--- /dev/null
+++ b/docs/source/modules.rst
@@ -0,0 +1,7 @@
+bird
+====
+
+.. toctree::
+   :maxdepth: 4
+
+   bird

From a24a9ed53bee492e575821fd447d5b1e55a3987c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 13:06:22 -0600
Subject: [PATCH 167/275] force deploy

---
 .github/workflows/deploy_docs.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index f5424f58..cb26c326 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -6,6 +6,11 @@ on:
     paths:
       - 'docs/**'
       - '.github/workflows/deploy_docs.yml'
+  pull_request:
+    branches: [ main ]
+    paths:
+      - 'docs/**'
+      - '.github/workflows/deploy_docs.yml'
  
 jobs:
  

From 34e53ddc87c22db33ce026fb4995384d770294a3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 13:12:22 -0600
Subject: [PATCH 168/275] pip install bird and then build api doc

---
 .github/workflows/build_docs.yml  | 1 +
 .github/workflows/deploy_docs.yml | 1 +
 2 files changed, 2 insertions(+)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 7dc84c78..228de3e3 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -25,6 +25,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
+          pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
 
       - name: Build documentation
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index cb26c326..795210d7 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -31,6 +31,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
+          pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
 
       - name: Build documentation

From c43590b11abc1634131a5d568668982c879c8435 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 13:51:27 -0600
Subject: [PATCH 169/275] revert force deploy, and only deploy doc on push

---
 .github/workflows/deploy_docs.yml | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index 795210d7..decab861 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -6,11 +6,6 @@ on:
     paths:
       - 'docs/**'
       - '.github/workflows/deploy_docs.yml'
-  pull_request:
-    branches: [ main ]
-    paths:
-      - 'docs/**'
-      - '.github/workflows/deploy_docs.yml'
  
 jobs:
  

From 9608f626e105ba3d0ad35b02df5a3336f39ff336 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 14:28:16 -0600
Subject: [PATCH 170/275] explicit path codecov

---
 .github/workflows/codecov.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 9069a38c..a3190853 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -33,7 +33,7 @@ jobs:
 
       - name: Generate coverage report
         run: |
-          pytest --cov --cov-branch --cov-report=xml
+          pytest --cov=. --cov-branch --cov-report=xml
 
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5

From 7b36d850b930cf9a4f5f45406aff06d8b24ba4d3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 14:36:47 -0600
Subject: [PATCH 171/275] explicit bird only

---
 .github/workflows/codecov.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index a3190853..7d68128b 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -33,7 +33,7 @@ jobs:
 
       - name: Generate coverage report
         run: |
-          pytest --cov=. --cov-branch --cov-report=xml
+          pytest --cov=bird --cov-branch --cov-report=xml
 
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5

From 17e8a44fe98f4ce98ab8556b16ea7998f6e63ffd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 14:41:42 -0600
Subject: [PATCH 172/275] absolute path

---
 .github/workflows/codecov.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 7d68128b..f6a252d1 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -13,6 +13,9 @@ on:
 jobs:
   codecov:
     runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: ${{github.workspace}}
     steps:
       - name: Checkout
         uses: actions/checkout@v4
@@ -33,7 +36,7 @@ jobs:
 
       - name: Generate coverage report
         run: |
-          pytest --cov=bird --cov-branch --cov-report=xml
+          pytest --cov=${{github.workspace}}/bird --cov-branch --cov-report=xml
 
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5

From e809d4d9a8fa9935075285429dd6b7eeecc05875 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 14:47:31 -0600
Subject: [PATCH 173/275] revert codecov v

---
 .github/workflows/codecov.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index f6a252d1..4c44461e 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -39,7 +39,7 @@ jobs:
           pytest --cov=${{github.workspace}}/bird --cov-branch --cov-report=xml
 
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@v4
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           file: ./coverage.xml

From b9cb14c4b42f00ea30f258fe9be7b67e73e309ff Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 14:51:59 -0600
Subject: [PATCH 174/275] fix syntax of codecov

---
 .github/workflows/codecov.yml | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 4c44461e..65f25f56 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -29,15 +29,14 @@ jobs:
       - name: Install dependencies
         run: |
           pip install --upgrade pip
-          pip install .
           pip install pytest
           pip install pytest-cov
+          pip install .
           python -m pip install --upgrade pip
 
       - name: Generate coverage report
         run: |
-          pytest --cov=${{github.workspace}}/bird --cov-branch --cov-report=xml
-
+          pytest --cov=./ --cov-report=xml:coverage.xml          
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v4
         with:

From 8834a880232338433c11aec17ef6e6ee9f16c784 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 15:04:11 -0600
Subject: [PATCH 175/275] remove rogue pip upgrade

---
 .github/workflows/codecov.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 65f25f56..e580492a 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -31,13 +31,13 @@ jobs:
           pip install --upgrade pip
           pip install pytest
           pip install pytest-cov
-          pip install .
-          python -m pip install --upgrade pip
+          pip install -e .
 
       - name: Generate coverage report
         run: |
           pytest --cov=./ --cov-report=xml:coverage.xml          
       - name: Upload coverage to Codecov
+        
         uses: codecov/codecov-action@v4
         with:
           token: ${{ secrets.CODECOV_TOKEN }}

From b41ac7f9e23ef0b4b6adc780847d7d4a8435f59c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 15:07:35 -0600
Subject: [PATCH 176/275] remove variations

---
 .github/workflows/codecov.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index e580492a..39345119 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -31,14 +31,14 @@ jobs:
           pip install --upgrade pip
           pip install pytest
           pip install pytest-cov
-          pip install -e .
+          pip install .
 
       - name: Generate coverage report
         run: |
           pytest --cov=./ --cov-report=xml:coverage.xml          
       - name: Upload coverage to Codecov
         
-        uses: codecov/codecov-action@v4
+        uses: codecov/codecov-action@v5
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           file: ./coverage.xml

From 831b5630172732ea76115c209166cc267c55f49a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 15:10:09 -0600
Subject: [PATCH 177/275] seems like -e is important

---
 .github/workflows/codecov.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 39345119..06ad1562 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -31,7 +31,7 @@ jobs:
           pip install --upgrade pip
           pip install pytest
           pip install pytest-cov
-          pip install .
+          pip install -e .
 
       - name: Generate coverage report
         run: |

From 108dd282f3db0ee864e3d567106a956a8624d008 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sat, 6 Sep 2025 15:45:33 -0600
Subject: [PATCH 178/275] exec on push only

---
 .github/workflows/codecov.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 06ad1562..b61a167a 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -1,7 +1,7 @@
 name: CodeCov
 
 on:
-  pull_request:
+  push:
      branches: [ main ]
      paths-ignore:
       - '*.md'

From b2d6484547436f18637f164606f939e9bf3dbd2d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 08:00:16 -0600
Subject: [PATCH 179/275] compute gas holdup over liquid only

---
 bird/postprocess/post_quantities.py | 52 ++++++++++++++++++++++++-----
 1 file changed, 44 insertions(+), 8 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index f0d19913..17e18f59 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -265,13 +265,12 @@ def compute_gas_holdup(
     Calculate volume averaged gas hold up at a given time
 
     .. math::
-       \\frac{1}{V_{\\rm tot}} \int_{V} (1-\\alpha_{\\rm liq}) dV
+       \\frac{1}{V_{\\rm liq, tot}} \int_{V_{\\rm liq}} (1-\\alpha_{\\rm liq}) dV
 
     where:
-      - :math:`V_{\\rm tot}` is the total reactor volume
-      - :math:`D` is the bubble diameter
+      - :math:`V_{\\rm liq, tot}` is the total volume of liquid
       - :math:`\\alpha_{\\rm liq}` is the liquid phase volume fraction
-      - :math:`V` is the volume of the cell where :math:`\\alpha_{\\rm liq}` is measured
+      - :math:`V` is the volume of the cells where :math:`\\alpha_{\\rm liq}` is measured
 
     Parameters
     ----------
@@ -293,7 +292,6 @@ def compute_gas_holdup(
     field_dict : dict
         Dictionary of fields read
     """
-
     # Read relevant fields
     kwargs = {
         "case_folder": case_folder,
@@ -305,13 +303,25 @@ def compute_gas_holdup(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
+
     alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
+    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
     cell_volume, field_dict = read_cell_volume(
         field_dict=field_dict, **kwargs_vol
     )
 
+    # Only compute over the liquid
+    if isinstance(alpha_liq, np.ndarray):
+        alpha_liq = alpha_liq[ind_liq]
+    else:
+        raise TypeError
+    if isinstance(cell_volume, np.ndarray):
+        cell_volume = cell_volume[ind_liq]
+    else:
+        raise TypeError
+
     # Calculate
     gas_holdup = np.sum((1 - alpha_liq) * cell_volume) / np.sum(cell_volume)
 
@@ -396,10 +406,16 @@ def compute_superficial_velocity(
     # Only compute in the middle
     if isinstance(alpha_gas, np.ndarray):
         alpha_gas = alpha_gas[ind_middle]
+    else:
+        raise TypeError
     if isinstance(cell_volume, np.ndarray):
         cell_volume = cell_volume[ind_middle]
+    else:
+        raise TypeError
     if isinstance(U_gas, np.ndarray):
         U_gas = U_gas[ind_middle]
+    else:
+        raise TypeError
 
     # Compute
     sup_vel = np.sum(U_gas * alpha_gas * cell_volume) / np.sum(cell_volume)
@@ -476,10 +492,16 @@ def compute_ave_y_liq(
     # Only compute over the liquid
     if isinstance(alpha_liq, np.ndarray):
         alpha_liq = alpha_liq[ind_liq]
+    else:
+        raise TypeError
     if isinstance(cell_volume, np.ndarray):
         cell_volume = cell_volume[ind_liq]
+    else:
+        raise TypeError
     if isinstance(y_liq, np.ndarray):
         y_liq = y_liq[ind_liq]
+    else:
+        raise TypeError
 
     # Calculate
     liq_ave_y = np.sum(alpha_liq * y_liq * cell_volume) / np.sum(
@@ -583,12 +605,20 @@ def compute_ave_conc_liq(
     # Only compute over the liquid
     if isinstance(y_liq, np.ndarray):
         y_liq = y_liq[ind_liq]
+    else:
+        raise TypeError
     if isinstance(alpha_liq, np.ndarray):
         alpha_liq = alpha_liq[ind_liq]
+    else:
+        raise TypeError
     if isinstance(alpha_liq, np.ndarray):
         cell_volume = cell_volume[ind_liq]
+    else:
+        raise TypeError
     if isinstance(rho_liq, np.ndarray):
         rho_liq = rho_liq[ind_liq]
+    else:
+        raise TypeError
 
     conc_loc = rho_liq * y_liq / mol_weight
 
@@ -611,12 +641,12 @@ def compute_ave_bubble_diam(
 
     .. math::
 
-       \\frac{1}{V_{\\rm liq, tot}} \\int_{V_{\\rm liq}} D dV
+       \\frac{1}{V_{\\rm liq, tot}} \\int_{V_{\\rm liq}} `d_{\\rm gas}` dV
 
     where:
       - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
-      - :math:`D` is the bubble diameter
-      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`D` is measured
+      - :math:`d_{\\rm gas}` is the bubble diameter
+      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`d_{\\rm gas}` is measured
 
 
     Parameters
@@ -666,10 +696,16 @@ def compute_ave_bubble_diam(
     # Only compute over the liquid
     if isinstance(d_gas, np.ndarray):
         d_gas = d_gas[ind_liq]
+    else:
+        raise TypeError
     if isinstance(alpha_liq, np.ndarray):
         alpha_liq = alpha_liq[ind_liq]
+    else:
+        raise TypeError
     if isinstance(alpha_liq, np.ndarray):
         cell_volume = cell_volume[ind_liq]
+    else:
+        raise TypeError
 
     # Calculate
     diam = np.sum(d_gas * alpha_liq * cell_volume) / np.sum(

From 5de0834e8ae92c6f26c662e44d86c3383662bf19 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:07:06 -0600
Subject: [PATCH 180/275] explicit private functions to cleanup API and handle
 uniform scalar and vector field

---
 bird/postprocess/post_quantities.py | 198 +++++++++++++++-------------
 1 file changed, 107 insertions(+), 91 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 17e18f59..07e7d204 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -5,7 +5,7 @@
 logger = logging.getLogger(__name__)
 
 
-def read_field(
+def _read_field(
     case_folder: str,
     time_folder: str,
     field_name: str,
@@ -48,7 +48,7 @@ def read_field(
     return field, field_dict
 
 
-def read_cell_volume(
+def _read_cell_volume(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
@@ -81,7 +81,7 @@ def read_cell_volume(
         "n_cells": n_cells,
     }
     try:
-        cell_volume, field_dict = read_field(
+        cell_volume, field_dict = _read_field(
             field_name="V", field_dict=field_dict, **kwargs_vol
         )
     except FileNotFoundError:
@@ -96,7 +96,7 @@ def read_cell_volume(
     return cell_volume, field_dict
 
 
-def read_cell_centers(
+def _read_cell_centers(
     case_folder: str,
     cell_centers_file: str,
     field_dict: dict = {},
@@ -148,7 +148,61 @@ def read_cell_centers(
     return cell_centers, field_dict
 
 
-def get_ind_liq(
+def _field_filter(
+    field: float | np.ndarray, ind: np.ndarray, field_type: str
+) -> float | np.ndarray:
+    """
+    Filter field by index. Handle uniform and non uniform fields
+
+    Parameters
+    ----------
+    field: float | np.ndarray
+        Field to filter
+    ind: np.ndarray
+        Cell indices to keep
+    field_type : str
+        Type of the field ("scalar" or "vector")
+
+    Returns
+    ----------
+    filtered_field: float | np.ndarray
+        Field filtered by cell indices
+
+    """
+    if field_type.lower() == "scalar":
+        if isinstance(field, np.ndarray):
+            if len(field.shape) > 1:
+                err_msg = f"Scalar field shape {field.shape} but expected a flat array"
+                raise ValueError(err_msg)
+            filtered_field = field[ind]
+        elif isinstance(field, float):
+            # Uniform field
+            filtered_field = field
+        else:
+            err_msg = f"Got field type {type(field)}."
+            err_msg += " Expected float of np.ndarray for scalar field"
+            raise TypeError(err_msg)
+
+    elif field_type.lower() == "vector":
+        if isinstance(field, np.ndarray):
+            if field.shape == (3,):
+                filtered_field = field
+            else:
+                filtered_field = field[ind]
+        else:
+            err_msg = f"Got field type {type(field)}."
+            err_msg += " Expected np.ndarray for vector field"
+            raise TypeError(err_msg)
+
+    else:
+        msg = f"Field type ({field_type}) not recognized"
+        msg += " Supported field types are 'scalar' and 'vector'"
+        raise NotImplementedError(msg)
+
+    return filtered_field
+
+
+def _get_ind_liq(
     case_folder: str | None = None,
     time_folder: str | None = None,
     n_cells: int | None = None,
@@ -184,9 +238,11 @@ def get_ind_liq(
         "n_cells": n_cells,
     }
 
+    logger.warning("Assuming that alpha_liq > 0.5 denotes pure liquid")
+
     # Compute indices of pure liquid
     if not ("ind_liq" in field_dict) or field_dict["ind_liq"] is None:
-        alpha_liq, field_dict = read_field(
+        alpha_liq, field_dict = _read_field(
             case_folder,
             time_folder,
             field_name="alpha.liquid",
@@ -201,7 +257,7 @@ def get_ind_liq(
     return ind_liq, field_dict
 
 
-def get_ind_gas(
+def _get_ind_gas(
     case_folder: str | None = None,
     time_folder: str | None = None,
     n_cells: int | None = None,
@@ -237,9 +293,11 @@ def get_ind_gas(
         "n_cells": n_cells,
     }
 
+    logger.warning("Assuming that alpha_liq <= 0.5 denotes pure gas")
+
     # Compute indices of pure liquid
     if not ("ind_gas" in field_dict) or field_dict["ind_gas"] is None:
-        alpha_liq = read_field(
+        alpha_liq = _read_field(
             case_folder,
             time_folder,
             field_name="alpha.liquid",
@@ -304,23 +362,17 @@ def compute_gas_holdup(
         "n_cells": n_cells,
     }
 
-    alpha_liq, field_dict = read_field(
+    alpha_liq, field_dict = _read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
-    cell_volume, field_dict = read_cell_volume(
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
+    cell_volume, field_dict = _read_cell_volume(
         field_dict=field_dict, **kwargs_vol
     )
 
-    # Only compute over the liquid
-    if isinstance(alpha_liq, np.ndarray):
-        alpha_liq = alpha_liq[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(cell_volume, np.ndarray):
-        cell_volume = cell_volume[ind_liq]
-    else:
-        raise TypeError
+    # Only compute over the pure liquid
+    alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
+    cell_volume = _field_filter(cell_volume, ind=ind_liq, field_type="scalar")
 
     # Calculate
     gas_holdup = np.sum((1 - alpha_liq) * cell_volume) / np.sum(cell_volume)
@@ -376,18 +428,18 @@ def compute_superficial_velocity(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_gas, field_dict = read_field(
+    alpha_gas, field_dict = _read_field(
         field_name="alpha.gas", field_dict=field_dict, **kwargs
     )
-    U_gas, field_dict = read_field(
+    U_gas, field_dict = _read_field(
         field_name="U.gas", field_dict=field_dict, **kwargs
     )
     U_gas = U_gas[:, direction]
 
-    cell_volume, field_dict = read_cell_volume(
+    cell_volume, field_dict = _read_cell_volume(
         field_dict=field_dict, **kwargs_vol
     )
-    cell_centers, field_dict = read_cell_centers(
+    cell_centers, field_dict = _read_cell_centers(
         case_folder=case_folder,
         cell_centers_file=cell_centers_file,
         field_dict=field_dict,
@@ -404,18 +456,11 @@ def compute_superficial_velocity(
     )
 
     # Only compute in the middle
-    if isinstance(alpha_gas, np.ndarray):
-        alpha_gas = alpha_gas[ind_middle]
-    else:
-        raise TypeError
-    if isinstance(cell_volume, np.ndarray):
-        cell_volume = cell_volume[ind_middle]
-    else:
-        raise TypeError
-    if isinstance(U_gas, np.ndarray):
-        U_gas = U_gas[ind_middle]
-    else:
-        raise TypeError
+    alpha_gas = _field_filter(alpha_gas, ind=ind_middle, field_type="scalar")
+    cell_volume = _field_filter(
+        cell_volume, ind=ind_middle, field_type="scalar"
+    )
+    U_gas = _field_filter(U_gas, ind=ind_middle, field_type="vector")
 
     # Compute
     sup_vel = np.sum(U_gas * alpha_gas * cell_volume) / np.sum(cell_volume)
@@ -440,7 +485,7 @@ def compute_ave_y_liq(
     where:
       - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
       - :math:`Y` is the species mass fraction
-      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`D` is measured
+      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`Y` is measured
 
 
     Parameters
@@ -477,31 +522,22 @@ def compute_ave_y_liq(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_liq, field_dict = read_field(
+    alpha_liq, field_dict = _read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    y_liq, field_dict = read_field(
+    y_liq, field_dict = _read_field(
         field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
     )
-    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
-    cell_volume, field_dict = read_cell_volume(
+    cell_volume, field_dict = _read_cell_volume(
         field_dict=field_dict, **kwargs_vol
     )
 
     # Only compute over the liquid
-    if isinstance(alpha_liq, np.ndarray):
-        alpha_liq = alpha_liq[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(cell_volume, np.ndarray):
-        cell_volume = cell_volume[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(y_liq, np.ndarray):
-        y_liq = y_liq[ind_liq]
-    else:
-        raise TypeError
+    alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
+    cell_volume = _field_filter(cell_volume, ind=ind_liq, field_type="scalar")
+    y_liq = _field_filter(y_liq, ind=ind_liq, field_type="scalar")
 
     # Calculate
     liq_ave_y = np.sum(alpha_liq * y_liq * cell_volume) / np.sum(
@@ -532,7 +568,7 @@ def compute_ave_conc_liq(
       - :math:`\\rho_{\\rm liq}` is the liquid density
       - :math:`Y` is the species mass fraction
       - :math:`W` is the species molar mass
-      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`D` is measured
+      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`Y` is measured
 
     Parameters
     ----------
@@ -565,6 +601,7 @@ def compute_ave_conc_liq(
         f"Computing concentration for {spec_name} with molecular weight {mol_weight:.4g} kg/mol"
     )
     if rho_val is not None:
+        rho_val = float(rho_val)
         logger.debug(f"Assuming liquid density {rho_val} kg/m3")
 
     # Read relevant fields
@@ -578,15 +615,15 @@ def compute_ave_conc_liq(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_liq, field_dict = read_field(
+    alpha_liq, field_dict = _read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    y_liq, field_dict = read_field(
+    y_liq, field_dict = _read_field(
         field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
     )
-    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
-    cell_volume, field_dict = read_cell_volume(
+    cell_volume, field_dict = _read_cell_volume(
         field_dict=field_dict, **kwargs_vol
     )
 
@@ -603,22 +640,10 @@ def compute_ave_conc_liq(
         rho_liq = field_dict["rho_liq"]
 
     # Only compute over the liquid
-    if isinstance(y_liq, np.ndarray):
-        y_liq = y_liq[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(alpha_liq, np.ndarray):
-        alpha_liq = alpha_liq[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(alpha_liq, np.ndarray):
-        cell_volume = cell_volume[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(rho_liq, np.ndarray):
-        rho_liq = rho_liq[ind_liq]
-    else:
-        raise TypeError
+    alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
+    cell_volume = _field_filter(cell_volume, ind=ind_liq, field_type="scalar")
+    y_liq = _field_filter(y_liq, ind=ind_liq, field_type="scalar")
+    rho_liq = _field_filter(rho_liq, ind=ind_liq, field_type="scalar")
 
     conc_loc = rho_liq * y_liq / mol_weight
 
@@ -641,7 +666,7 @@ def compute_ave_bubble_diam(
 
     .. math::
 
-       \\frac{1}{V_{\\rm liq, tot}} \\int_{V_{\\rm liq}} `d_{\\rm gas}` dV
+       \\frac{1}{V_{\\rm liq, tot}} \\int_{V_{\\rm liq}} d_{\\rm gas} dV
 
     where:
       - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
@@ -681,31 +706,22 @@ def compute_ave_bubble_diam(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_liq, field_dict = read_field(
+    alpha_liq, field_dict = _read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    d_gas, field_dict = read_field(
+    d_gas, field_dict = _read_field(
         field_name="d.gas", field_dict=field_dict, **kwargs
     )
-    ind_liq, field_dict = get_ind_liq(field_dict=field_dict, **kwargs)
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
-    cell_volume, field_dict = read_cell_volume(
+    cell_volume, field_dict = _read_cell_volume(
         field_dict=field_dict, **kwargs_vol
     )
 
     # Only compute over the liquid
-    if isinstance(d_gas, np.ndarray):
-        d_gas = d_gas[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(alpha_liq, np.ndarray):
-        alpha_liq = alpha_liq[ind_liq]
-    else:
-        raise TypeError
-    if isinstance(alpha_liq, np.ndarray):
-        cell_volume = cell_volume[ind_liq]
-    else:
-        raise TypeError
+    alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
+    cell_volume = _field_filter(cell_volume, ind=ind_liq, field_type="scalar")
+    d_gas = _field_filter(d_gas, ind=ind_liq, field_type="scalar")
 
     # Calculate
     diam = np.sum(d_gas * alpha_liq * cell_volume) / np.sum(

From 74fcdfa31b6599097b15815d17aaa1f79f4bc7e2 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:07:27 -0600
Subject: [PATCH 181/275] more private functions

---
 bird/utilities/parser.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bird/utilities/parser.py b/bird/utilities/parser.py
index 6438b473..4553c4d3 100644
--- a/bird/utilities/parser.py
+++ b/bird/utilities/parser.py
@@ -8,7 +8,7 @@
 logger = logging.getLogger(__name__)
 
 
-def check_for_tabs_in_yaml(file_path: str) -> None:
+def _check_for_tabs_in_yaml(file_path: str) -> None:
     """
     Checks if a YAML file contains any tab characters.
     Raises a ValueError if tabs found.
@@ -71,7 +71,7 @@ def parse_yaml(file_path: str) -> dict:
         raise FileNotFoundError(file_path)
 
     # Make sure the yaml file does not contain tabs
-    check_for_tabs_in_yaml(file_path)
+    _check_for_tabs_in_yaml(file_path)
 
     # Parse
     yaml = YAML(typ="safe")

From 330ebee2cc43c654f8c78a38b73029abd97ac968 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:08:40 -0600
Subject: [PATCH 182/275] more private members

---
 bird/utilities/ofio.py | 48 ++++++++++++++++++++++--------------------
 1 file changed, 25 insertions(+), 23 deletions(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 6255de2d..37f8e645 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -28,7 +28,7 @@ def readMesh(filename: str) -> np.ndarray:
     return cell_centers
 
 
-def ofvec2arr(vec: str) -> np.ndarray:
+def _ofvec2arr(vec: str) -> np.ndarray:
     """
     Converts a vector written as a string into a numpy array
 
@@ -54,7 +54,7 @@ def ofvec2arr(vec: str) -> np.ndarray:
     return vec_array
 
 
-def is_comment(line: str) -> bool:
+def _is_comment(line: str) -> bool:
     """
     Checks if line is a comment
 
@@ -79,7 +79,7 @@ def is_comment(line: str) -> bool:
     return is_comment
 
 
-def read_meta_data(filename: str, mode: str | None = None) -> dict:
+def _read_meta_data(filename: str, mode: str | None = None) -> dict:
     """
     Read meta data from field outputted by OpenFOAM in ASCII format
 
@@ -115,17 +115,19 @@ def read_meta_data(filename: str, mode: str | None = None) -> dict:
         iline = 0
         while not header_done:
             line = f.readline()
-            if not is_comment(line):
+            if not _is_comment(line):
                 # Get field type
                 if (line.strip().startswith("class")) and (";" in line):
                     sline = line.strip().split()
                     field_type = sline[1][:-1]
-                    if field_type == "volVectorField":
+                    if field_type.lower() == "volvectorfield":
                         field_type = "vector"
-                    elif field_type == "volScalarField":
+                    elif field_type.lower() == "volscalarfield":
                         field_type = "scalar"
                     else:
-                        raise NotImplementedError
+                        err_msg = f"Field type {field_type} not recognized"
+                        err_msg = "Only 'volVectorField' and 'volScalarField' are supported"
+                        raise NotImplementedError(err_msg)
                     if mode is not None:
                         assert field_type == mode
                     meta_data["type"] = field_type
@@ -144,7 +146,7 @@ def read_meta_data(filename: str, mode: str | None = None) -> dict:
                         comment = True
                         while comment:
                             count_line = f.readline().strip()
-                            if not is_comment(count_line):
+                            if not _is_comment(count_line):
                                 comment = False
                         try:
                             n_cells = int(count_line)
@@ -156,20 +158,20 @@ def read_meta_data(filename: str, mode: str | None = None) -> dict:
                             )
                     elif "uniform" in line:
                         meta_data["uniform"] = True
-                        if meta_data["type"] == "scalar":
+                        if meta_data["type"].lower() == "scalar":
                             sline = line.split()
                             unif_value = float(sline[-1].strip(";"))
-                        elif meta_data["type"] == "vector":
+                        elif meta_data["type"].lower() == "vector":
                             sline = line.split()
                             for ientry, entry in enumerate(sline):
                                 if ";" in entry:
                                     ind_end = ientry
                                     break
                             line_cropped = " ".join(sline[2 : ientry + 1])
-                            unif_value = ofvec2arr(line_cropped.strip(";"))
+                            unif_value = _ofvec2arr(line_cropped.strip(";"))
                         else:
                             raise NotImplementedError(
-                                f"Mode {mode} is unknown"
+                                f"Mode {mode} is unknown (must be 'scalar', 'vector' or None)"
                             )
                         meta_data["uniform_value"] = unif_value
                         header_done = True
@@ -223,7 +225,7 @@ def readOFScal(
 
     if meta_data is None:
         # Read meta data
-        meta_data = read_meta_data(filename, mode="scalar")
+        meta_data = _read_meta_data(filename, mode="scalar")
 
     # Set field
     if meta_data["uniform"]:
@@ -313,7 +315,7 @@ def readOFVec(
 
     if meta_data is None:
         # Read meta data
-        meta_data = read_meta_data(filename, mode="vector")
+        meta_data = _read_meta_data(filename, mode="vector")
 
     # Set field
     if meta_data["uniform"]:
@@ -407,7 +409,7 @@ def readOF(
     """
     if meta_data is None:
         # Read meta data
-        meta_data = read_meta_data(filename)
+        meta_data = _read_meta_data(filename)
     if meta_data["type"] == "scalar":
         return readOFScal(filename=filename, meta_data=meta_data)
     if meta_data["type"] == "vector":
@@ -522,7 +524,7 @@ def getMeshTime(casePath: str) -> str:
             return time_mesh
 
 
-def remove_comments(text: str) -> str:
+def _remove_comments(text: str) -> str:
     """
     Remove C++-style comments (// and /*) from the input and markers like #{ #}
 
@@ -550,7 +552,7 @@ def remove_comments(text: str) -> str:
     return text
 
 
-def tokenize(text: str) -> list[str]:
+def _tokenize(text: str) -> list[str]:
     """
     Add spaces around special characters (brace and semicolons) to make them separate tokens
 
@@ -559,7 +561,7 @@ def tokenize(text: str) -> list[str]:
     text: str
         The cleaned (comment-free) OpenFOAM-style text.
 
-    Returns:
+    Returns
     ----------
     token_list: list[str]
         List of tokens.
@@ -575,7 +577,7 @@ def tokenize(text: str) -> list[str]:
     return token_list
 
 
-def parse_tokens(tokens: list[str]) -> dict:
+def _parse_tokens(tokens: list[str]) -> dict:
     """
     Parse OpenFOAM tokens into a nested Python dictionary.
     Special handling for `code { ... }` blocks to be stored as raw strings.
@@ -583,7 +585,7 @@ def parse_tokens(tokens: list[str]) -> dict:
     Parameters
     ----------
     tokens: list[str]
-        A list of tokens produced by `tokenize`.
+        A list of tokens produced by `_tokenize`.
 
     Returns
     ----------
@@ -693,9 +695,9 @@ def read_openfoam_dict(filename: str) -> dict:
     """
     with open(filename, "r+") as f:
         text = f.read()
-    text = remove_comments(text)
-    tokens = tokenize(text)
-    foam_dict = parse_tokens(tokens)
+    text = _remove_comments(text)
+    tokens = _tokenize(text)
+    foam_dict = _parse_tokens(tokens)
     return foam_dict
 
 

From 8c8d63c5b434411873f763a92b83afe7198141d4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:10:57 -0600
Subject: [PATCH 183/275] document where the uniform field is

---
 bird/postprocess/post_quantities.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 07e7d204..f18f2726 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -186,6 +186,7 @@ def _field_filter(
     elif field_type.lower() == "vector":
         if isinstance(field, np.ndarray):
             if field.shape == (3,):
+                # Uniform field
                 filtered_field = field
             else:
                 filtered_field = field[ind]

From 967c324102a90260ad09a33564157bc7f10bce0e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:12:22 -0600
Subject: [PATCH 184/275] update pypi

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index c0a8d870..37450517 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.32"
+__version__ = "0.0.33"

From 3691c84eddb0be6c98ed30d5df99a6a36357fa9e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:50:27 -0600
Subject: [PATCH 185/275] debug log instruction for trouble shoot

---
 docs/source/troubleshoot.rst | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/source/troubleshoot.rst b/docs/source/troubleshoot.rst
index 760c0ca6..4a93b644 100644
--- a/docs/source/troubleshoot.rst
+++ b/docs/source/troubleshoot.rst
@@ -1,6 +1,17 @@
 Troubleshoot
 =====
 
+Activate debug logs
+------------
+
+When troubleshooting issues in BiRD, we recommend making sure to switch the log level to ``DEBUG``
+At the top of your script
+
+.. code-block:: python
+
+   from bird.logging_config import setup_logging
+   setup_logging(level="DEBUG")
+
 
 Unrecognized drag and mass transfer model
 ------------

From 035941069eb0cb04cdb8aa48deb049ba0c4d4a1c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:50:39 -0600
Subject: [PATCH 186/275] add debug level set in script

---
 docs/source/uq.rst | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/source/uq.rst b/docs/source/uq.rst
index 1d6ea6b9..02c0d2e8 100644
--- a/docs/source/uq.rst
+++ b/docs/source/uq.rst
@@ -76,8 +76,6 @@ Compute mean statistics with uncertainty
 Averaging a discretized time-series signal is used in many contexts to characterize bio reactors (to compute averaged holdup or species concentrations). Averaging is subject to statistical error and we provide tools to manage it. 
 
 The run the illustrative example we consider here:
-First enable ``setup_logging(level="DEBUG")`` in ``bird/__init__.py``.
-Second, run
 
 .. code-block:: console
 

From 4507f68824b3684ce9cbd385f41ef3e6bb011789 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:51:05 -0600
Subject: [PATCH 187/275] add debug level set in script

---
 applications/compute_time_series_mean.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/applications/compute_time_series_mean.py b/applications/compute_time_series_mean.py
index 47acba0b..466148d3 100644
--- a/applications/compute_time_series_mean.py
+++ b/applications/compute_time_series_mean.py
@@ -5,6 +5,9 @@
 from bird.postprocess.stats import calc_mean
 
 logger = logging.getLogger(__name__)
+from bird.logging_config import setup_logging
+
+setup_logging(level="DEBUG")
 
 
 def main():

From fa18c88b49732e3860cac53e08b1d3978d46b3bc Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:52:04 -0600
Subject: [PATCH 188/275] remove unused headers for Bird API doc

---
 bird/preprocess/data_case_gen/__init__.py     |  0
 bird/preprocess/dynamic_mixer/__init__.py     |  0
 bird/preprocess/json_gen/__init__.py          |  0
 bird/preprocess/species_gen/__init__.py       |  0
 bird/preprocess/stl_patch/__init__.py         |  0
 docs/source/bird.calibration.rst              |  9 ----
 docs/source/bird.meshing.rst                  | 10 ----
 docs/source/bird.postprocess.rst              | 10 ----
 docs/source/bird.preprocess.data_case_gen.rst |  3 ++
 docs/source/bird.preprocess.dynamic_mixer.rst | 27 +++++++++++
 docs/source/bird.preprocess.json_gen.rst      | 19 ++++++++
 docs/source/bird.preprocess.rst               | 46 ++++++++++++++++---
 docs/source/bird.preprocess.species_gen.rst   | 11 +++++
 docs/source/bird.preprocess.stl_patch.rst     | 27 +++++++++++
 docs/source/bird.utilities.rst                |  7 ---
 15 files changed, 127 insertions(+), 42 deletions(-)
 create mode 100644 bird/preprocess/data_case_gen/__init__.py
 create mode 100644 bird/preprocess/dynamic_mixer/__init__.py
 create mode 100644 bird/preprocess/json_gen/__init__.py
 create mode 100644 bird/preprocess/species_gen/__init__.py
 create mode 100644 bird/preprocess/stl_patch/__init__.py
 create mode 100644 docs/source/bird.preprocess.data_case_gen.rst
 create mode 100644 docs/source/bird.preprocess.dynamic_mixer.rst
 create mode 100644 docs/source/bird.preprocess.json_gen.rst
 create mode 100644 docs/source/bird.preprocess.species_gen.rst
 create mode 100644 docs/source/bird.preprocess.stl_patch.rst

diff --git a/bird/preprocess/data_case_gen/__init__.py b/bird/preprocess/data_case_gen/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/preprocess/dynamic_mixer/__init__.py b/bird/preprocess/dynamic_mixer/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/preprocess/json_gen/__init__.py b/bird/preprocess/json_gen/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/preprocess/species_gen/__init__.py b/bird/preprocess/species_gen/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bird/preprocess/stl_patch/__init__.py b/bird/preprocess/stl_patch/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/docs/source/bird.calibration.rst b/docs/source/bird.calibration.rst
index ebaff478..34050d7b 100644
--- a/docs/source/bird.calibration.rst
+++ b/docs/source/bird.calibration.rst
@@ -1,8 +1,6 @@
 bird.calibration package
 ========================
 
-Submodules
-----------
 
 bird.calibration.param\_nn module
 ---------------------------------
@@ -20,10 +18,3 @@ bird.calibration.scaling module
    :undoc-members:
    :show-inheritance:
 
-Module contents
----------------
-
-.. automodule:: bird.calibration
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.meshing.rst b/docs/source/bird.meshing.rst
index 14a3c37e..48e401b5 100644
--- a/docs/source/bird.meshing.rst
+++ b/docs/source/bird.meshing.rst
@@ -1,9 +1,6 @@
 bird.meshing package
 ====================
 
-Submodules
-----------
-
 bird.meshing.block\_cyl\_mesh module
 ------------------------------------
 
@@ -28,10 +25,3 @@ bird.meshing.stirred\_tank\_mesh module
    :undoc-members:
    :show-inheritance:
 
-Module contents
----------------
-
-.. automodule:: bird.meshing
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.postprocess.rst b/docs/source/bird.postprocess.rst
index b3e12d75..9ac22476 100644
--- a/docs/source/bird.postprocess.rst
+++ b/docs/source/bird.postprocess.rst
@@ -1,9 +1,6 @@
 bird.postprocess package
 ========================
 
-Submodules
-----------
-
 bird.postprocess.conditional\_mean module
 -----------------------------------------
 
@@ -44,10 +41,3 @@ bird.postprocess.stats module
    :undoc-members:
    :show-inheritance:
 
-Module contents
----------------
-
-.. automodule:: bird.postprocess
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.preprocess.data_case_gen.rst b/docs/source/bird.preprocess.data_case_gen.rst
new file mode 100644
index 00000000..568f03bc
--- /dev/null
+++ b/docs/source/bird.preprocess.data_case_gen.rst
@@ -0,0 +1,3 @@
+bird.preprocess.data\_case\_gen package
+=======================================
+
diff --git a/docs/source/bird.preprocess.dynamic_mixer.rst b/docs/source/bird.preprocess.dynamic_mixer.rst
new file mode 100644
index 00000000..2849beab
--- /dev/null
+++ b/docs/source/bird.preprocess.dynamic_mixer.rst
@@ -0,0 +1,27 @@
+bird.preprocess.dynamic\_mixer package
+======================================
+
+bird.preprocess.dynamic\_mixer.io\_fvModels module
+--------------------------------------------------
+
+.. automodule:: bird.preprocess.dynamic_mixer.io_fvModels
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.preprocess.dynamic\_mixer.mixer module
+-------------------------------------------
+
+.. automodule:: bird.preprocess.dynamic_mixer.mixer
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.preprocess.dynamic\_mixer.mixing\_fvModels module
+------------------------------------------------------
+
+.. automodule:: bird.preprocess.dynamic_mixer.mixing_fvModels
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
diff --git a/docs/source/bird.preprocess.json_gen.rst b/docs/source/bird.preprocess.json_gen.rst
new file mode 100644
index 00000000..a6b70393
--- /dev/null
+++ b/docs/source/bird.preprocess.json_gen.rst
@@ -0,0 +1,19 @@
+bird.preprocess.json\_gen package
+=================================
+
+bird.preprocess.json\_gen.design\_io module
+-------------------------------------------
+
+.. automodule:: bird.preprocess.json_gen.design_io
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.preprocess.json\_gen.generate\_designs module
+--------------------------------------------------
+
+.. automodule:: bird.preprocess.json_gen.generate_designs
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
diff --git a/docs/source/bird.preprocess.rst b/docs/source/bird.preprocess.rst
index 117fec78..813f8cec 100644
--- a/docs/source/bird.preprocess.rst
+++ b/docs/source/bird.preprocess.rst
@@ -1,10 +1,44 @@
 bird.preprocess package
 =======================
 
-Module contents
----------------
+bird.preprocess.data\_case\_gen
+-----------------------------
+
+.. toctree::
+   :maxdepth: 1
+ 
+   bird.preprocess.data_case_gen   
+
+bird.preprocess.dynamic\_mixer
+-----------------------------
+
+.. toctree::
+   :maxdepth: 1
+ 
+   bird.preprocess.dynamic_mixer
+
+bird.preprocess.json\_gen
+-----------------------------
+
+.. toctree::
+   :maxdepth: 1
+ 
+   bird.preprocess.json_gen
+   
+bird.preprocess.species\_gen
+-----------------------------
+   
+.. toctree::
+   :maxdepth: 1
+ 
+   bird.preprocess.species_gen
+   
+bird.preprocess.stl\_patch
+-----------------------------
+  
+.. toctree::
+   :maxdepth: 1
+ 
+   bird.preprocess.stl_patch
+   
 
-.. automodule:: bird.preprocess
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/bird.preprocess.species_gen.rst b/docs/source/bird.preprocess.species_gen.rst
new file mode 100644
index 00000000..10bee984
--- /dev/null
+++ b/docs/source/bird.preprocess.species_gen.rst
@@ -0,0 +1,11 @@
+bird.preprocess.species\_gen package
+====================================
+
+bird.preprocess.species\_gen.setup\_thermo\_prop module
+-------------------------------------------------------
+
+.. automodule:: bird.preprocess.species_gen.setup_thermo_prop
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
diff --git a/docs/source/bird.preprocess.stl_patch.rst b/docs/source/bird.preprocess.stl_patch.rst
new file mode 100644
index 00000000..c51b7172
--- /dev/null
+++ b/docs/source/bird.preprocess.stl_patch.rst
@@ -0,0 +1,27 @@
+bird.preprocess.stl\_patch package
+==================================
+
+bird.preprocess.stl\_patch.stl\_bc module
+-----------------------------------------
+
+.. automodule:: bird.preprocess.stl_patch.stl_bc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.preprocess.stl\_patch.stl\_mesh module
+-------------------------------------------
+
+.. automodule:: bird.preprocess.stl_patch.stl_mesh
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+bird.preprocess.stl\_patch.stl\_shapes module
+---------------------------------------------
+
+.. automodule:: bird.preprocess.stl_patch.stl_shapes
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
diff --git a/docs/source/bird.utilities.rst b/docs/source/bird.utilities.rst
index b33a5730..289957b8 100644
--- a/docs/source/bird.utilities.rst
+++ b/docs/source/bird.utilities.rst
@@ -52,10 +52,3 @@ bird.utilities.stl\_plotting module
    :undoc-members:
    :show-inheritance:
 
-Module contents
----------------
-
-.. automodule:: bird.utilities
-   :members:
-   :undoc-members:
-   :show-inheritance:

From d66616ca2e6394748d1a5c60b510f9dd26c8ee4e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 9 Sep 2025 09:52:26 -0600
Subject: [PATCH 189/275] update pypi

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 37450517..642dc994 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.33"
+__version__ = "0.0.34"

From 0e2da80de1807fb1cbdc34d057e4c543da89cd11 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 12 Sep 2025 09:57:15 -0600
Subject: [PATCH 190/275] remove useless dict

---
 bird/postprocess/conditional_mean.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 0f164c69..e32c2e1e 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -30,10 +30,8 @@ def compute_cond_mean(
     window_ave = min(window_ave, len(time_str_sorted))
 
     fields_cond = {}
-    fields_cond_tmp = {}
     for name in field_name_list:
         fields_cond[name] = {}
-        fields_cond_tmp[name] = {}
 
     logger.info(f"Case : {case_path}")
 

From 6d823aed7c4431255876c0d5b056c8a948d6d042 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 12 Sep 2025 10:20:52 -0600
Subject: [PATCH 191/275] fix the superficial gas velocity to make sure we
 average at a height that is in the middle of the liquid phase

---
 bird/postprocess/post_quantities.py | 213 +++++++++++++++++++++++-----
 1 file changed, 180 insertions(+), 33 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index f18f2726..0d4e6bf1 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -25,6 +25,7 @@ def _read_field(
         Name of the field file to read
     n_cells : int | None
         Number of cells in the domain
+        If None, it will deduced from the field reading
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -50,7 +51,7 @@ def _read_field(
 
 def _read_cell_volume(
     case_folder: str,
-    time_folder: str,
+    time_folder: str | None = None,
     n_cells: int | None = None,
     field_dict: dict = {},
 ) -> tuple[np.ndarray | float, dict]:
@@ -61,10 +62,12 @@ def _read_cell_volume(
     ----------
     case_folder: str
         Path to case folder
-    time_folder: str
+    time_folder: str | None
         Name of time folder to analyze
+        If None, assume it is 0
     n_cells : int | None
         Number of cells in the domain
+        If None, it will deduced from the field reading
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -75,6 +78,11 @@ def _read_cell_volume(
     field_dict : dict
         Dictionary of fields read
     """
+
+    if time_folder is None:
+        logger.warning("Assuming that volume was written at time 0")
+        time_folder = "0"
+
     kwargs_vol = {
         "case_folder": case_folder,
         "time_folder": time_folder,
@@ -86,7 +94,7 @@ def _read_cell_volume(
         )
     except FileNotFoundError:
         error_msg = (
-            f"Could not find {os.path.join(case_folder,volume_time,'V')}\n"
+            f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
         )
         error_msg += "You can generate V with\n\t"
         error_msg += f"`postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}`"
@@ -204,8 +212,8 @@ def _field_filter(
 
 
 def _get_ind_liq(
-    case_folder: str | None = None,
-    time_folder: str | None = None,
+    case_folder: str,
+    time_folder: str,
     n_cells: int | None = None,
     field_dict: dict = {},
 ) -> tuple[np.ndarray | float, dict]:
@@ -220,6 +228,7 @@ def _get_ind_liq(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
+        If None, it will deduced from the field reading
     field_name: str
         Name of the field file to read
     field_dict : dict
@@ -259,8 +268,8 @@ def _get_ind_liq(
 
 
 def _get_ind_gas(
-    case_folder: str | None = None,
-    time_folder: str | None = None,
+    case_folder: str,
+    time_folder: str,
     n_cells: int | None = None,
     field_dict: dict = {},
 ) -> tuple[np.ndarray | float, dict]:
@@ -275,6 +284,7 @@ def _get_ind_gas(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
+        If None, it will deduced from the field reading
     field_name: str
         Name of the field file to read
     field_dict : dict
@@ -313,11 +323,107 @@ def _get_ind_gas(
     return ind_gas, field_dict
 
 
+def _get_ind_height(
+    height: float,
+    case_folder: str,
+    direction: int | None = None,
+    tolerance: float | None = None,
+    field_dict: dict = {},
+) -> tuple[np.ndarray | float, dict]:
+    """
+    Get indices of pure gas cells (where alpha.liquid <= 0.5)
+
+    Parameters
+    ----------
+    height: float
+        Axial location where to pick the cells
+    case_folder: str
+        Path to case folder
+    direction :  int | None
+        Direction along which to calculate the superficial velocity
+        If None, assume y direction
+    tolerance : float
+        Include cells where height is in [height - tolerance , height + tolerance]
+        If None, it will be 2 times the axial mesh size
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    ind_height : np.ndarray
+        indices of cells at the desired height
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    if not (f"ind_height_{height:.2g}" in field_dict):
+
+        cell_centers, field_dict = _read_cell_centers(
+            case_folder=case_folder,
+            cell_centers_file=None,
+            field_dict=field_dict,
+        )
+
+        if direction is None:
+            logger.warning(
+                "Assuming that axial direction is along the y direction"
+            )
+            direction = 1
+
+        axial_cell_centers = np.sort(np.unique(cell_centers[:, direction]))
+        if (
+            height < axial_cell_centers.min()
+            or height > axial_cell_centers.max()
+        ):
+            raise ValueError(
+                f"Height {height:.2g} outside the mesh [{axial_cell_centers.min()}, {axial_cell_centers.max()}]"
+            )
+
+        if tolerance is None:
+            ind_height_unique = np.argmin(abs(axial_cell_centers - height))
+            if ind_height_unique == 0:
+                tolerance = 2 * (axial_cell_centers[1] - axial_cell_centers[0])
+            elif ind_height_unique == len(axial_cell_centers) - 1:
+                tolerance = 2 * (
+                    axial_cell_centers[-1] - axial_cell_centers[-2]
+                )
+            else:
+                tolerance = (
+                    axial_cell_centers[ind_height_unique + 1]
+                    - axial_cell_centers[ind_height_unique - 1]
+                )
+            logger.warning(
+                f"Tolerance for conditional height not set, assuming {tolerance:.2g}"
+            )
+
+        # Do the actual filtering
+        ind_height = np.argwhere(
+            abs(cell_centers[:, direction] - height) <= tolerance
+        )
+
+        n_cells_height = len(ind_height)
+
+        if n_cells_height == 0:
+            raise ValueError(
+                f"No cell found for height {height:.2g}, increase tolerance or check if height {height:.2g} is valid"
+            )
+
+        logger.debug(
+            f"Found {n_cells_height} cells around height {height:.2g}"
+        )
+        field_dict[f"ind_height_{height:.2g}"] = ind_height
+
+    else:
+        ind_height = field_dict[f"ind_height_{height:.2g}"]
+
+    return ind_height, field_dict
+
+
 def compute_gas_holdup(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    volume_time: str = "0",
+    volume_time: str | None = None,
     field_dict: dict = {},
 ) -> tuple[float, dict]:
     """
@@ -339,8 +445,10 @@ def compute_gas_holdup(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
-    volume_time : str
+        If None, it will deduced from the field reading
+    volume_time : str | None
         Time folder to read to get the cell volumes
+        If None, assumes it is 0
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -357,6 +465,7 @@ def compute_gas_holdup(
         "time_folder": time_folder,
         "n_cells": n_cells,
     }
+
     kwargs_vol = {
         "case_folder": case_folder,
         "time_folder": volume_time,
@@ -381,17 +490,27 @@ def compute_gas_holdup(
     return gas_holdup, field_dict
 
 
-def compute_superficial_velocity(
+def compute_superficial_gas_velocity(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    volume_time: str = "0",
-    direction: int = 1,
+    volume_time: str | None = None,
+    direction: int | None = None,
     cell_centers_file: str = "meshCellCentres_0.obj",
+    height: float | None = None,
     field_dict: dict = {},
 ) -> tuple[float, dict]:
     """
-    Calculate superficial velocity (in m/s) in a given direction at a given time
+    Calculate superficial gas velocity (in m/s) in a given direction at a given time
+
+    .. math::
+       \\frac{1}{V_{\\rm height, tot}} \int_{V_{\\rm height}}  U_{\\rm gas} \\alpha_{\\rm gas}) dV
+
+    where:
+      - :math:`V_{\\rm height, tot}` is the total volume of cells near the axial location considered
+      - :math:`\\alpha_{\\rm gas}` is the gas phase volume fraction
+      - :math:`U_{\\rm gas}` is the gas phase velocity along the axial direction
+      - :math:`V_{\\rm height}` is the local volume of the cells where :math:`U_{\\rm gas} \\alpha_{\\rm gas})` is measured
 
     Parameters
     ----------
@@ -401,12 +520,18 @@ def compute_superficial_velocity(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
-    volume_time : str
+        If None, it will deduced from the field reading
+    volume_time : str | None
         Time folder to read to get the cell volumes
-    direction :  int
+        If None, assumes it is 0
+    direction :  int | None
         Direction along which to calculate the superficial velocity
+        If None, assume y direction
     cell_centers_file : str
         Filename of cell center data
+    height: float | None
+        Axial location at which to compute the superficial velocity
+        If None, use the mid point of the liquid domain along the axial direction
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -424,6 +549,7 @@ def compute_superficial_velocity(
         "time_folder": time_folder,
         "n_cells": n_cells,
     }
+
     kwargs_vol = {
         "case_folder": case_folder,
         "time_folder": volume_time,
@@ -435,7 +561,14 @@ def compute_superficial_velocity(
     U_gas, field_dict = _read_field(
         field_name="U.gas", field_dict=field_dict, **kwargs
     )
-    U_gas = U_gas[:, direction]
+
+    if direction is None:
+        logger.warning(
+            "Assuming that superficial velocity is along the y direction"
+        )
+        direction = 1
+
+    U_gas_axial = U_gas[:, direction]
 
     cell_volume, field_dict = _read_cell_volume(
         field_dict=field_dict, **kwargs_vol
@@ -446,25 +579,33 @@ def compute_superficial_velocity(
         field_dict=field_dict,
     )
 
-    # Find all cells in the middle of the domain
-    max_dir = np.amax(cell_centers[:, direction])
-    min_dir = np.amin(cell_centers[:, direction])
-    middle_dir = (max_dir + min_dir) / 2
-    tol = (max_dir - min_dir) * 0.05
-    ind_middle = np.argwhere(
-        (cell_centers[:, direction] >= middle_dir - tol)
-        & (cell_centers[:, direction] <= middle_dir + tol)
+    if height is None:
+        # Find all cells in the middle of the liquid domain
+        ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
+        max_dir = np.amax(cell_centers[ind_liq, direction])
+        min_dir = np.amin(cell_centers[ind_liq, direction])
+        height = (max_dir + min_dir) / 2
+
+    ind_middle, field_dict = _get_ind_height(
+        height=height,
+        case_folder=case_folder,
+        direction=direction,
+        field_dict=field_dict,
     )
 
-    # Only compute in the middle
+    # Filter fields to the right location
     alpha_gas = _field_filter(alpha_gas, ind=ind_middle, field_type="scalar")
     cell_volume = _field_filter(
         cell_volume, ind=ind_middle, field_type="scalar"
     )
-    U_gas = _field_filter(U_gas, ind=ind_middle, field_type="vector")
+    U_gas_axial = _field_filter(
+        U_gas_axial, ind=ind_middle, field_type="scalar"
+    )
 
     # Compute
-    sup_vel = np.sum(U_gas * alpha_gas * cell_volume) / np.sum(cell_volume)
+    sup_vel = np.sum(U_gas_axial * alpha_gas * cell_volume) / np.sum(
+        cell_volume
+    )
 
     return sup_vel, field_dict
 
@@ -473,7 +614,7 @@ def compute_ave_y_liq(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    volume_time: str = "0",
+    volume_time: str | None = None,
     spec_name: str = "CO2",
     field_dict={},
 ) -> tuple[float, dict]:
@@ -497,8 +638,10 @@ def compute_ave_y_liq(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
-    volume_time : str
+        If None, it will deduced from the field reading
+    volume_time : str | None
         Time folder to read to get the cell volumes
+        If None, assumes it is 0
     spec_name : str
         Name of the species
     field_dict : dict
@@ -552,7 +695,7 @@ def compute_ave_conc_liq(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    volume_time: str = "0",
+    volume_time: str | None = None,
     spec_name: str = "CO2",
     mol_weight: float = 0.04401,
     rho_val: float | None = 1000,
@@ -579,8 +722,10 @@ def compute_ave_conc_liq(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
-    volume_time : str
+        If None, it will deduced from the field reading
+    volume_time : str | None
         Time folder to read to get the cell volumes
+        If None, assumes it is 0
     spec_name : str
         Name of the species
     mol_weight : float
@@ -659,7 +804,7 @@ def compute_ave_bubble_diam(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    volume_time: str = "0",
+    volume_time: str | None = None,
     field_dict={},
 ) -> tuple[float, dict]:
     """
@@ -683,8 +828,10 @@ def compute_ave_bubble_diam(
         Name of time folder to analyze
     n_cells : int | None
         Number of cells in the domain
-    volume_time : str
+        If None, it will deduced from the field reading
+    volume_time : str | None
         Time folder to read to get the cell volumes
+        If None, assumes it is 0
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 

From c0f36f5671ac78be53c73fce9cb1c883eddedf5c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 12 Sep 2025 10:21:20 -0600
Subject: [PATCH 192/275] update doc accordingly

---
 .../python_interface_tut.py                      |  2 +-
 docs/source/python_interface.rst                 |  2 +-
 docs/source/python_interface_tut.rst             | 16 ++++++++--------
 tests/postprocess/test_post_quantities.py        |  8 ++++----
 4 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/bird/postprocess/data_conditional_mean/python_interface_tut.py
index 59258b9e..fe0f3aa7 100644
--- a/bird/postprocess/data_conditional_mean/python_interface_tut.py
+++ b/bird/postprocess/data_conditional_mean/python_interface_tut.py
@@ -44,7 +44,7 @@
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Gas Holdup = {gh:.4g}")
-sup_vel, field_dict = compute_superficial_velocity(
+sup_vel, field_dict = compute_superficial_gas_velocity(
     volume_time="1", field_dict=field_dict, **kwargs
 )
 print("fields stored = ", list(field_dict.keys()))
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index 8fb612e0..2780af1b 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -52,7 +52,7 @@ Reading cell centers
 
 A mesh object file can be generated with the OpenFOAM command  ``writeMeshObj -case {case_folder}``
 The file can then be read with the function ``readMesh`` from ``bird.utilities.ofio``. 
-Again, this is used in ``bird.postprocess.post_quantities`` in the ``compute_superficial_velocity`` function.
+Again, this is used in ``bird.postprocess.post_quantities`` in the ``compute_superficial_gas_velocity`` function.
 
 
 
diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index de07d08c..38b220e0 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -114,7 +114,7 @@ Several of these quantities, will require reading and processing the same fields
    print(f"Gas Holdup = {gh:.4g}")
    
    # Compute superficial velocity
-   sup_vel, field_dict = compute_superficial_velocity(
+   sup_vel, field_dict = compute_superficial_gas_velocity(
        volume_time="1", field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
@@ -153,15 +153,15 @@ This should generate the following
 
 .. code-block:: console
 
-   fields stored =  ['cell_centers', 'alpha.liquid', 'V']
-   Gas Holdup = 0.3041
-   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas']
-   Superficial velocity = 0.08241 m/s
-   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas', 'CO2.liquid', 'ind_liq']
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V']
+   Gas Holdup = 0.2401
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_height_4.6']
+   Superficial velocity = 0.07774 m/s
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_height_4.6', 'CO2.liquid']
    Reactor averaged YCO2 = 0.0002948
-   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas', 'CO2.liquid', 'ind_liq', 'rho_liq']
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_height_4.6', 'CO2.liquid', 'rho_liq']
    Reactor averaged [CO2] = 6.698 mol/m3
-   fields stored =  ['cell_centers', 'alpha.liquid', 'V', 'alpha.gas', 'U.gas', 'CO2.liquid', 'ind_liq', 'rho_liq', 'd.gas']
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_height_4.6', 'CO2.liquid', 'rho_liq', 'd.gas']
    Reactor averaged bubble diameter = 0.008497 m
 
 
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 56b36625..2ec2c491 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -52,9 +52,9 @@ def test_compute_diam():
     )
 
 
-def test_compute_superficial_velocity():
+def test_compute_superficial_gas_velocity():
     """
-    Test for superficial velocity calculation
+    Test for superficial gas velocity calculation
     """
     case_folder = os.path.join(
         Path(__file__).parent,
@@ -72,7 +72,7 @@ def test_compute_superficial_velocity():
         "cell_centers_file": "meshCellCentres_1.obj",
     }
     field_dict = {}
-    sup_vel, field_dict = compute_superficial_velocity(
+    sup_vel, field_dict = compute_superficial_gas_velocity(
         time_folder="79", field_dict=field_dict, **kwargs
     )
 
@@ -147,7 +147,7 @@ def test_ave_conc_liq():
 
 
 if __name__ == "__main__":
-    test_compute_superficial_velocity()
+    test_compute_superficial_gas_velocity()
     test_compute_gh()
     test_ave_y_liq()
     test_ave_conc_liq()

From 2ccd5869bba105e662886376f3f84ce1484cc4f4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 12 Sep 2025 10:21:32 -0600
Subject: [PATCH 193/275] update version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 642dc994..9aebf6a7 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.34"
+__version__ = "0.0.35"

From ebc9832ecc61f6b50f3e9c00579b604ef1737cd3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 12 Sep 2025 10:29:20 -0600
Subject: [PATCH 194/275] fix doc string

---
 bird/postprocess/post_quantities.py | 42 ++++++++++++++---------------
 1 file changed, 21 insertions(+), 21 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 0d4e6bf1..ef192e13 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -24,7 +24,7 @@ def _read_field(
     field_name: str
         Name of the field file to read
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
@@ -63,10 +63,10 @@ def _read_cell_volume(
     case_folder: str
         Path to case folder
     time_folder: str | None
-        Name of time folder to analyze
+        Name of time folder to analyze.
         If None, assume it is 0
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
@@ -227,7 +227,7 @@ def _get_ind_liq(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     field_name: str
         Name of the field file to read
@@ -283,7 +283,7 @@ def _get_ind_gas(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     field_name: str
         Name of the field file to read
@@ -340,10 +340,10 @@ def _get_ind_height(
     case_folder: str
         Path to case folder
     direction :  int | None
-        Direction along which to calculate the superficial velocity
+        Direction along which to calculate the superficial velocity.
         If None, assume y direction
     tolerance : float
-        Include cells where height is in [height - tolerance , height + tolerance]
+        Include cells where height is in [height - tolerance , height + tolerance].
         If None, it will be 2 times the axial mesh size
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
@@ -444,10 +444,10 @@ def compute_gas_holdup(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     volume_time : str | None
-        Time folder to read to get the cell volumes
+        Time folder to read to get the cell volumes.
         If None, assumes it is 0
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
@@ -504,13 +504,13 @@ def compute_superficial_gas_velocity(
     Calculate superficial gas velocity (in m/s) in a given direction at a given time
 
     .. math::
-       \\frac{1}{V_{\\rm height, tot}} \int_{V_{\\rm height}}  U_{\\rm gas} \\alpha_{\\rm gas}) dV
+       \\frac{1}{V_{\\rm height, tot}} \int_{V_{\\rm height}}  U_{\\rm gas} \\alpha_{\\rm gas} dV
 
     where:
       - :math:`V_{\\rm height, tot}` is the total volume of cells near the axial location considered
       - :math:`\\alpha_{\\rm gas}` is the gas phase volume fraction
       - :math:`U_{\\rm gas}` is the gas phase velocity along the axial direction
-      - :math:`V_{\\rm height}` is the local volume of the cells where :math:`U_{\\rm gas} \\alpha_{\\rm gas})` is measured
+      - :math:`V_{\\rm height}` is the local volume of the cells where :math:`U_{\\rm gas} \\alpha_{\\rm gas})` is measured (near the axial location considered)
 
     Parameters
     ----------
@@ -519,18 +519,18 @@ def compute_superficial_gas_velocity(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     volume_time : str | None
-        Time folder to read to get the cell volumes
+        Time folder to read to get the cell volumes.
         If None, assumes it is 0
     direction :  int | None
-        Direction along which to calculate the superficial velocity
+        Direction along which to calculate the superficial velocity.
         If None, assume y direction
     cell_centers_file : str
         Filename of cell center data
     height: float | None
-        Axial location at which to compute the superficial velocity
+        Axial location at which to compute the superficial velocity.
         If None, use the mid point of the liquid domain along the axial direction
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
@@ -637,10 +637,10 @@ def compute_ave_y_liq(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     volume_time : str | None
-        Time folder to read to get the cell volumes
+        Time folder to read to get the cell volumes.
         If None, assumes it is 0
     spec_name : str
         Name of the species
@@ -721,10 +721,10 @@ def compute_ave_conc_liq(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     volume_time : str | None
-        Time folder to read to get the cell volumes
+        Time folder to read to get the cell volumes.
         If None, assumes it is 0
     spec_name : str
         Name of the species
@@ -827,10 +827,10 @@ def compute_ave_bubble_diam(
     time_folder: str
         Name of time folder to analyze
     n_cells : int | None
-        Number of cells in the domain
+        Number of cells in the domain.
         If None, it will deduced from the field reading
     volume_time : str | None
-        Time folder to read to get the cell volumes
+        Time folder to read to get the cell volumes.
         If None, assumes it is 0
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities

From c6f69b8c87b253e149ec2648832c55e726e8b8d0 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:12:42 -0600
Subject: [PATCH 195/275] remove readMesh calls

---
 bird/postprocess/computeQoI/compute_QOI.py    |   4 +-
 bird/postprocess/conditional_mean.py          |   4 +-
 .../python_interface_tut.py                   |   2 +-
 bird/postprocess/post_quantities.py           | 107 -----------
 .../read_history.py                           |   2 +-
 .../writeGlobalVars.py                        |   6 +-
 bird/utilities/ofio.py                        | 169 +++++++++++++++++-
 docs/source/python_interface.rst              |   2 +-
 docs/source/python_interface_tut.rst          |   2 +-
 .../bubble_column_pbe_20L/writeGlobalVars.py  |   6 +-
 tests/io/test_case.py                         |  29 ++-
 .../bubble_column_20L/writeGlobalVars.py      |   6 +-
 .../loop_reactor_mixing/read_history.py       |   2 +-
 .../loop_reactor_mixing/writeGlobalVars.py    |   6 +-
 .../loop_reactor_reacting/writeGlobalVars.py  |   7 +-
 15 files changed, 208 insertions(+), 146 deletions(-)

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 15a18f6f..7241994d 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -79,9 +79,7 @@
 var_name_list = args.var_list
 time_float_sorted, time_str_sorted = getCaseTimes(case_path)
 mesh_time_str = getMeshTime(case_path)
-cellCentres = readMesh(
-    os.path.join(case_path, f"meshCellCentres_{mesh_time_str}.obj")
-)
+cellCentres, _ = read_cell_centers(case_path)
 nCells = len(cellCentres)
 diff_val_list = args.diff_val_list
 diff_name_list = args.diff_name_list
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index e32c2e1e..5d84b914 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -22,9 +22,7 @@ def compute_cond_mean(
 ):
     time_float_sorted, time_str_sorted = getCaseTimes(case_path)
     mesh_time_str = getMeshTime(case_path)
-    cellCentres = readMesh(
-        os.path.join(case_path, f"meshCellCentres_{mesh_time_str}.obj")
-    )
+    cellCentres = read_cell_centers(case_path)
     nCells = len(cellCentres)
     assert len(diff_val_list) == len(diff_name_list)
     window_ave = min(window_ave, len(time_str_sorted))
diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/bird/postprocess/data_conditional_mean/python_interface_tut.py
index fe0f3aa7..8f91d1d3 100644
--- a/bird/postprocess/data_conditional_mean/python_interface_tut.py
+++ b/bird/postprocess/data_conditional_mean/python_interface_tut.py
@@ -2,7 +2,7 @@
 from bird.utilities.ofio import *
 
 # Read cell centers
-cell_centers = readMesh("meshCellCentres_1.obj")
+cell_centers, _ = read_cell_centers(".")
 print("cell centers shape = ", cell_centers.shape)
 
 # Read relevant fields at time 80
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index ef192e13..c4d9f025 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -49,113 +49,6 @@ def _read_field(
     return field, field_dict
 
 
-def _read_cell_volume(
-    case_folder: str,
-    time_folder: str | None = None,
-    n_cells: int | None = None,
-    field_dict: dict = {},
-) -> tuple[np.ndarray | float, dict]:
-    """
-    Read volume at a given time and store it in dictionary for later reuse
-
-    Parameters
-    ----------
-    case_folder: str
-        Path to case folder
-    time_folder: str | None
-        Name of time folder to analyze.
-        If None, assume it is 0
-    n_cells : int | None
-        Number of cells in the domain.
-        If None, it will deduced from the field reading
-    field_dict : dict
-        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
-
-    Returns
-    ----------
-    cell_volume : np.ndarray | float
-        cell volume read from file
-    field_dict : dict
-        Dictionary of fields read
-    """
-
-    if time_folder is None:
-        logger.warning("Assuming that volume was written at time 0")
-        time_folder = "0"
-
-    kwargs_vol = {
-        "case_folder": case_folder,
-        "time_folder": time_folder,
-        "n_cells": n_cells,
-    }
-    try:
-        cell_volume, field_dict = _read_field(
-            field_name="V", field_dict=field_dict, **kwargs_vol
-        )
-    except FileNotFoundError:
-        error_msg = (
-            f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
-        )
-        error_msg += "You can generate V with\n\t"
-        error_msg += f"`postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}`"
-        logger.error(error_msg)
-        raise FileNotFoundError(error_msg)
-
-    return cell_volume, field_dict
-
-
-def _read_cell_centers(
-    case_folder: str,
-    cell_centers_file: str,
-    field_dict: dict = {},
-) -> tuple[np.ndarray, dict]:
-    """
-    Read volume at a given time and store it in dictionary for later reuse
-
-    Parameters
-    ----------
-    case_folder: str
-        Path to case folder
-    cell_centers_file : str
-        Filename of cell center data
-    field_dict : dict
-        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
-
-    Returns
-    ----------
-    cell_centers : np.ndarray
-        cell centers read from file
-    field_dict : dict
-        Dictionary of fields read
-    """
-
-    if (
-        not ("cell_centers" in field_dict)
-        or field_dict["cell_centers"] is None
-    ):
-        try:
-            cell_centers = readMesh(
-                os.path.join(case_folder, cell_centers_file)
-            )
-            field_dict["cell_centers"] = cell_centers
-        except FileNotFoundError:
-            error_msg = f"Could not find {cell_centers_file}"
-            error_msg += "You can generate it with\n\t"
-            error_msg += f"`writeMeshObj -case {case_folder}`\n"
-            time_float, time_str = getCaseTimes(case_folder)
-            correct_ph = f"meshCellCentres_{time_str[0]}.obj"
-            if not correct_path == cell_centers_file:
-                error_msg += (
-                    f"And adjust the cell center file path to {correct_path}"
-                )
-            logger.error(error_msg)
-            raise FileNotFoundError(error_msg)
-    else:
-        cell_centers = field_dict["cell_centers"]
-
-    return cell_centers, field_dict
-
-
 def _field_filter(
     field: float | np.ndarray, ind: np.ndarray, field_type: str
 ) -> float | np.ndarray:
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index 4dd134d6..d2b2f19d 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -39,7 +39,7 @@
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
-cellCentres = readMesh(os.path.join(case_path, f"meshCellCentres_0.obj"))
+cellCentres, _ = read_cell_centers(case_path)
 nCells = len(cellCentres)
 
 
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
index 3445bdb8..919287b6 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
@@ -33,10 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
-        "field"
-    ]
+    cellCentres, _ = read_cell_centers(".")
+    volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
     )["field"]
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 37f8e645..69a4bfbb 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -7,7 +7,7 @@
 logger = logging.getLogger(__name__)
 
 
-def readMesh(filename: str) -> np.ndarray:
+def _read_mesh(filename: str) -> np.ndarray:
     """
     Reads cell center location from meshCellCentres_X.obj
 
@@ -502,7 +502,7 @@ def getCaseTimes(
     return time_float_sorted, time_str_sorted
 
 
-def getMeshTime(casePath: str) -> str:
+def _get_mesh_time(casePath: str) -> str | None:
     """
     Get the time at which the mesh was printed
 
@@ -513,16 +513,44 @@ def getMeshTime(casePath: str) -> str:
 
     Returns
     ----------
-    time_mesh: str
-        The name of the time at which "meshFaceCentresXXX" was created
+    time_mesh: str | None
+        The name of the time at which "meshCellCentresXXX" was created
+        If None, nothing was found
     """
 
     files_tmp = os.listdir(casePath)
+    time_mesh = None
     for entry in files_tmp:
         if "meshCellCentres" in entry:
             time_mesh = entry[16:-4]
-            return time_mesh
 
+    return time_mesh
+
+def _get_volume_time(casePath: str) -> str | None:
+    """
+    Get the time at which the volume was printed
+
+    Parameters
+    ----------
+    casePath: str
+        Path to case folder
+
+    Returns
+    ----------
+    time_volume: str | None
+        The name of the time at which "V" was created
+        If None, nothing was found
+    """
+
+    time_float, time_str = getCaseTimes(casePath)
+    time_volume = None
+    for entry in time_str:
+        if os.path.exists(os.path.join(casePath, entry, "V")):
+            logger.debug(f"Volume time found to be {entry}")
+            time_volume = entry
+            break
+
+    return time_volume
 
 def _remove_comments(text: str) -> str:
     """
@@ -764,3 +792,134 @@ def write_block(f, key, value, indent=0):
         f.write(
             "// ************************************************************************* //\n"
         )
+
+
+
+def read_cell_centers(
+    case_folder: str,
+    cell_centers_file: str | None = None,
+    field_dict: dict = {},
+) -> tuple[np.ndarray, dict]:
+    """
+    Read field of cell centers and store it in dictionary for later reuse
+        
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    cell_centers_file : str
+        Filename of cell center data
+        If None, find the cell center file automoatically
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+        
+    Returns
+    ----------
+    cell_centers : np.ndarray
+        cell centers read from file
+    field_dict : dict
+        Dictionary of fields read
+    """     
+                
+    if (    
+        not ("cell_centers" in field_dict)
+        or field_dict["cell_centers"] is None
+    ):          
+        if cell_centers_file is None:
+            # try to find the mesh time
+            mesh_time = _get_mesh_time(case_folder)   
+            if mesh_time is not None:
+                cell_centers_file = f"meshCellCentres_{mesh_time}.obj"
+            
+        try:
+            cell_centers = _read_mesh(
+                os.path.join(case_folder, cell_centers_file)
+            )
+            field_dict["cell_centers"] = cell_centers
+    
+        except FileNotFoundError:
+
+            error_msg = f"Could not find {cell_centers_file}"
+            error_msg += "You can generate it with\n\t"
+            error_msg += f"`writeMeshObj -case {case_folder}`\n"
+            time_float, time_str = getCaseTimes(case_folder)
+            correct_ph = f"meshCellCentres_{time_str[0]}.obj"
+            if not correct_path == cell_centers_file:
+                error_msg += (
+                    f"And adjust the cell center file path to {correct_path}"
+                )
+            logger.error(error_msg)
+            raise FileNotFoundError(error_msg)
+    else:
+        cell_centers = field_dict["cell_centers"]
+
+    return cell_centers, field_dict
+
+
+
+def read_cell_volumes(
+    case_folder: str,
+    time_folder: str | None = None,
+    n_cells: int | None = None,
+    field_dict: dict = {},
+) -> tuple[np.ndarray | float, dict]:
+    """
+    Read volume at a given time and store it in dictionary for later reuse
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str | None
+        Name of time folder to analyze.
+        If None, it will be found automatically
+    n_cells : int | None
+        Number of cells in the domain.
+        If None, it will deduced from the field reading
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    cell_volume : np.ndarray | float
+        cell volume read from file
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    if time_folder is None:
+        logger.warning("Assuming that volume was written at time 0")
+        time_folder = "0"
+
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+
+    if (
+        not ("V" in field_dict)
+        or field_dict["V"] is None
+    ):
+        if time_folder is None:
+            # Find the time at which the volume was printed
+            time_folder = _get_volume_time(case_folder)     
+        try:
+            cell_volume, field_dict = _read_field(
+                field_name="V", field_dict=field_dict, **kwargs_vol
+            )
+        except FileNotFoundError:
+            error_msg = (
+                f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
+            )
+            time_float, time_str = getCaseTimes(case_folder)        
+            error_msg += "You can generate V with\n\t"
+            error_msg += f"`postProcess -func writeCellVolumes -time {time_str[0]} -case {case_folder}`"
+            logger.error(error_msg)
+            raise FileNotFoundError(error_msg)
+    else:
+        # Get field from dict if it has been read before
+        cell_volume = field_dict['V']
+
+
+    return cell_volume, field_dict
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index 2780af1b..bb562931 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -51,7 +51,7 @@ Reading cell centers
 ^^^^^^^^^^^^^^^
 
 A mesh object file can be generated with the OpenFOAM command  ``writeMeshObj -case {case_folder}``
-The file can then be read with the function ``readMesh`` from ``bird.utilities.ofio``. 
+The file can then be read with the function ``read_cell_centers`` from ``bird.utilities.ofio``. 
 Again, this is used in ``bird.postprocess.post_quantities`` in the ``compute_superficial_gas_velocity`` function.
 
 
diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index 38b220e0..39a071ff 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -28,7 +28,7 @@ To read the cells centers
 .. code-block:: python
 
    from bird.utilities.ofio import *   
-   cell_centers = readMesh("meshCellCentres_1.obj") 
+   cell_centers = read_cell_centers(case_folder=".")
 
 ``cell_centers`` is a :math:`(N,3)` numpy array that contains the cell center coordinates (:math:`N` is the number of cells in the domain)
 
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
index 3445bdb8..919287b6 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
@@ -33,10 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
-        "field"
-    ]
+    cellCentres, _ = read_cell_centers(".")
+    volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
     )["field"]
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 8b4a349f..9703d4d5 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from bird.utilities.ofio import getCaseTimes, getMeshTime, readMesh
+from bird.utilities.ofio import getCaseTimes, _get_mesh_time, _read_mesh, read_cell_centers, _get_volume_time, read_cell_volumes
 
 
 def test_case_time():
@@ -39,7 +39,7 @@ def test_mesh():
     # Read non uniform field
     mesh_time = getMeshTime(caseFolder)
     mesh_file = os.path.join(caseFolder, f"meshCellCentres_{mesh_time}.obj")
-    cell_centers = readMesh(mesh_file)
+    cell_centers = _read_mesh(mesh_file)
 
     assert cell_centers[0, 0] == -0.0765
     assert cell_centers[0, 1] == 7.02306
@@ -49,6 +49,31 @@ def test_mesh():
     assert cell_centers[9, 1] == 7.02306
     assert cell_centers[9, 2] == 0.0765
 
+    cell_centers2, _ = read_cell_centers(caseFolder)
+    cell_centers3, _ = read_cell_centers(caseFolder, time_folder=mesh_time)
+   
+    assert np.linalg.norm(cell_centers-cell_centers2) < 1e-12
+    assert np.linalg.norm(cell_centers-cell_centers3) < 1e-12
+
+
+def test_mesh_vol():
+    """
+    Test for reading cell volumes
+    """
+    caseFolder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read non uniform field
+    vol_time = _get_volume_time(caseFolder)
+    volumes, _ = read_cell_volumes(caseFolder)
+    volumes2, _ = read_cell_volumes(caseFolder, time_folder=vol_time)
+
+    assert np.linalg.norm(volumes-volumes2) < 1e-12
 
 if __name__ == "__main__":
     test_case_time()
diff --git a/tutorial_cases/bubble_column_20L/writeGlobalVars.py b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
index 3445bdb8..919287b6 100644
--- a/tutorial_cases/bubble_column_20L/writeGlobalVars.py
+++ b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
@@ -33,10 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
-        "field"
-    ]
+    cellCentres, _ = read_cell_centers(".")
+    volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
     )["field"]
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 4dd134d6..0b88d772 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -39,7 +39,7 @@
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
-cellCentres = readMesh(os.path.join(case_path, f"meshCellCentres_0.obj"))
+cellCentres, _ = read_cell_centers(".")
 nCells = len(cellCentres)
 
 
diff --git a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
index 3445bdb8..919287b6 100644
--- a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
@@ -33,10 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
-        "field"
-    ]
+    cellCentres, _ = read_cell_centers(".")
+    volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
     )["field"]
diff --git a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
index 3445bdb8..83b73868 100644
--- a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
@@ -31,12 +31,9 @@ def readInletArea():
         lines = f.readlines()
     return float(lines[4].split()[-1])
 
-
 def getLiqVol():
-    cellCentres = readMesh(os.path.join(".", f"meshCellCentres_0.obj"))
-    volume_field = readOFScal(os.path.join("0", "V"), len(cellCentres))[
-        "field"
-    ]
+    cellCentres, _ = read_cell_centers(".")
+    volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
         os.path.join("0", "alpha.liquid"), len(cellCentres)
     )["field"]

From 51ae7a2c94ccc21a655d8fa2c2bde54305ae41c4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:28:26 -0600
Subject: [PATCH 196/275] automatic volume time identification

---
 bird/postprocess/computeQoI/compute_QOI.py    | 23 ++++--------------
 bird/postprocess/conditional_mean.py          |  7 +++---
 bird/postprocess/post_quantities.py           | 24 +++++++++----------
 .../read_history.py                           | 14 ++---------
 .../writeGlobalVars.py                        |  4 ++--
 docs/source/python_interface_tut.rst          |  9 ++++---
 .../bubble_column_pbe_20L/writeGlobalVars.py  |  4 ++--
 tests/io/test_case.py                         |  2 +-
 .../bubble_column_20L/writeGlobalVars.py      |  4 ++--
 .../loop_reactor_mixing/read_history.py       | 14 ++---------
 .../loop_reactor_mixing/writeGlobalVars.py    |  4 ++--
 .../loop_reactor_reacting/writeGlobalVars.py  |  4 ++--
 12 files changed, 39 insertions(+), 74 deletions(-)

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 7241994d..3c9eecfb 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -78,9 +78,8 @@
 case_path = args.caseFolder
 var_name_list = args.var_list
 time_float_sorted, time_str_sorted = getCaseTimes(case_path)
-mesh_time_str = getMeshTime(case_path)
-cellCentres, _ = read_cell_centers(case_path)
-nCells = len(cellCentres)
+cell_centers, _ = read_cell_centers(case_path)
+nCells = len(cell_centers)
 diff_val_list = args.diff_val_list
 diff_name_list = args.diff_name_list
 assert len(diff_val_list) == len(diff_name_list)
@@ -97,16 +96,13 @@
 
 
 def get_var(
-    case_path, time_folder, mesh_time_str, cellCentres, nCells, val_dict, name
+    case_path, time_folder, cell_centers, nCells, val_dict, name
 ):
-    localFolder = os.path.join(case_path, time_folder)
-    localFolder_vol = os.path.join(case_path, mesh_time_str)
     if name.lower() == "gh":
         var, val_dict = compute_gas_holdup(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             field_dict=val_dict,
         )
     elif name.lower() == "d":
@@ -114,7 +110,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             field_dict=val_dict,
         )
     elif name.lower() == "co2_liq":
@@ -122,7 +117,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             spec_name="CO2",
             field_dict=val_dict,
         )
@@ -131,7 +125,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             spec_name="CO",
             field_dict=val_dict,
         )
@@ -140,7 +133,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             spec_name="H2",
             field_dict=val_dict,
         )
@@ -149,7 +141,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             spec_name="CO2",
             mol_weight=44.00995 * 1e-3,
             field_dict=val_dict,
@@ -159,7 +150,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             spec_name="CO",
             mol_weight=28.01055 * 1e-3,
             field_dict=val_dict,
@@ -169,7 +159,6 @@ def get_var(
             case_path,
             time_folder,
             nCells,
-            volume_time="0",
             spec_name="H2",
             mol_weight=2.01594 * 1e-3,
             field_dict=val_dict,
@@ -192,8 +181,7 @@ def get_var(
         var, val_dict = get_var(
             case_path,
             time_folder,
-            mesh_time_str,
-            cellCentres,
+            cell_centers,
             nCells,
             val_dict=val_dict,
             name=name,
@@ -215,8 +203,7 @@ def get_var(
         var, val_dict = get_var(
             case_path,
             time_folder,
-            mesh_time_str,
-            cellCentres,
+            cell_centers,
             nCells,
             val_dict=val_dict,
             name=name,
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 5d84b914..df82385b 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -21,9 +21,8 @@ def compute_cond_mean(
     diff_name_list=[],
 ):
     time_float_sorted, time_str_sorted = getCaseTimes(case_path)
-    mesh_time_str = getMeshTime(case_path)
-    cellCentres = read_cell_centers(case_path)
-    nCells = len(cellCentres)
+    cell_centers, _ = read_cell_centers(case_path)
+    nCells = len(cell_centers)
     assert len(diff_val_list) == len(diff_name_list)
     window_ave = min(window_ave, len(time_str_sorted))
 
@@ -44,7 +43,7 @@ def compute_cond_mean(
             val_dict = {}
             field_tmp = readOFScal(filename, nCells)["field"]
             vert_axis, field_cond_tmp = conditional_average(
-                cellCentres[:, vert_ind], field_tmp, nbins=n_bins
+                cell_centers[:, vert_ind], field_tmp, nbins=n_bins
             )
             if i_ave == 0:
                 fields_cond[name]["val"] = field_cond_tmp / window_ave
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index c4d9f025..cf09fd71 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -251,7 +251,7 @@ def _get_ind_height(
 
     if not (f"ind_height_{height:.2g}" in field_dict):
 
-        cell_centers, field_dict = _read_cell_centers(
+        cell_centers, field_dict = read_cell_centers(
             case_folder=case_folder,
             cell_centers_file=None,
             field_dict=field_dict,
@@ -341,7 +341,7 @@ def compute_gas_holdup(
         If None, it will deduced from the field reading
     volume_time : str | None
         Time folder to read to get the cell volumes.
-        If None, assumes it is 0
+        If None, finds volume time automatically
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -369,7 +369,7 @@ def compute_gas_holdup(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
-    cell_volume, field_dict = _read_cell_volume(
+    cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol
     )
 
@@ -416,7 +416,7 @@ def compute_superficial_gas_velocity(
         If None, it will deduced from the field reading
     volume_time : str | None
         Time folder to read to get the cell volumes.
-        If None, assumes it is 0
+        If None, finds volume time automatically
     direction :  int | None
         Direction along which to calculate the superficial velocity.
         If None, assume y direction
@@ -463,10 +463,10 @@ def compute_superficial_gas_velocity(
 
     U_gas_axial = U_gas[:, direction]
 
-    cell_volume, field_dict = _read_cell_volume(
+    cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol
     )
-    cell_centers, field_dict = _read_cell_centers(
+    cell_centers, field_dict = read_cell_centers(
         case_folder=case_folder,
         cell_centers_file=cell_centers_file,
         field_dict=field_dict,
@@ -534,7 +534,7 @@ def compute_ave_y_liq(
         If None, it will deduced from the field reading
     volume_time : str | None
         Time folder to read to get the cell volumes.
-        If None, assumes it is 0
+        If None, finds volume time automatically
     spec_name : str
         Name of the species
     field_dict : dict
@@ -567,7 +567,7 @@ def compute_ave_y_liq(
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
-    cell_volume, field_dict = _read_cell_volume(
+    cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol
     )
 
@@ -618,7 +618,7 @@ def compute_ave_conc_liq(
         If None, it will deduced from the field reading
     volume_time : str | None
         Time folder to read to get the cell volumes.
-        If None, assumes it is 0
+        If None, finds volume time automatically
     spec_name : str
         Name of the species
     mol_weight : float
@@ -662,7 +662,7 @@ def compute_ave_conc_liq(
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
-    cell_volume, field_dict = _read_cell_volume(
+    cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol
     )
 
@@ -724,7 +724,7 @@ def compute_ave_bubble_diam(
         If None, it will deduced from the field reading
     volume_time : str | None
         Time folder to read to get the cell volumes.
-        If None, assumes it is 0
+        If None, finds volume time automatically
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -755,7 +755,7 @@ def compute_ave_bubble_diam(
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
-    cell_volume, field_dict = _read_cell_volume(
+    cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol
     )
 
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index d2b2f19d..b522d40e 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -39,8 +39,8 @@
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
-cellCentres, _ = read_cell_centers(case_path)
-nCells = len(cellCentres)
+cell_centers, _ = read_cell_centers(case_path)
+nCells = len(cell_centers)
 
 
 co2_history = np.zeros(len(time_str_sorted))
@@ -62,31 +62,23 @@
     gh_history[itime], field_dict = compute_gas_holdup(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         field_dict=field_dict,
     )
     co2_history[itime], field_dict = compute_ave_y_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="CO2",
         field_dict=field_dict,
     )
     h2_history[itime], field_dict = compute_ave_y_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="H2",
         field_dict=field_dict,
     )
     c_co2_history[itime], field_dict = compute_ave_conc_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="CO2",
         mol_weight=0.04401,
         field_dict=field_dict,
@@ -94,8 +86,6 @@
     c_h2_history[itime], field_dict = compute_ave_conc_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="H2",
         mol_weight=0.002016,
         field_dict=field_dict,
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
index 919287b6..f3976f22 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
@@ -33,10 +33,10 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres, _ = read_cell_centers(".")
+    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cellCentres)
+        os.path.join("0", "alpha.liquid"), len(cell_centers)
     )["field"]
     return np.sum(volume_field * alpha_field)
 
diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index 39a071ff..a6f4a1f1 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -108,28 +108,27 @@ Several of these quantities, will require reading and processing the same fields
    # Compute Gas hold up
    kwargs = {"case_folder": ".", "time_folder": "80"}
    gh, field_dict = compute_gas_holdup(
-       volume_time="1", field_dict={"cell_centers": cell_centers}, **kwargs
+       field_dict={"cell_centers": cell_centers}, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Gas Holdup = {gh:.4g}")
    
    # Compute superficial velocity
    sup_vel, field_dict = compute_superficial_gas_velocity(
-       volume_time="1", field_dict=field_dict, **kwargs
+       field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Superficial velocity = {sup_vel:.4g} m/s")
    
    # Compute reactor-averaged CO2 mass fraction
    y_ave_co2, field_dict = compute_ave_y_liq(
-       volume_time="1", spec_name="CO2", field_dict=field_dict, **kwargs
+       spec_name="CO2", field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
    
    # Compute reactor-averaged CO2 concentration
    c_ave_co2, field_dict = compute_ave_conc_liq(
-       volume_time="1",
        spec_name="CO2",
        mol_weight=0.04401,
        rho_val=1000,
@@ -141,7 +140,7 @@ Several of these quantities, will require reading and processing the same fields
    
    # Compute reactor-averaged bubble diameter
    diam, field_dict = compute_ave_bubble_diam(
-       volume_time="1", field_dict=field_dict, **kwargs
+       field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Reactor averaged bubble diameter = {diam:.4g} m")
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
index 919287b6..f3976f22 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
@@ -33,10 +33,10 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres, _ = read_cell_centers(".")
+    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cellCentres)
+        os.path.join("0", "alpha.liquid"), len(cell_centers)
     )["field"]
     return np.sum(volume_field * alpha_field)
 
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 9703d4d5..11092743 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -37,7 +37,7 @@ def test_mesh():
         "data_conditional_mean",
     )
     # Read non uniform field
-    mesh_time = getMeshTime(caseFolder)
+    mesh_time = _get_mesh_time(caseFolder)
     mesh_file = os.path.join(caseFolder, f"meshCellCentres_{mesh_time}.obj")
     cell_centers = _read_mesh(mesh_file)
 
diff --git a/tutorial_cases/bubble_column_20L/writeGlobalVars.py b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
index 919287b6..f3976f22 100644
--- a/tutorial_cases/bubble_column_20L/writeGlobalVars.py
+++ b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
@@ -33,10 +33,10 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres, _ = read_cell_centers(".")
+    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cellCentres)
+        os.path.join("0", "alpha.liquid"), len(cell_centers)
     )["field"]
     return np.sum(volume_field * alpha_field)
 
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 0b88d772..b4940011 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -39,8 +39,8 @@
     sys.exit("WARNING: History already created, Skipping")
 
 time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
-cellCentres, _ = read_cell_centers(".")
-nCells = len(cellCentres)
+cell_centers, _ = read_cell_centers(".")
+nCells = len(cell_centers)
 
 
 co2_history = np.zeros(len(time_str_sorted))
@@ -62,31 +62,23 @@
     gh_history[itime], field_dict = compute_gas_holdup(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         field_dict=field_dict,
     )
     co2_history[itime], field_dict = compute_ave_y_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="CO2",
         field_dict=field_dict,
     )
     h2_history[itime], field_dict = compute_ave_y_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="H2",
         field_dict=field_dict,
     )
     c_co2_history[itime], field_dict = compute_ave_conc_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="CO2",
         mol_weight=0.04401,
         field_dict=field_dict,
@@ -94,8 +86,6 @@
     c_h2_history[itime], field_dict = compute_ave_conc_liq(
         case_path,
         time_str_sorted[itime],
-        nCells,
-        volume_time="0",
         spec_name="H2",
         mol_weight=0.002016,
         field_dict=field_dict,
diff --git a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
index 919287b6..f3976f22 100644
--- a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
@@ -33,10 +33,10 @@ def readInletArea():
 
 
 def getLiqVol():
-    cellCentres, _ = read_cell_centers(".")
+    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cellCentres)
+        os.path.join("0", "alpha.liquid"), len(cell_centers)
     )["field"]
     return np.sum(volume_field * alpha_field)
 
diff --git a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
index 83b73868..e1c09c1f 100644
--- a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
@@ -32,10 +32,10 @@ def readInletArea():
     return float(lines[4].split()[-1])
 
 def getLiqVol():
-    cellCentres, _ = read_cell_centers(".")
+    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
     alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cellCentres)
+        os.path.join("0", "alpha.liquid"), len(cell_centers)
     )["field"]
     return np.sum(volume_field * alpha_field)
 

From 2107cd79502abc2a365ff30bb76ef172e2fbb7f4 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:29:45 -0600
Subject: [PATCH 197/275] test for automatic volume read

---
 tests/postprocess/test_post_quantities.py | 43 +++++++++++++++++++++++
 1 file changed, 43 insertions(+)

diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 2ec2c491..e228357c 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -28,6 +28,14 @@ def test_compute_gh():
         time_folder="79", field_dict=field_dict, **kwargs
     )
 
+    # Make sure None arguments are correctly handled
+    n_cells = len(field_dict["alpha.liquid"])
+    time_folder = kwargs["time_folder"]
+    gh1, _ = compute_gas_holdup(case_folder=case_folder, time_folder=time_folder)
+    gh2, _ = compute_gas_holdup(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder)
+
+    assert abs(gh1-gh)<1e-12
+    assert abs(gh2-gh)<1e-12
 
 def test_compute_diam():
     """
@@ -51,6 +59,15 @@ def test_compute_diam():
         time_folder="79", field_dict=field_dict, **kwargs
     )
 
+    # Make sure None arguments are correctly handled
+    n_cells = len(field_dict["d.gas"])
+    time_folder = kwargs["time_folder"]
+    diam1, _ = compute_ave_bubble_diam(case_folder=case_folder, time_folder=time_folder)
+    diam2, _ = compute_ave_bubble_diam(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder)
+
+    assert abs(diam1-diam)<1e-12
+    assert abs(diam2-diam)<1e-12
+
 
 def test_compute_superficial_gas_velocity():
     """
@@ -76,6 +93,15 @@ def test_compute_superficial_gas_velocity():
         time_folder="79", field_dict=field_dict, **kwargs
     )
 
+    # Make sure None arguments are correctly handled
+    n_cells = len(field_dict["V"])
+    time_folder = kwargs["time_folder"]
+    sup_vel1, _ = compute_superficial_gas_velocity(case_folder=case_folder, time_folder=time_folder, direction=1)
+    sup_vel2, _ = compute_superficial_gas_velocity(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder, direction=1)
+
+    assert abs(sup_vel1-sup_vel)<1e-12
+    assert abs(sup_vel2-sup_vel)<1e-12
+
 
 def test_ave_y_liq():
     """
@@ -106,6 +132,15 @@ def test_ave_y_liq():
         spec_name="H2", field_dict=field_dict, **kwargs
     )
 
+    # Make sure None arguments are correctly handled
+    n_cells = len(field_dict["H2.liquid"])
+    time_folder = kwargs["time_folder"]
+    ave_y_h21, _ = compute_ave_y_liq(case_folder=case_folder, time_folder=time_folder, spec_name="H2")
+    ave_y_h22, _ = compute_ave_y_liq(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder,spec_name="H2")
+
+    assert abs(ave_y_h21-ave_y_h2)<1e-12
+    assert abs(ave_y_h22-ave_y_h2)<1e-12
+
 
 def test_ave_conc_liq():
     """
@@ -144,6 +179,14 @@ def test_ave_conc_liq():
         field_dict=field_dict,
         **kwargs,
     )
+    # Make sure None arguments are correctly handled
+    n_cells = len(field_dict["H2.liquid"])
+    time_folder = kwargs["time_folder"]
+    ave_conc_h21, _ = compute_ave_conc_liq(case_folder=case_folder, time_folder=time_folder, spec_name="H2", mol_weight=2.01594 * 1e-3)
+    ave_conc_h22, _ = compute_ave_conc_liq(case_folder=case_folder, time_folder=time_folder, spec_name="H2", mol_weight=2.01594 * 1e-3, n_cells=n_cells)
+
+    assert abs(ave_conc_h21-ave_conc_h2)<1e-12
+    assert abs(ave_conc_h22-ave_conc_h2)<1e-12
 
 
 if __name__ == "__main__":

From 25a47bd995875870a0837d4a52a0560917b9bfe0 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:32:26 -0600
Subject: [PATCH 198/275] remove camel case

---
 bird/postprocess/computeQoI/compute_QOI.py                | 2 +-
 bird/postprocess/conditional_mean.py                      | 2 +-
 .../read_history.py                                       | 2 +-
 bird/utilities/ofio.py                                    | 8 ++++----
 tests/io/test_case.py                                     | 4 ++--
 tutorial_cases/loop_reactor_mixing/read_history.py        | 2 +-
 6 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 3c9eecfb..3e58441b 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -77,7 +77,7 @@
 
 case_path = args.caseFolder
 var_name_list = args.var_list
-time_float_sorted, time_str_sorted = getCaseTimes(case_path)
+time_float_sorted, time_str_sorted = get_case_times(case_path)
 cell_centers, _ = read_cell_centers(case_path)
 nCells = len(cell_centers)
 diff_val_list = args.diff_val_list
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index df82385b..08a5c4b0 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -20,7 +20,7 @@ def compute_cond_mean(
     diff_val_list=[],
     diff_name_list=[],
 ):
-    time_float_sorted, time_str_sorted = getCaseTimes(case_path)
+    time_float_sorted, time_str_sorted = get_case_times(case_path)
     cell_centers, _ = read_cell_centers(case_path)
     nCells = len(cell_centers)
     assert len(diff_val_list) == len(diff_name_list)
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index b522d40e..e360b4f9 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -38,7 +38,7 @@
 if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
-time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
+time_float_sorted, time_str_sorted = get_case_times(case_path, remove_zero=True)
 cell_centers, _ = read_cell_centers(case_path)
 nCells = len(cell_centers)
 
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 69a4bfbb..0284f5c0 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -459,7 +459,7 @@ def readSizeGroups(file):
     return sizeGroup, binGroup
 
 
-def getCaseTimes(
+def get_case_times(
     casePath: str, remove_zero: bool = False
 ) -> tuple[list[float], list[str]]:
     """
@@ -542,7 +542,7 @@ def _get_volume_time(casePath: str) -> str | None:
         If None, nothing was found
     """
 
-    time_float, time_str = getCaseTimes(casePath)
+    time_float, time_str = get_case_times(casePath)
     time_volume = None
     for entry in time_str:
         if os.path.exists(os.path.join(casePath, entry, "V")):
@@ -842,7 +842,7 @@ def read_cell_centers(
             error_msg = f"Could not find {cell_centers_file}"
             error_msg += "You can generate it with\n\t"
             error_msg += f"`writeMeshObj -case {case_folder}`\n"
-            time_float, time_str = getCaseTimes(case_folder)
+            time_float, time_str = get_case_times(case_folder)
             correct_ph = f"meshCellCentres_{time_str[0]}.obj"
             if not correct_path == cell_centers_file:
                 error_msg += (
@@ -912,7 +912,7 @@ def read_cell_volumes(
             error_msg = (
                 f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
             )
-            time_float, time_str = getCaseTimes(case_folder)        
+            time_float, time_str = get_case_times(case_folder)        
             error_msg += "You can generate V with\n\t"
             error_msg += f"`postProcess -func writeCellVolumes -time {time_str[0]} -case {case_folder}`"
             logger.error(error_msg)
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 11092743..2fb0ce91 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from bird.utilities.ofio import getCaseTimes, _get_mesh_time, _read_mesh, read_cell_centers, _get_volume_time, read_cell_volumes
+from bird.utilities.ofio import get_case_times, _get_mesh_time, _read_mesh, read_cell_centers, _get_volume_time, read_cell_volumes
 
 
 def test_case_time():
@@ -19,7 +19,7 @@ def test_case_time():
         "data_conditional_mean",
     )
     # Read non uniform field
-    time_float, time_str = getCaseTimes(caseFolder)
+    time_float, time_str = get_case_times(caseFolder)
     assert np.linalg.norm(np.array(time_float) - np.array([1, 79, 80])) < 1e-6
     assert time_str == ["1", "79", "80"]
 
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index b4940011..8c067bc2 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -38,7 +38,7 @@
 if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
-time_float_sorted, time_str_sorted = getCaseTimes(case_path, remove_zero=True)
+time_float_sorted, time_str_sorted = get_case_times(case_path, remove_zero=True)
 cell_centers, _ = read_cell_centers(".")
 nCells = len(cell_centers)
 

From 5f48919a3d1dd1cd877cd40f02f0aa441a09845c Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:40:07 -0600
Subject: [PATCH 199/275] remove more camel case and use case_folder instead of
 case_path

---
 bird/postprocess/computeQoI/compute_QOI.py    | 34 +++++++++----------
 bird/postprocess/conditional_mean.py          | 10 +++---
 .../read_history.py                           | 18 +++++-----
 bird/utilities/ofio.py                        | 20 +++++------
 tests/io/test_case.py                         | 22 ++++++------
 tests/io/test_read_foam_fields.py             | 24 ++++++-------
 tests/postprocess/test_cond_mean.py           |  8 ++---
 7 files changed, 68 insertions(+), 68 deletions(-)

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 3e58441b..52570068 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -75,10 +75,10 @@
 args = parser.parse_args()
 
 
-case_path = args.caseFolder
+case_folder = args.caseFolder
 var_name_list = args.var_list
-time_float_sorted, time_str_sorted = get_case_times(case_path)
-cell_centers, _ = read_cell_centers(case_path)
+time_float_sorted, time_str_sorted = get_case_times(case_folder)
+cell_centers, _ = read_cell_centers(case_folder)
 nCells = len(cell_centers)
 diff_val_list = args.diff_val_list
 diff_name_list = args.diff_name_list
@@ -96,25 +96,25 @@
 
 
 def get_var(
-    case_path, time_folder, cell_centers, nCells, val_dict, name
+    case_folder, time_folder, cell_centers, nCells, val_dict, name
 ):
     if name.lower() == "gh":
         var, val_dict = compute_gas_holdup(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             field_dict=val_dict,
         )
     elif name.lower() == "d":
         var, val_dict = compute_ave_bubble_diam(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             field_dict=val_dict,
         )
     elif name.lower() == "co2_liq":
         var, val_dict = compute_ave_y_liq(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             spec_name="CO2",
@@ -122,7 +122,7 @@ def get_var(
         )
     elif name.lower() == "co_liq":
         var, val_dict = compute_ave_y_liq(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             spec_name="CO",
@@ -130,7 +130,7 @@ def get_var(
         )
     elif name.lower() == "h2_liq":
         var, val_dict = compute_ave_y_liq(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             spec_name="H2",
@@ -138,7 +138,7 @@ def get_var(
         )
     elif name.lower() == "c_co2_liq":
         var, val_dict = compute_ave_conc_liq(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             spec_name="CO2",
@@ -147,7 +147,7 @@ def get_var(
         )
     elif name.lower() == "c_co_liq":
         var, val_dict = compute_ave_conc_liq(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             spec_name="CO",
@@ -156,7 +156,7 @@ def get_var(
         )
     elif name.lower() == "c_h2_liq":
         var, val_dict = compute_ave_conc_liq(
-            case_path,
+            case_folder,
             time_folder,
             nCells,
             spec_name="H2",
@@ -169,7 +169,7 @@ def get_var(
     return var, val_dict
 
 
-print(f"Case : {case_path}")
+print(f"Case : {case_folder}")
 
 print(f"Window Ave")
 for i_ave in range(window_ave):
@@ -179,7 +179,7 @@ def get_var(
     val_dict = {}
     for name in var_name_list:
         var, val_dict = get_var(
-            case_path,
+            case_folder,
             time_folder,
             cell_centers,
             nCells,
@@ -201,7 +201,7 @@ def get_var(
     val_dict = {}
     for name in var_name_list:
         var, val_dict = get_var(
-            case_path,
+            case_folder,
             time_folder,
             cell_centers,
             nCells,
@@ -212,7 +212,7 @@ def get_var(
         variables_conv[name]["y"] += [var]
 
 
-with open(os.path.join(case_path, "qoi.pkl"), "wb") as f:
+with open(os.path.join(case_folder, "qoi.pkl"), "wb") as f:
     pickle.dump(variables, f)
-with open(os.path.join(case_path, "qoi_conv.pkl"), "wb") as f:
+with open(os.path.join(case_folder, "qoi_conv.pkl"), "wb") as f:
     pickle.dump(variables_conv, f)
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 08a5c4b0..5f5150fa 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -12,7 +12,7 @@
 
 
 def compute_cond_mean(
-    case_path,
+    case_folder,
     vert_ind,
     field_name_list,
     window_ave,
@@ -20,8 +20,8 @@ def compute_cond_mean(
     diff_val_list=[],
     diff_name_list=[],
 ):
-    time_float_sorted, time_str_sorted = get_case_times(case_path)
-    cell_centers, _ = read_cell_centers(case_path)
+    time_float_sorted, time_str_sorted = get_case_times(case_folder)
+    cell_centers, _ = read_cell_centers(case_folder)
     nCells = len(cell_centers)
     assert len(diff_val_list) == len(diff_name_list)
     window_ave = min(window_ave, len(time_str_sorted))
@@ -30,14 +30,14 @@ def compute_cond_mean(
     for name in field_name_list:
         fields_cond[name] = {}
 
-    logger.info(f"Case : {case_path}")
+    logger.info(f"Case : {case_folder}")
 
     for i_ave in range(window_ave):
         time_folder = time_str_sorted[-i_ave - 1]
         logger.debug(f"\tReading Time : {time_folder}")
         field_file = []
         for field_name in field_name_list:
-            field_file.append(os.path.join(case_path, time_folder, field_name))
+            field_file.append(os.path.join(case_folder, time_folder, field_name))
 
         for filename, name in zip(field_file, field_name_list):
             val_dict = {}
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index e360b4f9..f53b943a 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -32,14 +32,14 @@
 
 case_root = "."  # "../"
 case_name = args.case_name  # "12_hole_sparger_snappyRefine_700rpm_opt_coeff"
-case_path = "."
+case_folder = "."
 dataFolder = args.data_folder
 
 if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
-time_float_sorted, time_str_sorted = get_case_times(case_path, remove_zero=True)
-cell_centers, _ = read_cell_centers(case_path)
+time_float_sorted, time_str_sorted = get_case_times(case_folder, remove_zero=True)
+cell_centers, _ = read_cell_centers(case_folder)
 nCells = len(cell_centers)
 
 
@@ -49,7 +49,7 @@
 c_h2_history = np.zeros(len(time_str_sorted))
 gh_history = np.zeros(len(time_str_sorted))
 liqvol_history = np.zeros(len(time_str_sorted))
-print(f"case_path = {case_path}")
+print(f"case_folder = {case_folder}")
 field_dict = {}
 for itime, time in enumerate(time_float_sorted):
     time_folder = time_str_sorted[itime]
@@ -60,31 +60,31 @@
             new_field_dict["V"] = field_dict["V"]
         field_dict = new_field_dict
     gh_history[itime], field_dict = compute_gas_holdup(
-        case_path,
+        case_folder,
         time_str_sorted[itime],
         field_dict=field_dict,
     )
     co2_history[itime], field_dict = compute_ave_y_liq(
-        case_path,
+        case_folder,
         time_str_sorted[itime],
         spec_name="CO2",
         field_dict=field_dict,
     )
     h2_history[itime], field_dict = compute_ave_y_liq(
-        case_path,
+        case_folder,
         time_str_sorted[itime],
         spec_name="H2",
         field_dict=field_dict,
     )
     c_co2_history[itime], field_dict = compute_ave_conc_liq(
-        case_path,
+        case_folder,
         time_str_sorted[itime],
         spec_name="CO2",
         mol_weight=0.04401,
         field_dict=field_dict,
     )
     c_h2_history[itime], field_dict = compute_ave_conc_liq(
-        case_path,
+        case_folder,
         time_str_sorted[itime],
         spec_name="H2",
         mol_weight=0.002016,
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 0284f5c0..38364d78 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -460,14 +460,14 @@ def readSizeGroups(file):
 
 
 def get_case_times(
-    casePath: str, remove_zero: bool = False
+    case_folder: str, remove_zero: bool = False
 ) -> tuple[list[float], list[str]]:
     """
     Get list of all time folders from an OpenFOAM case
 
     Parameters
     ----------
-    casePath: str
+    case_folder: str
         Path to case folder
     remove_zero : bool
         Whether to remove zero from the time folder list
@@ -481,7 +481,7 @@ def get_case_times(
 
     """
     # Read Time
-    times_tmp = os.listdir(casePath)
+    times_tmp = os.listdir(case_folder)
     # remove non floats
     for i, entry in reversed(list(enumerate(times_tmp))):
         try:
@@ -502,13 +502,13 @@ def get_case_times(
     return time_float_sorted, time_str_sorted
 
 
-def _get_mesh_time(casePath: str) -> str | None:
+def _get_mesh_time(case_folder: str) -> str | None:
     """
     Get the time at which the mesh was printed
 
     Parameters
     ----------
-    casePath: str
+    case_folder: str
         Path to case folder
 
     Returns
@@ -518,7 +518,7 @@ def _get_mesh_time(casePath: str) -> str | None:
         If None, nothing was found
     """
 
-    files_tmp = os.listdir(casePath)
+    files_tmp = os.listdir(case_folder)
     time_mesh = None
     for entry in files_tmp:
         if "meshCellCentres" in entry:
@@ -526,13 +526,13 @@ def _get_mesh_time(casePath: str) -> str | None:
 
     return time_mesh
 
-def _get_volume_time(casePath: str) -> str | None:
+def _get_volume_time(case_folder: str) -> str | None:
     """
     Get the time at which the volume was printed
 
     Parameters
     ----------
-    casePath: str
+    case_folder: str
         Path to case folder
 
     Returns
@@ -542,10 +542,10 @@ def _get_volume_time(casePath: str) -> str | None:
         If None, nothing was found
     """
 
-    time_float, time_str = get_case_times(casePath)
+    time_float, time_str = get_case_times(case_folder)
     time_volume = None
     for entry in time_str:
-        if os.path.exists(os.path.join(casePath, entry, "V")):
+        if os.path.exists(os.path.join(case_folder, entry, "V")):
             logger.debug(f"Volume time found to be {entry}")
             time_volume = entry
             break
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 2fb0ce91..d9ec9a40 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -10,7 +10,7 @@ def test_case_time():
     """
     Test for listing all time folders in a case
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -19,7 +19,7 @@ def test_case_time():
         "data_conditional_mean",
     )
     # Read non uniform field
-    time_float, time_str = get_case_times(caseFolder)
+    time_float, time_str = get_case_times(case_folder)
     assert np.linalg.norm(np.array(time_float) - np.array([1, 79, 80])) < 1e-6
     assert time_str == ["1", "79", "80"]
 
@@ -28,7 +28,7 @@ def test_mesh():
     """
     Test for reading cell centers
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -37,8 +37,8 @@ def test_mesh():
         "data_conditional_mean",
     )
     # Read non uniform field
-    mesh_time = _get_mesh_time(caseFolder)
-    mesh_file = os.path.join(caseFolder, f"meshCellCentres_{mesh_time}.obj")
+    mesh_time = _get_mesh_time(case_folder)
+    mesh_file = os.path.join(case_folder, f"meshCellCentres_{mesh_time}.obj")
     cell_centers = _read_mesh(mesh_file)
 
     assert cell_centers[0, 0] == -0.0765
@@ -49,8 +49,8 @@ def test_mesh():
     assert cell_centers[9, 1] == 7.02306
     assert cell_centers[9, 2] == 0.0765
 
-    cell_centers2, _ = read_cell_centers(caseFolder)
-    cell_centers3, _ = read_cell_centers(caseFolder, time_folder=mesh_time)
+    cell_centers2, _ = read_cell_centers(case_folder)
+    cell_centers3, _ = read_cell_centers(case_folder, time_folder=mesh_time)
    
     assert np.linalg.norm(cell_centers-cell_centers2) < 1e-12
     assert np.linalg.norm(cell_centers-cell_centers3) < 1e-12
@@ -60,7 +60,7 @@ def test_mesh_vol():
     """
     Test for reading cell volumes
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -69,9 +69,9 @@ def test_mesh_vol():
         "data_conditional_mean",
     )
     # Read non uniform field
-    vol_time = _get_volume_time(caseFolder)
-    volumes, _ = read_cell_volumes(caseFolder)
-    volumes2, _ = read_cell_volumes(caseFolder, time_folder=vol_time)
+    vol_time = _get_volume_time(case_folder)
+    volumes, _ = read_cell_volumes(case_folder)
+    volumes2, _ = read_cell_volumes(case_folder, time_folder=vol_time)
 
     assert np.linalg.norm(volumes-volumes2) < 1e-12
 
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index fe94d8ca..e49c0d25 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -10,7 +10,7 @@ def test_read_nonunif_scal():
     """
     Test for reading non uniform scalarField
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -19,14 +19,14 @@ def test_read_nonunif_scal():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFScal(filename=os.path.join(caseFolder, "79", "CO2.gas"))
+    data_dict = readOFScal(filename=os.path.join(case_folder, "79", "CO2.gas"))
     assert abs(data_dict["field"][0] - 0.616955) < 1e-6
     assert abs(data_dict["field"][-1] - 0.625389) < 1e-6
     assert abs(data_dict["n_cells"] - 137980) < 1e-6
     assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
     assert data_dict["name"] == "CO2.gas"
     # Read non uniform field with flexible interface
-    data_dict = readOF(filename=os.path.join(caseFolder, "79", "CO2.gas"))
+    data_dict = readOF(filename=os.path.join(case_folder, "79", "CO2.gas"))
     assert abs(data_dict["field"][0] - 0.616955) < 1e-6
     assert abs(data_dict["field"][-1] - 0.625389) < 1e-6
     assert abs(data_dict["n_cells"] - 137980) < 1e-6
@@ -38,7 +38,7 @@ def test_read_unif_scal():
     """
     Test for reading uniform scalarField
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -47,16 +47,16 @@ def test_read_unif_scal():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFScal(filename=os.path.join(caseFolder, "79", "f.gas"))
+    data_dict = readOFScal(filename=os.path.join(case_folder, "79", "f.gas"))
     assert abs(data_dict["field"] - 1) < 1e-6
     assert data_dict["n_cells"] is None
     # Read non uniform field with flexible interface
-    data_dict = readOF(filename=os.path.join(caseFolder, "79", "f.gas"))
+    data_dict = readOF(filename=os.path.join(case_folder, "79", "f.gas"))
     assert abs(data_dict["field"] - 1) < 1e-6
     assert data_dict["n_cells"] is None
     # Read non uniform field with prespecified cell number
     data_dict = readOFScal(
-        filename=os.path.join(caseFolder, "79", "f.gas"), n_cells=100
+        filename=os.path.join(case_folder, "79", "f.gas"), n_cells=100
     )
     assert np.shape(data_dict["field"]) == (100,)
     assert np.linalg.norm(data_dict["field"] - 1) < 1e-6
@@ -68,7 +68,7 @@ def test_read_nonunif_vec():
     """
     Test for reading non uniform vectorField
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -77,7 +77,7 @@ def test_read_nonunif_vec():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFVec(filename=os.path.join(caseFolder, "79", "U.gas"))
+    data_dict = readOFVec(filename=os.path.join(case_folder, "79", "U.gas"))
     assert (
         np.linalg.norm(
             data_dict["field"][0, :] - [0.140018, 1.20333, 0.127566]
@@ -94,7 +94,7 @@ def test_read_nonunif_vec():
     assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
     assert data_dict["name"] == "U.gas"
     # Read non uniform field with flexible interface
-    data_dict = readOF(filename=os.path.join(caseFolder, "79", "U.gas"))
+    data_dict = readOF(filename=os.path.join(case_folder, "79", "U.gas"))
     assert (
         np.linalg.norm(
             data_dict["field"][0, :] - [0.140018, 1.20333, 0.127566]
@@ -116,7 +116,7 @@ def test_read_unif_vec():
     """
     Test for reading uniform vectorField
     """
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -126,7 +126,7 @@ def test_read_unif_vec():
     )
     # Read non uniform field
     data_dict = readOFVec(
-        filename=os.path.join(caseFolder, "79", "U_unif_dummy")
+        filename=os.path.join(case_folder, "79", "U_unif_dummy")
     )
     assert np.linalg.norm(data_dict["field"] - [0.0, 0.1, 0.0]) < 1e-6
     assert data_dict["name"] == "U_unif_dummy"
diff --git a/tests/postprocess/test_cond_mean.py b/tests/postprocess/test_cond_mean.py
index e2a004f4..a3ec6785 100644
--- a/tests/postprocess/test_cond_mean.py
+++ b/tests/postprocess/test_cond_mean.py
@@ -12,7 +12,7 @@
 
 
 def test_compute_cond():
-    caseFolder = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -30,17 +30,17 @@ def test_compute_cond():
         "alpha.gas",
         "d.gas",
     ]
-    fields_cond = compute_cond_mean(caseFolder, 1, fields_list, 2, n_bins=32)
+    fields_cond = compute_cond_mean(case_folder, 1, fields_list, 2, n_bins=32)
 
     # Output to temporary directory and delete when done
     with tempfile.TemporaryDirectory() as tmpdirname:
         save_cond(os.path.join(tmpdirname, "cond.pkl"), fields_cond)
 
     cond = {}
-    cond[caseFolder] = fields_cond
+    cond[case_folder] = fields_cond
     for field_name in fields_list:
         fig = plt.figure()
-        plot_name = sequencePlot(cond, [caseFolder], field_name)
+        plot_name = sequencePlot(cond, [case_folder], field_name)
         pretty_labels(plot_name, "y [m]", 14)
         plt.close()
 

From dcc2bc23648c084fd01f9211f178cfde544ce792 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:42:34 -0600
Subject: [PATCH 200/275] use read cell volumes when possible

---
 .../read_history.py                                         | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index f53b943a..48ec7790 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -54,11 +54,7 @@
 for itime, time in enumerate(time_float_sorted):
     time_folder = time_str_sorted[itime]
     print(f"\tTime : {time_folder}")
-    if not field_dict == {}:
-        new_field_dict = {}
-        if "V" in field_dict:
-            new_field_dict["V"] = field_dict["V"]
-        field_dict = new_field_dict
+    _, field_dict = read_cell_volumes(case_folder)
     gh_history[itime], field_dict = compute_gas_holdup(
         case_folder,
         time_str_sorted[itime],

From 501b775144f9466b519bd4a2c5520ed45cdd6aea Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 11:43:58 -0600
Subject: [PATCH 201/275] format

---
 bird/postprocess/computeQoI/compute_QOI.py    |  4 +-
 bird/postprocess/conditional_mean.py          |  4 +-
 .../read_history.py                           |  4 +-
 bird/utilities/ofio.py                        | 38 ++++------
 tests/io/test_case.py                         | 18 +++--
 tests/postprocess/test_post_quantities.py     | 74 ++++++++++++++-----
 .../loop_reactor_mixing/read_history.py       |  4 +-
 .../loop_reactor_reacting/writeGlobalVars.py  |  1 +
 8 files changed, 94 insertions(+), 53 deletions(-)

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 52570068..85012408 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -95,9 +95,7 @@
     variables_conv[name]["y"] = []
 
 
-def get_var(
-    case_folder, time_folder, cell_centers, nCells, val_dict, name
-):
+def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
     if name.lower() == "gh":
         var, val_dict = compute_gas_holdup(
             case_folder,
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 5f5150fa..e9963d83 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -37,7 +37,9 @@ def compute_cond_mean(
         logger.debug(f"\tReading Time : {time_folder}")
         field_file = []
         for field_name in field_name_list:
-            field_file.append(os.path.join(case_folder, time_folder, field_name))
+            field_file.append(
+                os.path.join(case_folder, time_folder, field_name)
+            )
 
         for filename, name in zip(field_file, field_name_list):
             val_dict = {}
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index 48ec7790..8d1bec1e 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -38,7 +38,9 @@
 if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
-time_float_sorted, time_str_sorted = get_case_times(case_folder, remove_zero=True)
+time_float_sorted, time_str_sorted = get_case_times(
+    case_folder, remove_zero=True
+)
 cell_centers, _ = read_cell_centers(case_folder)
 nCells = len(cell_centers)
 
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 38364d78..46563977 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -526,6 +526,7 @@ def _get_mesh_time(case_folder: str) -> str | None:
 
     return time_mesh
 
+
 def _get_volume_time(case_folder: str) -> str | None:
     """
     Get the time at which the volume was printed
@@ -552,6 +553,7 @@ def _get_volume_time(case_folder: str) -> str | None:
 
     return time_volume
 
+
 def _remove_comments(text: str) -> str:
     """
     Remove C++-style comments (// and /*) from the input and markers like #{ #}
@@ -794,7 +796,6 @@ def write_block(f, key, value, indent=0):
         )
 
 
-
 def read_cell_centers(
     case_folder: str,
     cell_centers_file: str | None = None,
@@ -802,7 +803,7 @@ def read_cell_centers(
 ) -> tuple[np.ndarray, dict]:
     """
     Read field of cell centers and store it in dictionary for later reuse
-        
+
     Parameters
     ----------
     case_folder: str
@@ -812,31 +813,31 @@ def read_cell_centers(
         If None, find the cell center file automoatically
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
-        
+
     Returns
     ----------
     cell_centers : np.ndarray
         cell centers read from file
     field_dict : dict
         Dictionary of fields read
-    """     
-                
-    if (    
+    """
+
+    if (
         not ("cell_centers" in field_dict)
         or field_dict["cell_centers"] is None
-    ):          
+    ):
         if cell_centers_file is None:
             # try to find the mesh time
-            mesh_time = _get_mesh_time(case_folder)   
+            mesh_time = _get_mesh_time(case_folder)
             if mesh_time is not None:
                 cell_centers_file = f"meshCellCentres_{mesh_time}.obj"
-            
+
         try:
             cell_centers = _read_mesh(
                 os.path.join(case_folder, cell_centers_file)
             )
             field_dict["cell_centers"] = cell_centers
-    
+
         except FileNotFoundError:
 
             error_msg = f"Could not find {cell_centers_file}"
@@ -856,7 +857,6 @@ def read_cell_centers(
     return cell_centers, field_dict
 
 
-
 def read_cell_volumes(
     case_folder: str,
     time_folder: str | None = None,
@@ -897,29 +897,23 @@ def read_cell_volumes(
         "n_cells": n_cells,
     }
 
-    if (
-        not ("V" in field_dict)
-        or field_dict["V"] is None
-    ):
+    if not ("V" in field_dict) or field_dict["V"] is None:
         if time_folder is None:
             # Find the time at which the volume was printed
-            time_folder = _get_volume_time(case_folder)     
+            time_folder = _get_volume_time(case_folder)
         try:
             cell_volume, field_dict = _read_field(
                 field_name="V", field_dict=field_dict, **kwargs_vol
             )
         except FileNotFoundError:
-            error_msg = (
-                f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
-            )
-            time_float, time_str = get_case_times(case_folder)        
+            error_msg = f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
+            time_float, time_str = get_case_times(case_folder)
             error_msg += "You can generate V with\n\t"
             error_msg += f"`postProcess -func writeCellVolumes -time {time_str[0]} -case {case_folder}`"
             logger.error(error_msg)
             raise FileNotFoundError(error_msg)
     else:
         # Get field from dict if it has been read before
-        cell_volume = field_dict['V']
-
+        cell_volume = field_dict["V"]
 
     return cell_volume, field_dict
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index d9ec9a40..9d6b1404 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -3,7 +3,14 @@
 
 import numpy as np
 
-from bird.utilities.ofio import get_case_times, _get_mesh_time, _read_mesh, read_cell_centers, _get_volume_time, read_cell_volumes
+from bird.utilities.ofio import (
+    _get_mesh_time,
+    _get_volume_time,
+    _read_mesh,
+    get_case_times,
+    read_cell_centers,
+    read_cell_volumes,
+)
 
 
 def test_case_time():
@@ -51,9 +58,9 @@ def test_mesh():
 
     cell_centers2, _ = read_cell_centers(case_folder)
     cell_centers3, _ = read_cell_centers(case_folder, time_folder=mesh_time)
-   
-    assert np.linalg.norm(cell_centers-cell_centers2) < 1e-12
-    assert np.linalg.norm(cell_centers-cell_centers3) < 1e-12
+
+    assert np.linalg.norm(cell_centers - cell_centers2) < 1e-12
+    assert np.linalg.norm(cell_centers - cell_centers3) < 1e-12
 
 
 def test_mesh_vol():
@@ -73,7 +80,8 @@ def test_mesh_vol():
     volumes, _ = read_cell_volumes(case_folder)
     volumes2, _ = read_cell_volumes(case_folder, time_folder=vol_time)
 
-    assert np.linalg.norm(volumes-volumes2) < 1e-12
+    assert np.linalg.norm(volumes - volumes2) < 1e-12
+
 
 if __name__ == "__main__":
     test_case_time()
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index e228357c..d36835a3 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -31,11 +31,16 @@ def test_compute_gh():
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["alpha.liquid"])
     time_folder = kwargs["time_folder"]
-    gh1, _ = compute_gas_holdup(case_folder=case_folder, time_folder=time_folder)
-    gh2, _ = compute_gas_holdup(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder)
+    gh1, _ = compute_gas_holdup(
+        case_folder=case_folder, time_folder=time_folder
+    )
+    gh2, _ = compute_gas_holdup(
+        case_folder=case_folder, n_cells=n_cells, time_folder=time_folder
+    )
+
+    assert abs(gh1 - gh) < 1e-12
+    assert abs(gh2 - gh) < 1e-12
 
-    assert abs(gh1-gh)<1e-12
-    assert abs(gh2-gh)<1e-12
 
 def test_compute_diam():
     """
@@ -62,11 +67,15 @@ def test_compute_diam():
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["d.gas"])
     time_folder = kwargs["time_folder"]
-    diam1, _ = compute_ave_bubble_diam(case_folder=case_folder, time_folder=time_folder)
-    diam2, _ = compute_ave_bubble_diam(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder)
+    diam1, _ = compute_ave_bubble_diam(
+        case_folder=case_folder, time_folder=time_folder
+    )
+    diam2, _ = compute_ave_bubble_diam(
+        case_folder=case_folder, n_cells=n_cells, time_folder=time_folder
+    )
 
-    assert abs(diam1-diam)<1e-12
-    assert abs(diam2-diam)<1e-12
+    assert abs(diam1 - diam) < 1e-12
+    assert abs(diam2 - diam) < 1e-12
 
 
 def test_compute_superficial_gas_velocity():
@@ -96,11 +105,18 @@ def test_compute_superficial_gas_velocity():
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["V"])
     time_folder = kwargs["time_folder"]
-    sup_vel1, _ = compute_superficial_gas_velocity(case_folder=case_folder, time_folder=time_folder, direction=1)
-    sup_vel2, _ = compute_superficial_gas_velocity(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder, direction=1)
+    sup_vel1, _ = compute_superficial_gas_velocity(
+        case_folder=case_folder, time_folder=time_folder, direction=1
+    )
+    sup_vel2, _ = compute_superficial_gas_velocity(
+        case_folder=case_folder,
+        n_cells=n_cells,
+        time_folder=time_folder,
+        direction=1,
+    )
 
-    assert abs(sup_vel1-sup_vel)<1e-12
-    assert abs(sup_vel2-sup_vel)<1e-12
+    assert abs(sup_vel1 - sup_vel) < 1e-12
+    assert abs(sup_vel2 - sup_vel) < 1e-12
 
 
 def test_ave_y_liq():
@@ -135,11 +151,18 @@ def test_ave_y_liq():
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["H2.liquid"])
     time_folder = kwargs["time_folder"]
-    ave_y_h21, _ = compute_ave_y_liq(case_folder=case_folder, time_folder=time_folder, spec_name="H2")
-    ave_y_h22, _ = compute_ave_y_liq(case_folder=case_folder, n_cells=n_cells, time_folder=time_folder,spec_name="H2")
+    ave_y_h21, _ = compute_ave_y_liq(
+        case_folder=case_folder, time_folder=time_folder, spec_name="H2"
+    )
+    ave_y_h22, _ = compute_ave_y_liq(
+        case_folder=case_folder,
+        n_cells=n_cells,
+        time_folder=time_folder,
+        spec_name="H2",
+    )
 
-    assert abs(ave_y_h21-ave_y_h2)<1e-12
-    assert abs(ave_y_h22-ave_y_h2)<1e-12
+    assert abs(ave_y_h21 - ave_y_h2) < 1e-12
+    assert abs(ave_y_h22 - ave_y_h2) < 1e-12
 
 
 def test_ave_conc_liq():
@@ -182,11 +205,22 @@ def test_ave_conc_liq():
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["H2.liquid"])
     time_folder = kwargs["time_folder"]
-    ave_conc_h21, _ = compute_ave_conc_liq(case_folder=case_folder, time_folder=time_folder, spec_name="H2", mol_weight=2.01594 * 1e-3)
-    ave_conc_h22, _ = compute_ave_conc_liq(case_folder=case_folder, time_folder=time_folder, spec_name="H2", mol_weight=2.01594 * 1e-3, n_cells=n_cells)
+    ave_conc_h21, _ = compute_ave_conc_liq(
+        case_folder=case_folder,
+        time_folder=time_folder,
+        spec_name="H2",
+        mol_weight=2.01594 * 1e-3,
+    )
+    ave_conc_h22, _ = compute_ave_conc_liq(
+        case_folder=case_folder,
+        time_folder=time_folder,
+        spec_name="H2",
+        mol_weight=2.01594 * 1e-3,
+        n_cells=n_cells,
+    )
 
-    assert abs(ave_conc_h21-ave_conc_h2)<1e-12
-    assert abs(ave_conc_h22-ave_conc_h2)<1e-12
+    assert abs(ave_conc_h21 - ave_conc_h2) < 1e-12
+    assert abs(ave_conc_h22 - ave_conc_h2) < 1e-12
 
 
 if __name__ == "__main__":
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index 8c067bc2..f6211019 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -38,7 +38,9 @@
 if os.path.isfile(os.path.join(dataFolder, case_name, "conv.npz")):
     sys.exit("WARNING: History already created, Skipping")
 
-time_float_sorted, time_str_sorted = get_case_times(case_path, remove_zero=True)
+time_float_sorted, time_str_sorted = get_case_times(
+    case_path, remove_zero=True
+)
 cell_centers, _ = read_cell_centers(".")
 nCells = len(cell_centers)
 
diff --git a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
index e1c09c1f..f3976f22 100644
--- a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
@@ -31,6 +31,7 @@ def readInletArea():
         lines = f.readlines()
     return float(lines[4].split()[-1])
 
+
 def getLiqVol():
     cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")

From f9c13c4836386b2b1b9cb64d0b5ba4269f98edee Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 12:19:12 -0600
Subject: [PATCH 202/275] make sure tutorial runs from anywhere and expose
 read_field

---
 .../python_interface_tut.py                   | 35 ++++++----
 bird/postprocess/post_quantities.py           | 68 ++++---------------
 bird/utilities/ofio.py                        | 60 +++++++++++++---
 docs/source/python_interface.rst              |  6 +-
 docs/source/python_interface_tut.rst          | 28 +++++---
 tests/io/test_case.py                         |  3 +-
 tests/postprocess/test_post_quantities.py     |  8 +--
 7 files changed, 106 insertions(+), 102 deletions(-)

diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/bird/postprocess/data_conditional_mean/python_interface_tut.py
index 8f91d1d3..59f2726a 100644
--- a/bird/postprocess/data_conditional_mean/python_interface_tut.py
+++ b/bird/postprocess/data_conditional_mean/python_interface_tut.py
@@ -1,26 +1,32 @@
 # Import the relevant IO functions
 from bird.utilities.ofio import *
 
+# Set case folder
+from pathlib import Path
+case_folder = os.path.join(
+    Path(__file__).parent,
+)
+
 # Read cell centers
-cell_centers, _ = read_cell_centers(".")
+cell_centers, _ = read_cell_centers(case_folder)
 print("cell centers shape = ", cell_centers.shape)
 
 # Read relevant fields at time 80
-co2_gas = readOF("80/CO2.gas")
-alpha_gas = readOF("80/alpha.gas")
-u_liq = readOF("80/U.liquid")
-print("cell CO2 gas shape = ", co2_gas["field"].shape)
-print("cell alpha gas shape = ", alpha_gas["field"].shape)
-print("cell u liq shape = ", u_liq["field"].shape)
+co2_gas, _ = read_field(case_folder, "80", field_name="CO2.gas")
+alpha_gas, _ = read_field(case_folder, "80", field_name="alpha.gas")
+u_liq, _ = read_field(case_folder, "80", field_name="U.liquid")
+print("cell CO2 gas shape = ", co2_gas.shape)
+print("cell alpha gas shape = ", alpha_gas.shape)
+print("cell u liq shape = ", u_liq.shape)
 
 # Compute conditional average of co2_gas and alpha_gas over y
 from bird.utilities.mathtools import conditional_average
 
 y_co2_gas_cond, co2_gas_cond = conditional_average(
-    cell_centers[:, 1], co2_gas["field"], nbins=32
+    cell_centers[:, 1], co2_gas, nbins=32
 )
 y_alpha_gas_cond, alpha_gas_cond = conditional_average(
-    cell_centers[:, 1], alpha_gas["field"], nbins=32
+    cell_centers[:, 1], alpha_gas, nbins=32
 )
 
 # Plot
@@ -38,24 +44,23 @@
 # Compute reactor quantities
 from bird.postprocess.post_quantities import *
 
-kwargs = {"case_folder": ".", "time_folder": "80"}
+kwargs = {"case_folder": case_folder, "time_folder": "80"}
 gh, field_dict = compute_gas_holdup(
-    volume_time="1", field_dict={"cell_centers": cell_centers}, **kwargs
+    field_dict={"cell_centers": cell_centers}, **kwargs
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Gas Holdup = {gh:.4g}")
 sup_vel, field_dict = compute_superficial_gas_velocity(
-    volume_time="1", field_dict=field_dict, **kwargs
+    field_dict=field_dict, **kwargs
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Superficial velocity = {sup_vel:.4g} m/s")
 y_ave_co2, field_dict = compute_ave_y_liq(
-    volume_time="1", spec_name="CO2", field_dict=field_dict, **kwargs
+    spec_name="CO2", field_dict=field_dict, **kwargs
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
 c_ave_co2, field_dict = compute_ave_conc_liq(
-    volume_time="1",
     spec_name="CO2",
     mol_weight=0.04401,
     rho_val=1000,
@@ -65,7 +70,7 @@
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
 diam, field_dict = compute_ave_bubble_diam(
-    volume_time="1", field_dict=field_dict, **kwargs
+    field_dict=field_dict, **kwargs
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged bubble diameter = {diam:.4g} m")
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index cf09fd71..595de164 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -5,50 +5,6 @@
 logger = logging.getLogger(__name__)
 
 
-def _read_field(
-    case_folder: str,
-    time_folder: str,
-    field_name: str,
-    n_cells: int | None = None,
-    field_dict: dict = {},
-) -> tuple[np.ndarray | float, dict]:
-    """
-    Read field at a given time and store it in dictionary for later reuse
-
-    Parameters
-    ----------
-    case_folder: str
-        Path to case folder
-    time_folder: str
-        Name of time folder to analyze
-    field_name: str
-        Name of the field file to read
-    n_cells : int | None
-        Number of cells in the domain.
-        If None, it will deduced from the field reading
-    field_dict : dict
-        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
-
-    Returns
-    ----------
-    field : np.ndarray | float
-        Field read
-    field_dict : dict
-        Dictionary of fields read
-    """
-
-    if not (field_name in field_dict) or field_dict[field_name] is None:
-        # Read field if it had not been read before
-        field_file = os.path.join(case_folder, time_folder, field_name)
-        field = readOF(field_file, n_cells=n_cells)["field"]
-        field_dict[field_name] = field
-    else:
-        # Get field from dict if it has been read before
-        field = field_dict[field_name]
-
-    return field, field_dict
-
-
 def _field_filter(
     field: float | np.ndarray, ind: np.ndarray, field_type: str
 ) -> float | np.ndarray:
@@ -145,7 +101,7 @@ def _get_ind_liq(
 
     # Compute indices of pure liquid
     if not ("ind_liq" in field_dict) or field_dict["ind_liq"] is None:
-        alpha_liq, field_dict = _read_field(
+        alpha_liq, field_dict = read_field(
             case_folder,
             time_folder,
             field_name="alpha.liquid",
@@ -201,7 +157,7 @@ def _get_ind_gas(
 
     # Compute indices of pure liquid
     if not ("ind_gas" in field_dict) or field_dict["ind_gas"] is None:
-        alpha_liq = _read_field(
+        alpha_liq = read_field(
             case_folder,
             time_folder,
             field_name="alpha.liquid",
@@ -285,7 +241,7 @@ def _get_ind_height(
                     axial_cell_centers[ind_height_unique + 1]
                     - axial_cell_centers[ind_height_unique - 1]
                 )
-            logger.warning(
+            logger.debug(
                 f"Tolerance for conditional height not set, assuming {tolerance:.2g}"
             )
 
@@ -365,7 +321,7 @@ def compute_gas_holdup(
         "n_cells": n_cells,
     }
 
-    alpha_liq, field_dict = _read_field(
+    alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
@@ -448,10 +404,10 @@ def compute_superficial_gas_velocity(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_gas, field_dict = _read_field(
+    alpha_gas, field_dict = read_field(
         field_name="alpha.gas", field_dict=field_dict, **kwargs
     )
-    U_gas, field_dict = _read_field(
+    U_gas, field_dict = read_field(
         field_name="U.gas", field_dict=field_dict, **kwargs
     )
 
@@ -559,10 +515,10 @@ def compute_ave_y_liq(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_liq, field_dict = _read_field(
+    alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    y_liq, field_dict = _read_field(
+    y_liq, field_dict = read_field(
         field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
@@ -654,10 +610,10 @@ def compute_ave_conc_liq(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_liq, field_dict = _read_field(
+    alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    y_liq, field_dict = _read_field(
+    y_liq, field_dict = read_field(
         field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
@@ -747,10 +703,10 @@ def compute_ave_bubble_diam(
         "time_folder": volume_time,
         "n_cells": n_cells,
     }
-    alpha_liq, field_dict = _read_field(
+    alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    d_gas, field_dict = _read_field(
+    d_gas, field_dict = read_field(
         field_name="d.gas", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 46563977..7c35aec0 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -415,6 +415,48 @@ def readOF(
     if meta_data["type"] == "vector":
         return readOFVec(filename=filename, meta_data=meta_data)
 
+def read_field(
+    case_folder: str,
+    time_folder: str,
+    field_name: str,
+    n_cells: int | None = None,
+    field_dict: dict = {},
+) -> tuple[np.ndarray | float, dict]:
+    """
+    Read field at a given time and store it in dictionary for later reuse
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    field_name: str
+        Name of the field file to read
+    n_cells : int | None
+        Number of cells in the domain.
+        If None, it will deduced from the field reading
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+        
+    Returns
+    ----------
+    field : np.ndarray | float
+        Field read
+    field_dict : dict
+        Dictionary of fields read
+    """ 
+    
+    if not (field_name in field_dict) or field_dict[field_name] is None:
+        # Read field if it had not been read before
+        field_file = os.path.join(case_folder, time_folder, field_name)
+        field = readOF(field_file, n_cells=n_cells)["field"]
+        field_dict[field_name] = field
+    else:
+        # Get field from dict if it has been read before
+        field = field_dict[field_name]
+
+    return field, field_dict
 
 def readSizeGroups(file):
     sizeGroup = {}
@@ -881,16 +923,12 @@ def read_cell_volumes(
 
     Returns
     ----------
-    cell_volume : np.ndarray | float
-        cell volume read from file
+    cell_volumes : np.ndarray | float
+        Field of cell volumes
     field_dict : dict
         Dictionary of fields read
     """
 
-    if time_folder is None:
-        logger.warning("Assuming that volume was written at time 0")
-        time_folder = "0"
-
     kwargs_vol = {
         "case_folder": case_folder,
         "time_folder": time_folder,
@@ -901,10 +939,10 @@ def read_cell_volumes(
         if time_folder is None:
             # Find the time at which the volume was printed
             time_folder = _get_volume_time(case_folder)
+            kwargs_vol["time_folder"] = time_folder
         try:
-            cell_volume, field_dict = _read_field(
-                field_name="V", field_dict=field_dict, **kwargs_vol
-            )
+            cell_volumes, field_dict = read_field(field_name= "V", field_dict=field_dict, **kwargs_vol)
+            
         except FileNotFoundError:
             error_msg = f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
             time_float, time_str = get_case_times(case_folder)
@@ -914,6 +952,6 @@ def read_cell_volumes(
             raise FileNotFoundError(error_msg)
     else:
         # Get field from dict if it has been read before
-        cell_volume = field_dict["V"]
+        cell_volumes = field_dict["V"]
 
-    return cell_volume, field_dict
+    return cell_volumes, field_dict
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index bb562931..16aa6445 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -19,9 +19,9 @@ Currently internal scalar and vector fields can be read using the python interfa
 
 We are open to implementing 1. and 2. if need be. Implementing 3. is possible but will be more involved.
 
-The main function interface to read openFOAM fields is ``readOF`` in ``bird.utilities.ofio``
+The main function interface to read openFOAM fields is ``read_field`` in ``bird.utilities.ofio``
 
-The function only reads fields written in ASCII format and decided based on the header whether the field is a scalar or a vector. In the case of scalar, ``readOF`` returns a (N,) numpy array, where N is the number of computational cells. In the case of a vector, ``readOF`` returns a (N,3) numpy array.
+The function only reads fields written in ASCII format and decided based on the header whether the field is a scalar or a vector. In the case of scalar, ``read_field`` returns a (N,) numpy array, where N is the number of computational cells. In the case of a vector, ``read_field`` returns a (N,3) numpy array.
 
 If a uniform field is read, the number of cells may not be available from the field file and the function returns a float (equal to the uniform internal field value). If a numpy array is needed, the user can specify the number of cells in the field as an input.
 
@@ -43,7 +43,7 @@ Reading cell volumes
 ^^^^^^^^^^^^^^^
 
 A cell volume field can be generated using the following OpenFOAM command ``postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}``
-It will generate a file ``{time_folder}/V`` which can be read with the ``readOF`` function of ``bird``.
+It will generate a file ``{time_folder}/V`` which can be read with the ``read_field`` function of ``bird``.
 This workflow is used in ``bird.postprocess.post_quantitities``, for example in the ``compute_gas_holdup`` function.
 
  
diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index a6f4a1f1..2450524b 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -27,8 +27,14 @@ To read the cells centers
 
 .. code-block:: python
 
+   # Set case folder
+   from pathlib import Path
+   case_folder = os.path.join(
+       Path(__file__).parent,
+   )
+
    from bird.utilities.ofio import *   
-   cell_centers = read_cell_centers(case_folder=".")
+   cell_centers = read_cell_centers(case_folder=case_folder)
 
 ``cell_centers`` is a :math:`(N,3)` numpy array that contains the cell center coordinates (:math:`N` is the number of cells in the domain)
 
@@ -37,14 +43,14 @@ If we want to read the gas volume fraction ``alpha.gas``, the mass fraction of C
 
 .. code-block:: python
 
-   co2_gas = readOF("80/CO2.gas")
-   alpha_gas = readOF("80/alpha.gas")
-   u_liq = readOF("80/U.liquid")
-   print("cell CO2 gas shape = ", co2_gas["field"].shape)
-   print("cell alpha gas shape = ", alpha_gas["field"].shape)
-   print("cell u liq shape = ", u_liq["field"].shape)
+   co2_gas, _ = read_field(case_folder, "80", field_name="CO2.gas")
+   alpha_gas, _ = read_field(case_folder, "80", field_name="alpha.gas")
+   u_liq, _ = read_field(case_folder, "80", field_name="U.liquid")
+   print("cell CO2 gas shape = ", co2_gas.shape)
+   print("cell alpha gas shape = ", alpha_gas.shape)
+   print("cell u liq shape = ", u_liq.shape)
 
-The function ``readOF`` generates a dictionary of values and automatically detects whether the field is a vector or a scalar field.
+The function ``read_field`` automatically detects whether the field is a vector or a scalar field.
 
 
 
@@ -58,10 +64,10 @@ With cells center locations and the internal fields, one can use python function
    from bird.utilities.mathtools import conditional_average
 
    y_co2_gas_cond, co2_gas_cond = conditional_average(
-       cell_centers[:, 1], co2_gas["field"], nbins=32
+       cell_centers[:, 1], co2_gas, nbins=32
    )
    y_alpha_gas_cond, alpha_gas_cond = conditional_average(
-       cell_centers[:, 1], alpha_gas["field"], nbins=32
+       cell_centers[:, 1], alpha_gas, nbins=32
    )
    
    from prettyPlot.plotting import *
@@ -106,7 +112,7 @@ Several of these quantities, will require reading and processing the same fields
    from bird.postprocess.post_quantities import *
 
    # Compute Gas hold up
-   kwargs = {"case_folder": ".", "time_folder": "80"}
+   kwargs = {"case_folder": case_folder, "time_folder": "80"}
    gh, field_dict = compute_gas_holdup(
        field_dict={"cell_centers": cell_centers}, **kwargs
    )
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 9d6b1404..2d80f37f 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -57,10 +57,8 @@ def test_mesh():
     assert cell_centers[9, 2] == 0.0765
 
     cell_centers2, _ = read_cell_centers(case_folder)
-    cell_centers3, _ = read_cell_centers(case_folder, time_folder=mesh_time)
 
     assert np.linalg.norm(cell_centers - cell_centers2) < 1e-12
-    assert np.linalg.norm(cell_centers - cell_centers3) < 1e-12
 
 
 def test_mesh_vol():
@@ -86,3 +84,4 @@ def test_mesh_vol():
 if __name__ == "__main__":
     test_case_time()
     test_mesh()
+    test_mesh_vol()
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index d36835a3..7fcb0c30 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -30,7 +30,7 @@ def test_compute_gh():
 
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["alpha.liquid"])
-    time_folder = kwargs["time_folder"]
+    time_folder = "79"
     gh1, _ = compute_gas_holdup(
         case_folder=case_folder, time_folder=time_folder
     )
@@ -224,7 +224,7 @@ def test_ave_conc_liq():
 
 
 if __name__ == "__main__":
-    test_compute_superficial_gas_velocity()
+    #test_compute_superficial_gas_velocity()
     test_compute_gh()
-    test_ave_y_liq()
-    test_ave_conc_liq()
+    #test_ave_y_liq()
+    #test_ave_conc_liq()

From 5d97b8ac4e9100d37e7b5d69d0ffeea527caac27 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 12:46:16 -0600
Subject: [PATCH 203/275] fix pytests

---
 bird/postprocess/conditional_mean.py          |  4 ++-
 .../python_interface_tut.py                   |  9 +++---
 bird/postprocess/post_quantities.py           | 13 ++++++---
 .../writeGlobalVars.py                        |  2 +-
 bird/utilities/ofio.py                        | 28 +++++++++++--------
 docs/source/python_interface.rst              |  2 +-
 .../bubble_column_pbe_20L/writeGlobalVars.py  |  5 +---
 tests/io/test_read_foam_fields.py             | 20 +++++++------
 tests/postprocess/test_post_quantities.py     | 10 +++----
 .../bubble_column_20L/writeGlobalVars.py      |  5 +---
 .../loop_reactor_mixing/writeGlobalVars.py    |  5 +---
 .../loop_reactor_reacting/writeGlobalVars.py  |  5 +---
 12 files changed, 54 insertions(+), 54 deletions(-)

diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index e9963d83..2a68a889 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -43,7 +43,9 @@ def compute_cond_mean(
 
         for filename, name in zip(field_file, field_name_list):
             val_dict = {}
-            field_tmp = readOFScal(filename, nCells)["field"]
+            field_tmp, _ = read_field(
+                case_folder, time_folder, field_name=field_name
+            )
             vert_axis, field_cond_tmp = conditional_average(
                 cell_centers[:, vert_ind], field_tmp, nbins=n_bins
             )
diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/bird/postprocess/data_conditional_mean/python_interface_tut.py
index 59f2726a..f30d3707 100644
--- a/bird/postprocess/data_conditional_mean/python_interface_tut.py
+++ b/bird/postprocess/data_conditional_mean/python_interface_tut.py
@@ -1,8 +1,9 @@
 # Import the relevant IO functions
-from bird.utilities.ofio import *
-
 # Set case folder
 from pathlib import Path
+
+from bird.utilities.ofio import *
+
 case_folder = os.path.join(
     Path(__file__).parent,
 )
@@ -69,8 +70,6 @@
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
-diam, field_dict = compute_ave_bubble_diam(
-    field_dict=field_dict, **kwargs
-)
+diam, field_dict = compute_ave_bubble_diam(field_dict=field_dict, **kwargs)
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged bubble diameter = {diam:.4g} m")
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 595de164..766fb1e6 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -177,6 +177,7 @@ def _get_ind_height(
     case_folder: str,
     direction: int | None = None,
     tolerance: float | None = None,
+    cell_centers_file: str | None = None,
     field_dict: dict = {},
 ) -> tuple[np.ndarray | float, dict]:
     """
@@ -194,6 +195,9 @@ def _get_ind_height(
     tolerance : float
         Include cells where height is in [height - tolerance , height + tolerance].
         If None, it will be 2 times the axial mesh size
+    cell_centers_file : str | None
+        Filename of cell center data
+        If None, finds cell center file automatically
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -209,7 +213,7 @@ def _get_ind_height(
 
         cell_centers, field_dict = read_cell_centers(
             case_folder=case_folder,
-            cell_centers_file=None,
+            cell_centers_file=cell_centers_file,
             field_dict=field_dict,
         )
 
@@ -345,7 +349,7 @@ def compute_superficial_gas_velocity(
     n_cells: int | None = None,
     volume_time: str | None = None,
     direction: int | None = None,
-    cell_centers_file: str = "meshCellCentres_0.obj",
+    cell_centers_file: str | None = None,
     height: float | None = None,
     field_dict: dict = {},
 ) -> tuple[float, dict]:
@@ -376,8 +380,9 @@ def compute_superficial_gas_velocity(
     direction :  int | None
         Direction along which to calculate the superficial velocity.
         If None, assume y direction
-    cell_centers_file : str
+    cell_centers_file : str | None
         Filename of cell center data
+        If None, finds cell center file automatically
     height: float | None
         Axial location at which to compute the superficial velocity.
         If None, use the mid point of the liquid domain along the axial direction
@@ -629,7 +634,7 @@ def compute_ave_conc_liq(
             field_dict["rho_liq"] = rho_val
         else:
             rho_liq_file = os.path.join(case_folder, time_folder, "rhom")
-            rho_liq = readOFScal(rho_liq_file, n_cells)["field"]
+            rho_liq = _readOFScal(rho_liq_file, n_cells)["field"]
             field_dict["rho_liq"] = rho_liq
     else:
         rho_liq = field_dict["rho_liq"]
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
index f3976f22..827c9386 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/writeGlobalVars.py
@@ -35,7 +35,7 @@ def readInletArea():
 def getLiqVol():
     cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
-    alpha_field = readOFScal(
+    alpha_field = _readOFScal(
         os.path.join("0", "alpha.liquid"), len(cell_centers)
     )["field"]
     return np.sum(volume_field * alpha_field)
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 7c35aec0..5090bcb5 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -184,7 +184,7 @@ def _read_meta_data(filename: str, mode: str | None = None) -> dict:
     return meta_data
 
 
-def readOFScal(
+def _readOFScal(
     filename: str,
     n_cells: int | None = None,
     n_header: int | None = None,
@@ -274,7 +274,7 @@ def readOFScal(
     }
 
 
-def readOFVec(
+def _readOFVec(
     filename: str,
     n_cells: int | None = None,
     n_header: int | None = None,
@@ -369,7 +369,7 @@ def readOFVec(
     }
 
 
-def readOF(
+def _readOF(
     filename: str,
     n_cells: int | None = None,
     n_header: int | None = None,
@@ -411,9 +411,10 @@ def readOF(
         # Read meta data
         meta_data = _read_meta_data(filename)
     if meta_data["type"] == "scalar":
-        return readOFScal(filename=filename, meta_data=meta_data)
+        return _readOFScal(filename=filename, meta_data=meta_data)
     if meta_data["type"] == "vector":
-        return readOFVec(filename=filename, meta_data=meta_data)
+        return _readOFVec(filename=filename, meta_data=meta_data)
+
 
 def read_field(
     case_folder: str,
@@ -438,19 +439,19 @@ def read_field(
         If None, it will deduced from the field reading
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
-        
+
     Returns
     ----------
     field : np.ndarray | float
         Field read
     field_dict : dict
         Dictionary of fields read
-    """ 
-    
+    """
+
     if not (field_name in field_dict) or field_dict[field_name] is None:
         # Read field if it had not been read before
         field_file = os.path.join(case_folder, time_folder, field_name)
-        field = readOF(field_file, n_cells=n_cells)["field"]
+        field = _readOF(field_file, n_cells=n_cells)["field"]
         field_dict[field_name] = field
     else:
         # Get field from dict if it has been read before
@@ -458,6 +459,7 @@ def read_field(
 
     return field, field_dict
 
+
 def readSizeGroups(file):
     sizeGroup = {}
     f = open(file, "r")
@@ -886,7 +888,7 @@ def read_cell_centers(
             error_msg += "You can generate it with\n\t"
             error_msg += f"`writeMeshObj -case {case_folder}`\n"
             time_float, time_str = get_case_times(case_folder)
-            correct_ph = f"meshCellCentres_{time_str[0]}.obj"
+            correct_path = f"meshCellCentres_{time_str[0]}.obj"
             if not correct_path == cell_centers_file:
                 error_msg += (
                     f"And adjust the cell center file path to {correct_path}"
@@ -941,8 +943,10 @@ def read_cell_volumes(
             time_folder = _get_volume_time(case_folder)
             kwargs_vol["time_folder"] = time_folder
         try:
-            cell_volumes, field_dict = read_field(field_name= "V", field_dict=field_dict, **kwargs_vol)
-            
+            cell_volumes, field_dict = read_field(
+                field_name="V", field_dict=field_dict, **kwargs_vol
+            )
+
         except FileNotFoundError:
             error_msg = f"Could not find {os.path.join(case_folder, time_folder, 'V')}\n"
             time_float, time_str = get_case_times(case_folder)
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index 16aa6445..93903876 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -28,7 +28,7 @@ If a uniform field is read, the number of cells may not be available from the fi
 Reuse instead of re-read
 ~~~~~~~~~~~~~~~~~~~~
 
-The ``read_field`` function uses ``readOF`` and takes a dictionary ``field_dict`` as input which is used to avoid reading multiple times the same field. For example, if one wants to compute the reactor-averaged concentration of a species, and then the reactor-averaged mass fraction of a species, the same mass fraction field will be used in both cases. As fields are read, ``field_dict`` will store the mass fraction field and recognize that the same field is needed.
+The ``read_field`` function uses ``_readOF`` and takes a dictionary ``field_dict`` as input which is used to avoid reading multiple times the same field. For example, if one wants to compute the reactor-averaged concentration of a species, and then the reactor-averaged mass fraction of a species, the same mass fraction field will be used in both cases. As fields are read, ``field_dict`` will store the mass fraction field and recognize that the same field is needed.
 
 It is up to the user to reinitialize ``field_dict``. For example, if the reactor-averaged mass fraction needs to be computed at time ``1`` and then at time ``2``, the user needs to pass an empty dictionary (or nothing) to ``read_field`` before reading the fields at time ``2``. Otherwise, ``read_field`` will assume that the mass fraction field is the same between time ``1`` and time ``2``.
 
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
index f3976f22..38425ee3 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/writeGlobalVars.py
@@ -33,11 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
-    alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cell_centers)
-    )["field"]
+    alpha_field, _ = read_field(".", "0", field_name="alpha.liquid")
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index e49c0d25..a991b8d2 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from bird.utilities.ofio import readOF, readOFScal, readOFVec
+from bird.utilities.ofio import _readOF, _readOFScal, _readOFVec
 
 
 def test_read_nonunif_scal():
@@ -19,14 +19,16 @@ def test_read_nonunif_scal():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFScal(filename=os.path.join(case_folder, "79", "CO2.gas"))
+    data_dict = _readOFScal(
+        filename=os.path.join(case_folder, "79", "CO2.gas")
+    )
     assert abs(data_dict["field"][0] - 0.616955) < 1e-6
     assert abs(data_dict["field"][-1] - 0.625389) < 1e-6
     assert abs(data_dict["n_cells"] - 137980) < 1e-6
     assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
     assert data_dict["name"] == "CO2.gas"
     # Read non uniform field with flexible interface
-    data_dict = readOF(filename=os.path.join(case_folder, "79", "CO2.gas"))
+    data_dict = _readOF(filename=os.path.join(case_folder, "79", "CO2.gas"))
     assert abs(data_dict["field"][0] - 0.616955) < 1e-6
     assert abs(data_dict["field"][-1] - 0.625389) < 1e-6
     assert abs(data_dict["n_cells"] - 137980) < 1e-6
@@ -47,15 +49,15 @@ def test_read_unif_scal():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFScal(filename=os.path.join(case_folder, "79", "f.gas"))
+    data_dict = _readOFScal(filename=os.path.join(case_folder, "79", "f.gas"))
     assert abs(data_dict["field"] - 1) < 1e-6
     assert data_dict["n_cells"] is None
     # Read non uniform field with flexible interface
-    data_dict = readOF(filename=os.path.join(case_folder, "79", "f.gas"))
+    data_dict = _readOF(filename=os.path.join(case_folder, "79", "f.gas"))
     assert abs(data_dict["field"] - 1) < 1e-6
     assert data_dict["n_cells"] is None
     # Read non uniform field with prespecified cell number
-    data_dict = readOFScal(
+    data_dict = _readOFScal(
         filename=os.path.join(case_folder, "79", "f.gas"), n_cells=100
     )
     assert np.shape(data_dict["field"]) == (100,)
@@ -77,7 +79,7 @@ def test_read_nonunif_vec():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFVec(filename=os.path.join(case_folder, "79", "U.gas"))
+    data_dict = _readOFVec(filename=os.path.join(case_folder, "79", "U.gas"))
     assert (
         np.linalg.norm(
             data_dict["field"][0, :] - [0.140018, 1.20333, 0.127566]
@@ -94,7 +96,7 @@ def test_read_nonunif_vec():
     assert abs(data_dict["field"].shape[0] - 137980) < 1e-6
     assert data_dict["name"] == "U.gas"
     # Read non uniform field with flexible interface
-    data_dict = readOF(filename=os.path.join(case_folder, "79", "U.gas"))
+    data_dict = _readOF(filename=os.path.join(case_folder, "79", "U.gas"))
     assert (
         np.linalg.norm(
             data_dict["field"][0, :] - [0.140018, 1.20333, 0.127566]
@@ -125,7 +127,7 @@ def test_read_unif_vec():
         "data_conditional_mean",
     )
     # Read non uniform field
-    data_dict = readOFVec(
+    data_dict = _readOFVec(
         filename=os.path.join(case_folder, "79", "U_unif_dummy")
     )
     assert np.linalg.norm(data_dict["field"] - [0.0, 0.1, 0.0]) < 1e-6
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 7fcb0c30..9b948b69 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -66,7 +66,7 @@ def test_compute_diam():
 
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["d.gas"])
-    time_folder = kwargs["time_folder"]
+    time_folder = "79"
     diam1, _ = compute_ave_bubble_diam(
         case_folder=case_folder, time_folder=time_folder
     )
@@ -104,7 +104,7 @@ def test_compute_superficial_gas_velocity():
 
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["V"])
-    time_folder = kwargs["time_folder"]
+    time_folder = "79"
     sup_vel1, _ = compute_superficial_gas_velocity(
         case_folder=case_folder, time_folder=time_folder, direction=1
     )
@@ -224,7 +224,7 @@ def test_ave_conc_liq():
 
 
 if __name__ == "__main__":
-    #test_compute_superficial_gas_velocity()
+    test_compute_superficial_gas_velocity()
     test_compute_gh()
-    #test_ave_y_liq()
-    #test_ave_conc_liq()
+    # test_ave_y_liq()
+    # test_ave_conc_liq()
diff --git a/tutorial_cases/bubble_column_20L/writeGlobalVars.py b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
index f3976f22..38425ee3 100644
--- a/tutorial_cases/bubble_column_20L/writeGlobalVars.py
+++ b/tutorial_cases/bubble_column_20L/writeGlobalVars.py
@@ -33,11 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
-    alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cell_centers)
-    )["field"]
+    alpha_field, _ = read_field(".", "0", field_name="alpha.liquid")
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
index f3976f22..38425ee3 100644
--- a/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_mixing/writeGlobalVars.py
@@ -33,11 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
-    alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cell_centers)
-    )["field"]
+    alpha_field, _ = read_field(".", "0", field_name="alpha.liquid")
     return np.sum(volume_field * alpha_field)
 
 
diff --git a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
index f3976f22..38425ee3 100644
--- a/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
+++ b/tutorial_cases/loop_reactor_reacting/writeGlobalVars.py
@@ -33,11 +33,8 @@ def readInletArea():
 
 
 def getLiqVol():
-    cell_centers, _ = read_cell_centers(".")
     volume_field, _ = read_cell_volumes(".")
-    alpha_field = readOFScal(
-        os.path.join("0", "alpha.liquid"), len(cell_centers)
-    )["field"]
+    alpha_field, _ = read_field(".", "0", field_name="alpha.liquid")
     return np.sum(volume_field * alpha_field)
 
 

From 46d657add4b2f8eadaab083b74f3552db69e3d39 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 13:07:15 -0600
Subject: [PATCH 204/275] update version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 9aebf6a7..ff0e5212 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.35"
+__version__ = "0.0.36"

From 0a48f46fab8279b3f56880e07164eececf90497a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 13:17:33 -0600
Subject: [PATCH 205/275] fix python interface doc

---
 docs/source/bird.utilities.rst   | 16 ----------------
 docs/source/contribute.rst       |  5 +++--
 docs/source/python_interface.rst |  2 +-
 3 files changed, 4 insertions(+), 19 deletions(-)

diff --git a/docs/source/bird.utilities.rst b/docs/source/bird.utilities.rst
index 289957b8..056dfb4d 100644
--- a/docs/source/bird.utilities.rst
+++ b/docs/source/bird.utilities.rst
@@ -4,22 +4,6 @@ bird.utilities package
 Submodules
 ----------
 
-bird.utilities.folderManagement module
---------------------------------------
-
-.. automodule:: bird.utilities.folderManagement
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.utilities.label\_plot module
----------------------------------
-
-.. automodule:: bird.utilities.label_plot
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
 bird.utilities.mathtools module
 -------------------------------
 
diff --git a/docs/source/contribute.rst b/docs/source/contribute.rst
index 147e399c..77eede2d 100644
--- a/docs/source/contribute.rst
+++ b/docs/source/contribute.rst
@@ -18,7 +18,8 @@ You can automatically enforce the formatting guidelines with
 
 Tests
 ------------
-Please ensure your contribution passes the tests in the CI (``.github/worklows/ci.yml``)
+Please ensure your contribution passes the tests in the CI (``.github/worklows/ci.yml``).
+
 To run the unit tests
 
 .. code-block:: console
@@ -45,4 +46,4 @@ Demonstrating and documenting your contribution
 ------------
 We prefer the use of docstrings and type hinting. A good example to follow are functions in ``bird/utilities/ofio.py``.
  
-If you add a new capability, please make sure to add relevant unit tests in the ``tests/`` folder. A good example to follow are tests ``tests/io``
+If you add a new capability, please make sure to add relevant unit tests in the ``tests/`` folder. A good example to follow are tests ``tests/io``.
diff --git a/docs/source/python_interface.rst b/docs/source/python_interface.rst
index 93903876..6bf2b5fc 100644
--- a/docs/source/python_interface.rst
+++ b/docs/source/python_interface.rst
@@ -43,7 +43,7 @@ Reading cell volumes
 ^^^^^^^^^^^^^^^
 
 A cell volume field can be generated using the following OpenFOAM command ``postProcess -func writeCellVolumes -time {time_folder} -case {case_folder}``
-It will generate a file ``{time_folder}/V`` which can be read with the ``read_field`` function of ``bird``.
+It will generate a file ``{time_folder}/V`` which can be read with the ``read_cell_volumes`` function of ``bird.utilities.ofio``.
 This workflow is used in ``bird.postprocess.post_quantitities``, for example in the ``compute_gas_holdup`` function.
 
  

From af7e5fda7e74ec6bfbe7e3fa7e08632efd8fea5f Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 14:13:26 -0600
Subject: [PATCH 206/275] fix logger so we can switch to debug mode without
 creating a new logger

---
 applications/compute_conditional_mean_will.py | 262 ++++++++++++++++++
 applications/compute_time_series_mean.py      |   9 +-
 bird/__init__.py                              |   4 +-
 bird/calibration/param_nn.py                  |   3 +-
 bird/logging_config.py                        |   3 +-
 bird/meshing/_mesh_tools.py                   |   4 +-
 bird/meshing/block_cyl_mesh.py                |   3 +-
 .../get_optimal_with_constraint.py            |   3 +-
 bird/postprocess/SA_optimization/surrogate.py |   3 +-
 bird/postprocess/conditional_mean.py          |   3 +-
 bird/postprocess/post_quantities.py           |   2 +-
 bird/postprocess/stats.py                     |   3 +-
 bird/preprocess/dynamic_mixer/mixer.py        |   4 +-
 .../inhomogeneousBC/util/fromMomtoPdf.py      |   5 +-
 bird/preprocess/json_gen/generate_designs.py  |   4 +-
 .../species_gen/setup_thermo_prop.py          |   3 +-
 bird/preprocess/stl_patch/stl_bc.py           |   3 +-
 bird/preprocess/stl_patch/stl_mesh.py         |   4 +-
 bird/preprocess/stl_patch/stl_shapes.py       |   3 +-
 bird/utilities/folderManagement.py            |   3 +-
 bird/utilities/label_plot.py                  |   4 +-
 bird/utilities/mathtools.py                   |   4 +-
 bird/utilities/ofio.py                        |   3 +-
 bird/utilities/parser.py                      |   3 +-
 docs/source/troubleshoot.rst                  |   4 +-
 tests/postprocess/test_stats.py               |   3 +-
 26 files changed, 290 insertions(+), 62 deletions(-)
 create mode 100644 applications/compute_conditional_mean_will.py

diff --git a/applications/compute_conditional_mean_will.py b/applications/compute_conditional_mean_will.py
new file mode 100644
index 00000000..76633a22
--- /dev/null
+++ b/applications/compute_conditional_mean_will.py
@@ -0,0 +1,262 @@
+import os
+import numpy as np
+from bird.utilities.mathtools import conditional_average
+from bird.utilities.ofio import read_field, read_cell_centers, get_case_times 
+
+from bird import logger
+logger.setLevel("DEBUG")
+
+from pathlib import Path
+
+
+def height2str(height: float) -> str:
+    """
+    Convert height value to a str
+    """
+    return f"{height:.2g}"
+
+
+def compute_radius_field(cell_centers: np.ndarray, vert_ind: int) -> np.ndarray:
+    """
+    Compute radius from cell centres. The radius goes negative to make it look like brooks and chen
+    """
+    if vert_ind == 0:
+        radius = np.sqrt(cell_centers[:, 1] ** 2 + cell_centers[:, 2] ** 2)
+        ind_min = np.argwhere(cell_centers[:, 1] < 0)
+        radius[ind_min] = -1 * radius[ind_min]
+    elif vert_ind == 1:
+        radius = np.sqrt(cell_centers[:, 0] ** 2 + cell_centers[:, 2] ** 2)
+        ind_min = np.argwhere(cell_centers[:, 0] < 0)
+        radius[ind_min] = -1 * radius[ind_min]
+    elif vert_ind == 2:
+        radius = np.sqrt(cell_centers[:, 0] ** 2 + cell_centers[:, 1] ** 2)
+        ind_min = np.argwhere(cell_centers[:, 0] < 0)
+        radius[ind_min] = -1 * radius[ind_min]
+    else:
+        raise ValueError(f"vertical index must be 0, 1 or 2, got {vert_ind}")
+
+    return radius
+
+
+def get_heights_ind(
+    heights: list[float],
+    cell_centers: np.ndarray,
+    vert_ind: int,
+    tolerance=None,
+) -> list[np.ndarray]:
+    """
+    get the cell center indexes that correspond to the height you care about
+    """
+
+    if tolerance is None:
+        A = np.unique(cell_centers[:, vert_ind])
+        n_vert = len(A)
+        amp_vert = A.max() - A.min()
+        tolerance = 2 * amp_vert / (n_vert)
+        logger.warning(
+            f"Tolerance for conditional height not set, assuming {tolerance:.2g}"
+        )
+
+    ind_heights = {}
+    for height in heights:
+        if height < A.min() or height > A.max():
+            raise ValueError(
+                f"Height {height} is outside the mesh bounds [{A.min()}, {A.max()}]"
+            )
+
+        ind_heights[height2str(height)] = np.argwhere(
+            abs(cell_centers[:, vert_ind] - height) <= tolerance
+        )
+        n_cells_height = len(ind_heights[height2str(height)])
+        logger.debug(
+            f"found {n_cells_height} cells around height {height2str(height)}"
+        )
+        if n_cells_height == 0:
+            raise ValueError(
+                f"No cell found for height {height2str(height)}, increase tolerance or check if height {height2str(height)} is valid"
+            )
+
+    return ind_heights
+
+
+def radial_mean(
+    case_folder=None,
+    heights: list[float] | None = None,
+    field_names: list[str] = ["CO2.liquid"],
+    vert_ind: int | None = 1,
+    window_ave=1,
+    n_bins=32,
+) -> dict:
+    """
+    Compute radial conditional average
+    The conditional average is averaged over space and over time (using the window_ave number of times)
+    """
+    if case_folder is None:
+        case_folder = os.path.join(
+            Path(__file__).parent,
+            "..",
+            "bird",
+            "postprocess",
+            "data_conditional_mean",
+        )
+
+    logger.info(f"Case : {case_folder}")
+
+    # Get all time folders
+    time_float_sorted, time_str_sorted = get_case_times(case_folder)
+
+    # Get cell centers
+    cell_centers, _ = read_cell_centers(case_folder)
+    nCells = len(cell_centers)
+    window_ave = min(window_ave, len(time_str_sorted))
+
+    # Get the cell indices that correspond to the height you care about
+    if heights is not None:
+        if vert_ind is None:
+            msg = "Assuming vertical direction is y"
+            msg += f"\nIf that is not the case, change the parameter vert_ind (currently {vert_ind})"
+            logger.warning(msg)
+            vert_ind = 1
+        ind_heights = get_heights_ind(
+            heights=heights,
+            cell_centers=cell_centers,
+            vert_ind=vert_ind,
+            tolerance=None,
+        )
+
+    # Create a radius field (to condition against)
+    radius = compute_radius_field(cell_centers, vert_ind)
+
+    # Setup the structure in which results are saved
+    fields_conds = {}
+    fields_conds_tmp = {}
+    for field_name in field_names:
+        fields_conds[field_name] = {}
+        if heights is not None:
+            radius_axis = {}
+            for height in heights:
+                fields_conds[field_name][height2str(height)] = {}
+
+    # loop over the time for which window averaging is performed
+    for i_ave in range(window_ave):
+        time_folder = time_str_sorted[-i_ave - 1]
+        logger.info(f"\tReading Time : {time_folder}")
+
+        # Get the filename of files that need to be read
+        field_file = []
+        for field_name in field_names:
+            field_file.append(
+                os.path.join(case_folder, time_folder, field_name)
+            )
+
+        # Read
+        for filename, field_name in zip(field_file, field_names):
+            val_dict = {}
+            field_tmp, _ = read_field(case_folder, time_folder, field_name, n_cells=nCells)
+            if len(field_tmp.shape) == 2 and field_tmp.shape[1] == 3:
+                # You read a velocity I'm assuming you need the axial one
+                field_tmp = field_tmp[:, vert_ind]
+
+            if heights is None:
+                radius_axis, fields_conds_tmp = conditional_average(
+                    radius, field_tmp, nbins=n_bins
+                )
+            else:
+                # Filter fields so we only look at the heights you care about
+                for height in heights:
+                    inds = ind_heights[height2str(height)]
+                    (
+                        radius_axis[height2str(height)],
+                        fields_conds_tmp[height2str(height)],
+                    ) = conditional_average(
+                        radius[inds], field_tmp[inds], nbins=n_bins
+                    )
+
+            # Do window averaging
+            if i_ave == 0:
+                if heights is None:
+                    fields_conds[field_name]["val"] = (
+                        fields_conds_tmp / window_ave
+                    )
+                    fields_cond[sfield_name]["radius"] = radius_axis
+                else:
+                    for height in heights:
+                        fields_conds[field_name][height2str(height)]["val"] = (
+                            fields_conds_tmp[height2str(height)] / window_ave
+                        )
+                        fields_conds[field_name][height2str(height)][
+                            "radius"
+                        ] = radius_axis[height2str(height)]
+
+            else:
+                if heights is None:
+                    fields_conds[field_name]["val"] += (
+                        fields_conds_tmp / window_ave
+                    )
+                else:
+                    for height in heights:
+                        fields_conds[field_name][height2str(height)][
+                            "val"
+                        ] += (
+                            fields_conds_tmp[height2str(height)] / window_ave
+                        )
+
+    return fields_conds
+
+
+def make_plot(fields_cond: dict, heights: list[float], field_names=list[str]):
+
+    from prettyPlot.plotting import plt, pretty_labels
+
+    fig, axs = plt.subplots(
+        nrows=len(field_names),
+        ncols=len(heights),
+        figsize=(4 * len(heights), 4 * len(field_names)),
+    )
+
+    for ifield, field_name in enumerate(field_names):
+        for iheight, height in enumerate(heights):
+            height_name = height2str(height)
+            if len(field_names) == 1:
+                ax = axs[iheight]
+            else:
+                ax = axs[ifield, iheight]
+
+            ax.plot(
+                fields_cond[field_name][height_name]["radius"],
+                fields_cond[field_name][height_name]["val"],
+                color="k",
+                linewidth=3,
+            )
+            pretty_labels(
+                "radius[m]",
+                f"{field_name}",
+                title=f"z={height_name}m",
+                fontname="Times",
+                fontsize=16,
+                ax=ax,
+                grid=False,
+            )
+
+    plt.show()
+
+
+if __name__ == "__main__":
+
+    # compute
+    fields_cond = radial_mean(
+        case_folder=None,
+        heights=[5.2, 6.2, 6.3],
+        field_names=["U.liquid", "alpha.gas"],
+        vert_ind=1,
+        window_ave=2,
+        n_bins=32,
+    )
+
+    # plot
+    logger.setLevel("INFO")
+    make_plot(
+        fields_cond=fields_cond,
+        heights=[5.2, 6.2, 6.3],
+        field_names=["U.liquid", "alpha.gas"],
+    )
diff --git a/applications/compute_time_series_mean.py b/applications/compute_time_series_mean.py
index 466148d3..26ef2890 100644
--- a/applications/compute_time_series_mean.py
+++ b/applications/compute_time_series_mean.py
@@ -1,14 +1,9 @@
-import logging
-
 import numpy as np
 
 from bird.postprocess.stats import calc_mean
 
-logger = logging.getLogger(__name__)
-from bird.logging_config import setup_logging
-
-setup_logging(level="DEBUG")
-
+from bird import logger
+logger.setLevel(level="DEBUG")
 
 def main():
 
diff --git a/bird/__init__.py b/bird/__init__.py
index ec732db7..4d6d43ea 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -40,6 +40,4 @@
 BIRD_INV_DIR = os.path.join(BIRD_DIR, "inverse_modeling")
 
 from bird.logging_config import setup_logging
-
-setup_logging(level="INFO")
-# setup_logging(level="DEBUG")
+logger = setup_logging(level="INFO")
diff --git a/bird/calibration/param_nn.py b/bird/calibration/param_nn.py
index 73fad8cd..c0cc8255 100644
--- a/bird/calibration/param_nn.py
+++ b/bird/calibration/param_nn.py
@@ -1,5 +1,4 @@
 import argparse
-import logging
 import os
 import time
 
@@ -13,7 +12,7 @@
 from sklearn.preprocessing import MinMaxScaler, StandardScaler
 from tensorflow.keras import initializers, layers, optimizers, regularizers
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def flexible_activation(x, activation):
diff --git a/bird/logging_config.py b/bird/logging_config.py
index 89cabf90..0df52260 100644
--- a/bird/logging_config.py
+++ b/bird/logging_config.py
@@ -16,7 +16,6 @@ def format(self, record):
 
 def setup_logging(logfile: str | None = None, level=logging.INFO):
     """Setup logging"""
-
     logger = logging.getLogger()
     logger.setLevel(level)
 
@@ -32,3 +31,5 @@ def setup_logging(logfile: str | None = None, level=logging.INFO):
         fh = logging.FileHandler(Path(logfile))
         fh.setFormatter(formatter)
         logger.addHandler(fh)
+
+    return logger
diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index 77893bb9..0fef1067 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -1,8 +1,6 @@
-import logging
-
 import numpy as np
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def make_walls_from_topo(topo_dict: dict) -> dict:
diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index b951675d..a07c8a71 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -1,4 +1,3 @@
-import logging
 import os
 
 import numpy as np
@@ -6,7 +5,7 @@
 from bird.meshing._mesh_tools import *
 from bird.utilities.parser import parse_json, parse_yaml
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def assemble_geom(input_file, topo_file):
diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
index b9a28af1..7a304537 100644
--- a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -1,4 +1,3 @@
-import logging
 import os
 import random
 
@@ -15,7 +14,7 @@
     tune_rf,
 )
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def simulated_annealing_surrogate(
diff --git a/bird/postprocess/SA_optimization/surrogate.py b/bird/postprocess/SA_optimization/surrogate.py
index 0c670352..c0d8002d 100644
--- a/bird/postprocess/SA_optimization/surrogate.py
+++ b/bird/postprocess/SA_optimization/surrogate.py
@@ -14,9 +14,8 @@
 from tensorflow.keras.models import Sequential
 
 warnings.filterwarnings("ignore")
-import logging
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def check_data_shape(X: np.ndarray, y: np.ndarray) -> None:
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 2a68a889..70f27ce0 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -1,4 +1,3 @@
-import logging
 import os
 import pickle
 
@@ -8,7 +7,7 @@
 from bird.utilities.mathtools import *
 from bird.utilities.ofio import *
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def compute_cond_mean(
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 766fb1e6..6de7eee9 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -2,7 +2,7 @@
 
 from bird.utilities.ofio import *
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def _field_filter(
diff --git a/bird/postprocess/stats.py b/bird/postprocess/stats.py
index 43ac584b..34565b47 100644
--- a/bird/postprocess/stats.py
+++ b/bird/postprocess/stats.py
@@ -1,9 +1,8 @@
-import logging
 import sys
 
 import numpy as np
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def _check1D(signal: np.ndarray):
diff --git a/bird/preprocess/dynamic_mixer/mixer.py b/bird/preprocess/dynamic_mixer/mixer.py
index bb959f80..6492d23b 100644
--- a/bird/preprocess/dynamic_mixer/mixer.py
+++ b/bird/preprocess/dynamic_mixer/mixer.py
@@ -1,8 +1,6 @@
-import logging
-
 import numpy as np
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 class Mixer:
diff --git a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
index 643caf27..09ca0ea6 100644
--- a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
+++ b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
@@ -1,10 +1,7 @@
-import logging
-
 import numpy as np
 from scipy.optimize import minimize
 
-logger = logging.getLogger(__name__)
-
+from bird import logger
 
 def bounded_constraint(x):
     xend = 1 - np.sum(x)
diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index f20ce364..98d220b9 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -1,4 +1,3 @@
-import logging
 import os
 import pickle
 import shutil
@@ -8,8 +7,7 @@
 from bird import BIRD_CASE_DIR
 from bird.preprocess.json_gen.design_io import *
 
-logger = logging.getLogger(__name__)
-
+from bird import logger
 
 def id2simfolder(sim_id: int) -> str:
     """
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index eaf96732..463aa26a 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -1,4 +1,3 @@
-import logging
 import os
 import re
 from collections import defaultdict
@@ -10,7 +9,7 @@
 from bird.utilities.ofio import read_openfoam_dict, write_openfoam_dict
 from bird.utilities.parser import parse_yaml
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def check_phase_name(phase: str):
diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index 56677d01..d027a3c7 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -1,4 +1,3 @@
-import logging
 import os
 
 import numpy as np
@@ -7,7 +6,7 @@
 from bird.preprocess.stl_patch.stl_shapes import *
 from bird.utilities.parser import parse_json
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def check_input(input_dict):
diff --git a/bird/preprocess/stl_patch/stl_mesh.py b/bird/preprocess/stl_patch/stl_mesh.py
index a66cd86e..7da82886 100644
--- a/bird/preprocess/stl_patch/stl_mesh.py
+++ b/bird/preprocess/stl_patch/stl_mesh.py
@@ -1,10 +1,8 @@
-import logging
-
 import numpy as np
 import stl
 from scipy.spatial import Delaunay
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 class STLMesh:
diff --git a/bird/preprocess/stl_patch/stl_shapes.py b/bird/preprocess/stl_patch/stl_shapes.py
index 282e873f..fca8b244 100644
--- a/bird/preprocess/stl_patch/stl_shapes.py
+++ b/bird/preprocess/stl_patch/stl_shapes.py
@@ -1,12 +1,11 @@
 import json
-import logging
 
 import numpy as np
 
 from bird.meshing.block_rect_mesh import from_block_rect_to_seg
 from bird.preprocess.stl_patch.stl_mesh import STLMesh
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def make_polygon(rad, nvert, center, normal_dir):
diff --git a/bird/utilities/folderManagement.py b/bird/utilities/folderManagement.py
index 38adf933..3c31efa1 100644
--- a/bird/utilities/folderManagement.py
+++ b/bird/utilities/folderManagement.py
@@ -1,8 +1,7 @@
-import logging
 import os
 import re
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def makeRecursiveFolder(path):
diff --git a/bird/utilities/label_plot.py b/bird/utilities/label_plot.py
index 17e50ceb..1215aed6 100644
--- a/bird/utilities/label_plot.py
+++ b/bird/utilities/label_plot.py
@@ -1,8 +1,6 @@
-import logging
-
 from prettyPlot.plotting import plt, pretty_labels, pretty_legend
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def label_conv(input_string):
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index d43a94ba..159d8b88 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -1,8 +1,6 @@
-import logging
-
 import numpy as np
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def conditional_average(
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 5090bcb5..0d9d3ea9 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1,10 +1,9 @@
-import logging
 import os
 import re
 
 import numpy as np
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def _read_mesh(filename: str) -> np.ndarray:
diff --git a/bird/utilities/parser.py b/bird/utilities/parser.py
index 4553c4d3..2c119a23 100644
--- a/bird/utilities/parser.py
+++ b/bird/utilities/parser.py
@@ -1,11 +1,10 @@
 import json
-import logging
 import os
 from pathlib import Path
 
 from ruamel.yaml import YAML
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def _check_for_tabs_in_yaml(file_path: str) -> None:
diff --git a/docs/source/troubleshoot.rst b/docs/source/troubleshoot.rst
index 4a93b644..b9c40824 100644
--- a/docs/source/troubleshoot.rst
+++ b/docs/source/troubleshoot.rst
@@ -9,8 +9,8 @@ At the top of your script
 
 .. code-block:: python
 
-   from bird.logging_config import setup_logging
-   setup_logging(level="DEBUG")
+   from bird import logger
+   logger.setLevel(level="DEBUG")
 
 
 Unrecognized drag and mass transfer model
diff --git a/tests/postprocess/test_stats.py b/tests/postprocess/test_stats.py
index 614cd0a6..96dc3e21 100644
--- a/tests/postprocess/test_stats.py
+++ b/tests/postprocess/test_stats.py
@@ -1,4 +1,3 @@
-import logging
 import os
 
 import numpy as np
@@ -6,7 +5,7 @@
 
 from bird.postprocess.stats import calc_mean
 
-logger = logging.getLogger(__name__)
+from bird import logger
 
 
 def test_mean_stats_uniform():

From d52f64d78f087b40355ddb2168b6ab293bf12478 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 14 Sep 2025 14:18:41 -0600
Subject: [PATCH 207/275] format

---
 applications/compute_conditional_mean_will.py      | 14 ++++++++++----
 applications/compute_time_series_mean.py           |  3 ++-
 bird/__init__.py                                   |  1 +
 bird/meshing/block_cyl_mesh.py                     |  3 +--
 .../SA_optimization/get_optimal_with_constraint.py |  3 +--
 bird/postprocess/conditional_mean.py               |  3 +--
 bird/postprocess/post_quantities.py                |  3 +--
 .../inhomogeneousBC/util/fromMomtoPdf.py           |  1 +
 bird/preprocess/json_gen/generate_designs.py       |  3 +--
 bird/preprocess/species_gen/setup_thermo_prop.py   |  4 +---
 bird/preprocess/stl_patch/stl_bc.py                |  3 +--
 bird/preprocess/stl_patch/stl_shapes.py            |  3 +--
 bird/version.py                                    |  2 +-
 tests/postprocess/test_stats.py                    |  3 +--
 14 files changed, 24 insertions(+), 25 deletions(-)

diff --git a/applications/compute_conditional_mean_will.py b/applications/compute_conditional_mean_will.py
index 76633a22..e9a081ed 100644
--- a/applications/compute_conditional_mean_will.py
+++ b/applications/compute_conditional_mean_will.py
@@ -1,9 +1,11 @@
 import os
+
 import numpy as np
-from bird.utilities.mathtools import conditional_average
-from bird.utilities.ofio import read_field, read_cell_centers, get_case_times 
 
 from bird import logger
+from bird.utilities.mathtools import conditional_average
+from bird.utilities.ofio import get_case_times, read_cell_centers, read_field
+
 logger.setLevel("DEBUG")
 
 from pathlib import Path
@@ -16,7 +18,9 @@ def height2str(height: float) -> str:
     return f"{height:.2g}"
 
 
-def compute_radius_field(cell_centers: np.ndarray, vert_ind: int) -> np.ndarray:
+def compute_radius_field(
+    cell_centers: np.ndarray, vert_ind: int
+) -> np.ndarray:
     """
     Compute radius from cell centres. The radius goes negative to make it look like brooks and chen
     """
@@ -152,7 +156,9 @@ def radial_mean(
         # Read
         for filename, field_name in zip(field_file, field_names):
             val_dict = {}
-            field_tmp, _ = read_field(case_folder, time_folder, field_name, n_cells=nCells)
+            field_tmp, _ = read_field(
+                case_folder, time_folder, field_name, n_cells=nCells
+            )
             if len(field_tmp.shape) == 2 and field_tmp.shape[1] == 3:
                 # You read a velocity I'm assuming you need the axial one
                 field_tmp = field_tmp[:, vert_ind]
diff --git a/applications/compute_time_series_mean.py b/applications/compute_time_series_mean.py
index 26ef2890..48e0a8c2 100644
--- a/applications/compute_time_series_mean.py
+++ b/applications/compute_time_series_mean.py
@@ -1,10 +1,11 @@
 import numpy as np
 
+from bird import logger
 from bird.postprocess.stats import calc_mean
 
-from bird import logger
 logger.setLevel(level="DEBUG")
 
+
 def main():
 
     # Sample with 100 points
diff --git a/bird/__init__.py b/bird/__init__.py
index 4d6d43ea..34a58352 100644
--- a/bird/__init__.py
+++ b/bird/__init__.py
@@ -40,4 +40,5 @@
 BIRD_INV_DIR = os.path.join(BIRD_DIR, "inverse_modeling")
 
 from bird.logging_config import setup_logging
+
 logger = setup_logging(level="INFO")
diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index a07c8a71..8dbf25c2 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -2,11 +2,10 @@
 
 import numpy as np
 
+from bird import logger
 from bird.meshing._mesh_tools import *
 from bird.utilities.parser import parse_json, parse_yaml
 
-from bird import logger
-
 
 def assemble_geom(input_file, topo_file):
     if input_file.endswith(".yaml"):
diff --git a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
index 7a304537..54a0f473 100644
--- a/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
+++ b/bird/postprocess/SA_optimization/get_optimal_with_constraint.py
@@ -7,6 +7,7 @@
 from prettyPlot.plotting import *
 from sklearn.preprocessing import OneHotEncoder
 
+from bird import logger
 from bird.postprocess.SA_optimization.surrogate import (
     Surrogate_wrapper,
     tune_nn,
@@ -14,8 +15,6 @@
     tune_rf,
 )
 
-from bird import logger
-
 
 def simulated_annealing_surrogate(
     surrogate: Surrogate_wrapper,
diff --git a/bird/postprocess/conditional_mean.py b/bird/postprocess/conditional_mean.py
index 70f27ce0..6ba04b65 100644
--- a/bird/postprocess/conditional_mean.py
+++ b/bird/postprocess/conditional_mean.py
@@ -3,12 +3,11 @@
 
 from prettyPlot.plotting import plt
 
+from bird import logger
 from bird.postprocess.post_quantities import *
 from bird.utilities.mathtools import *
 from bird.utilities.ofio import *
 
-from bird import logger
-
 
 def compute_cond_mean(
     case_folder,
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 6de7eee9..471d27e0 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1,8 +1,7 @@
 import numpy as np
 
-from bird.utilities.ofio import *
-
 from bird import logger
+from bird.utilities.ofio import *
 
 
 def _field_filter(
diff --git a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
index 09ca0ea6..c6740de2 100644
--- a/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
+++ b/bird/preprocess/inhomogeneousBC/util/fromMomtoPdf.py
@@ -3,6 +3,7 @@
 
 from bird import logger
 
+
 def bounded_constraint(x):
     xend = 1 - np.sum(x)
     cons = 0
diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index 98d220b9..cdf06514 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -4,10 +4,9 @@
 
 import numpy as np
 
-from bird import BIRD_CASE_DIR
+from bird import BIRD_CASE_DIR, logger
 from bird.preprocess.json_gen.design_io import *
 
-from bird import logger
 
 def id2simfolder(sim_id: int) -> str:
     """
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 463aa26a..0cb0d981 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -5,12 +5,10 @@
 import numpy as np
 from ruamel.yaml import YAML
 
-from bird import BIRD_CONST_DIR
+from bird import BIRD_CONST_DIR, logger
 from bird.utilities.ofio import read_openfoam_dict, write_openfoam_dict
 from bird.utilities.parser import parse_yaml
 
-from bird import logger
-
 
 def check_phase_name(phase: str):
     """
diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index d027a3c7..216c762c 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -3,11 +3,10 @@
 import numpy as np
 import stl
 
+from bird import logger
 from bird.preprocess.stl_patch.stl_shapes import *
 from bird.utilities.parser import parse_json
 
-from bird import logger
-
 
 def check_input(input_dict):
     assert isinstance(input_dict, dict)
diff --git a/bird/preprocess/stl_patch/stl_shapes.py b/bird/preprocess/stl_patch/stl_shapes.py
index fca8b244..f808ee45 100644
--- a/bird/preprocess/stl_patch/stl_shapes.py
+++ b/bird/preprocess/stl_patch/stl_shapes.py
@@ -2,11 +2,10 @@
 
 import numpy as np
 
+from bird import logger
 from bird.meshing.block_rect_mesh import from_block_rect_to_seg
 from bird.preprocess.stl_patch.stl_mesh import STLMesh
 
-from bird import logger
-
 
 def make_polygon(rad, nvert, center, normal_dir):
     logger.debug(
diff --git a/bird/version.py b/bird/version.py
index ff0e5212..3c760dcf 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.36"
+__version__ = "0.0.37"
diff --git a/tests/postprocess/test_stats.py b/tests/postprocess/test_stats.py
index 96dc3e21..60f7a69f 100644
--- a/tests/postprocess/test_stats.py
+++ b/tests/postprocess/test_stats.py
@@ -3,9 +3,8 @@
 import numpy as np
 import pytest
 
-from bird.postprocess.stats import calc_mean
-
 from bird import logger
+from bird.postprocess.stats import calc_mean
 
 
 def test_mean_stats_uniform():

From b7d89fc98334bc1a39f0f51ce66b8f24613238dc Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 15 Sep 2025 08:25:28 -0600
Subject: [PATCH 208/275] fix doc string and use the slicing function for
 will's script

---
 applications/compute_conditional_mean_will.py | 48 ++++----------
 bird/postprocess/post_quantities.py           | 64 ++++++++++---------
 2 files changed, 46 insertions(+), 66 deletions(-)

diff --git a/applications/compute_conditional_mean_will.py b/applications/compute_conditional_mean_will.py
index e9a081ed..eb27e34f 100644
--- a/applications/compute_conditional_mean_will.py
+++ b/applications/compute_conditional_mean_will.py
@@ -3,6 +3,7 @@
 import numpy as np
 
 from bird import logger
+from bird.postprocess.post_quantities import _get_ind_slice
 from bird.utilities.mathtools import conditional_average
 from bird.utilities.ofio import get_case_times, read_cell_centers, read_field
 
@@ -14,6 +15,7 @@
 def height2str(height: float) -> str:
     """
     Convert height value to a str
+    This is used as a key to access specific height info from dicts
     """
     return f"{height:.2g}"
 
@@ -23,6 +25,7 @@ def compute_radius_field(
 ) -> np.ndarray:
     """
     Compute radius from cell centres. The radius goes negative to make it look like brooks and chen
+    You might want to review this
     """
     if vert_ind == 0:
         radius = np.sqrt(cell_centers[:, 1] ** 2 + cell_centers[:, 2] ** 2)
@@ -43,43 +46,19 @@ def compute_radius_field(
 
 
 def get_heights_ind(
+    case_folder: str,
     heights: list[float],
-    cell_centers: np.ndarray,
     vert_ind: int,
-    tolerance=None,
 ) -> list[np.ndarray]:
     """
     get the cell center indexes that correspond to the height you care about
+    Uses the bird _get_ind_slice function looped over all the heights you want
     """
-
-    if tolerance is None:
-        A = np.unique(cell_centers[:, vert_ind])
-        n_vert = len(A)
-        amp_vert = A.max() - A.min()
-        tolerance = 2 * amp_vert / (n_vert)
-        logger.warning(
-            f"Tolerance for conditional height not set, assuming {tolerance:.2g}"
-        )
-
     ind_heights = {}
     for height in heights:
-        if height < A.min() or height > A.max():
-            raise ValueError(
-                f"Height {height} is outside the mesh bounds [{A.min()}, {A.max()}]"
-            )
-
-        ind_heights[height2str(height)] = np.argwhere(
-            abs(cell_centers[:, vert_ind] - height) <= tolerance
+        ind_heights[height2str(height)], _ = _get_ind_slice(
+            case_folder, location=height, direction=vert_ind
         )
-        n_cells_height = len(ind_heights[height2str(height)])
-        logger.debug(
-            f"found {n_cells_height} cells around height {height2str(height)}"
-        )
-        if n_cells_height == 0:
-            raise ValueError(
-                f"No cell found for height {height2str(height)}, increase tolerance or check if height {height2str(height)} is valid"
-            )
-
     return ind_heights
 
 
@@ -111,7 +90,6 @@ def radial_mean(
 
     # Get cell centers
     cell_centers, _ = read_cell_centers(case_folder)
-    nCells = len(cell_centers)
     window_ave = min(window_ave, len(time_str_sorted))
 
     # Get the cell indices that correspond to the height you care about
@@ -122,10 +100,9 @@ def radial_mean(
             logger.warning(msg)
             vert_ind = 1
         ind_heights = get_heights_ind(
+            case_folder=case_folder,
             heights=heights,
-            cell_centers=cell_centers,
             vert_ind=vert_ind,
-            tolerance=None,
         )
 
     # Create a radius field (to condition against)
@@ -153,12 +130,10 @@ def radial_mean(
                 os.path.join(case_folder, time_folder, field_name)
             )
 
-        # Read
+        # Read all the fields you want
         for filename, field_name in zip(field_file, field_names):
             val_dict = {}
-            field_tmp, _ = read_field(
-                case_folder, time_folder, field_name, n_cells=nCells
-            )
+            field_tmp, _ = read_field(case_folder, time_folder, field_name)
             if len(field_tmp.shape) == 2 and field_tmp.shape[1] == 3:
                 # You read a velocity I'm assuming you need the axial one
                 field_tmp = field_tmp[:, vert_ind]
@@ -178,7 +153,7 @@ def radial_mean(
                         radius[inds], field_tmp[inds], nbins=n_bins
                     )
 
-            # Do window averaging
+            # Do window averaging (accumulate window averaged quantity into fields_conds)
             if i_ave == 0:
                 if heights is None:
                     fields_conds[field_name]["val"] = (
@@ -260,6 +235,7 @@ def make_plot(fields_cond: dict, heights: list[float], field_names=list[str]):
     )
 
     # plot
+    # use logger level info to avoid annoying debug messages from matlplotlib
     logger.setLevel("INFO")
     make_plot(
         fields_cond=fields_cond,
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 471d27e0..1147babe 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -171,28 +171,30 @@ def _get_ind_gas(
     return ind_gas, field_dict
 
 
-def _get_ind_height(
-    height: float,
+def _get_ind_slice(
     case_folder: str,
+    location: float,
     direction: int | None = None,
     tolerance: float | None = None,
     cell_centers_file: str | None = None,
     field_dict: dict = {},
 ) -> tuple[np.ndarray | float, dict]:
     """
-    Get indices of pure gas cells (where alpha.liquid <= 0.5)
+    Get indices of cells along a slice given by a direction and a location
 
     Parameters
     ----------
-    height: float
-        Axial location where to pick the cells
     case_folder: str
         Path to case folder
-    direction :  int | None
+    location: float
+        Axial location where to pick the cells
+        If outside mesh bounds, will raise an error
+    direction :  int
         Direction along which to calculate the superficial velocity.
+        Must be in [0, 1, 2].
         If None, assume y direction
     tolerance : float
-        Include cells where height is in [height - tolerance , height + tolerance].
+        Include cells where location is in [location - tolerance , location + tolerance].
         If None, it will be 2 times the axial mesh size
     cell_centers_file : str | None
         Filename of cell center data
@@ -202,13 +204,13 @@ def _get_ind_height(
 
     Returns
     ----------
-    ind_height : np.ndarray
-        indices of cells at the desired height
+    ind_location : np.ndarray
+        indices of cells along the desired slice
     field_dict : dict
         Dictionary of fields read
     """
 
-    if not (f"ind_height_{height:.2g}" in field_dict):
+    if not (f"ind_location_{location:.2g}" in field_dict):
 
         cell_centers, field_dict = read_cell_centers(
             case_folder=case_folder,
@@ -222,53 +224,55 @@ def _get_ind_height(
             )
             direction = 1
 
+        assert direction in [0, 1, 2]
+
         axial_cell_centers = np.sort(np.unique(cell_centers[:, direction]))
         if (
-            height < axial_cell_centers.min()
-            or height > axial_cell_centers.max()
+            location < axial_cell_centers.min()
+            or location > axial_cell_centers.max()
         ):
             raise ValueError(
-                f"Height {height:.2g} outside the mesh [{axial_cell_centers.min()}, {axial_cell_centers.max()}]"
+                f"Location {location:.2g} outside the mesh [{axial_cell_centers.min()}, {axial_cell_centers.max()}]"
             )
 
         if tolerance is None:
-            ind_height_unique = np.argmin(abs(axial_cell_centers - height))
-            if ind_height_unique == 0:
+            ind_location_unique = np.argmin(abs(axial_cell_centers - location))
+            if ind_location_unique == 0:
                 tolerance = 2 * (axial_cell_centers[1] - axial_cell_centers[0])
-            elif ind_height_unique == len(axial_cell_centers) - 1:
+            elif ind_location_unique == len(axial_cell_centers) - 1:
                 tolerance = 2 * (
                     axial_cell_centers[-1] - axial_cell_centers[-2]
                 )
             else:
                 tolerance = (
-                    axial_cell_centers[ind_height_unique + 1]
-                    - axial_cell_centers[ind_height_unique - 1]
+                    axial_cell_centers[ind_location_unique + 1]
+                    - axial_cell_centers[ind_location_unique - 1]
                 )
             logger.debug(
-                f"Tolerance for conditional height not set, assuming {tolerance:.2g}"
+                f"Tolerance for slice location not set, assuming {tolerance:.2g}"
             )
 
         # Do the actual filtering
-        ind_height = np.argwhere(
-            abs(cell_centers[:, direction] - height) <= tolerance
+        ind_location = np.argwhere(
+            abs(cell_centers[:, direction] - location) <= tolerance
         )
 
-        n_cells_height = len(ind_height)
+        n_cells_location = len(ind_location)
 
-        if n_cells_height == 0:
+        if n_cells_location == 0:
             raise ValueError(
-                f"No cell found for height {height:.2g}, increase tolerance or check if height {height:.2g} is valid"
+                f"No cell found for location {location:.2g}, increase tolerance or check if location {location:.2g} is valid"
             )
 
         logger.debug(
-            f"Found {n_cells_height} cells around height {height:.2g}"
+            f"Found {n_cells_location} cells around location {location:.2g}"
         )
-        field_dict[f"ind_height_{height:.2g}"] = ind_height
+        field_dict[f"ind_location_{location:.2g}"] = ind_location
 
     else:
-        ind_height = field_dict[f"ind_height_{height:.2g}"]
+        ind_location = field_dict[f"ind_location_{location:.2g}"]
 
-    return ind_height, field_dict
+    return ind_location, field_dict
 
 
 def compute_gas_holdup(
@@ -439,9 +443,9 @@ def compute_superficial_gas_velocity(
         min_dir = np.amin(cell_centers[ind_liq, direction])
         height = (max_dir + min_dir) / 2
 
-    ind_middle, field_dict = _get_ind_height(
-        height=height,
+    ind_middle, field_dict = _get_ind_slice(
         case_folder=case_folder,
+        location=height,
         direction=direction,
         field_dict=field_dict,
     )

From bd5e0a179275ba52cffcf93d0ff2f28c05daa179 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 09:21:19 -0600
Subject: [PATCH 209/275] fix syntax warning

---
 bird/postprocess/post_quantities.py | 50 ++++++++++++++---------------
 1 file changed, 25 insertions(+), 25 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 1147babe..0641b149 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -282,16 +282,16 @@ def compute_gas_holdup(
     volume_time: str | None = None,
     field_dict: dict = {},
 ) -> tuple[float, dict]:
-    """
+    r"""
     Calculate volume averaged gas hold up at a given time
 
     .. math::
-       \\frac{1}{V_{\\rm liq, tot}} \int_{V_{\\rm liq}} (1-\\alpha_{\\rm liq}) dV
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} (1-\alpha_{\rm liq}) dV
 
     where:
-      - :math:`V_{\\rm liq, tot}` is the total volume of liquid
-      - :math:`\\alpha_{\\rm liq}` is the liquid phase volume fraction
-      - :math:`V` is the volume of the cells where :math:`\\alpha_{\\rm liq}` is measured
+      - :math:`V_{\rm liq, tot}` is the total volume of liquid
+      - :math:`\alpha_{\rm liq}` is the liquid phase volume fraction
+      - :math:`V` is the volume of the cells where :math:`\alpha_{\rm liq}` is measured
 
     Parameters
     ----------
@@ -356,17 +356,17 @@ def compute_superficial_gas_velocity(
     height: float | None = None,
     field_dict: dict = {},
 ) -> tuple[float, dict]:
-    """
+    r"""
     Calculate superficial gas velocity (in m/s) in a given direction at a given time
 
     .. math::
-       \\frac{1}{V_{\\rm height, tot}} \int_{V_{\\rm height}}  U_{\\rm gas} \\alpha_{\\rm gas} dV
+       \frac{1}{V_{\rm height, tot}} \int_{V_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dV
 
     where:
-      - :math:`V_{\\rm height, tot}` is the total volume of cells near the axial location considered
-      - :math:`\\alpha_{\\rm gas}` is the gas phase volume fraction
-      - :math:`U_{\\rm gas}` is the gas phase velocity along the axial direction
-      - :math:`V_{\\rm height}` is the local volume of the cells where :math:`U_{\\rm gas} \\alpha_{\\rm gas})` is measured (near the axial location considered)
+      - :math:`V_{\rm height, tot}` is the total volume of cells near the axial location considered
+      - :math:`\alpha_{\rm gas}` is the gas phase volume fraction
+      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction
+      - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
 
     Parameters
     ----------
@@ -475,16 +475,16 @@ def compute_ave_y_liq(
     spec_name: str = "CO2",
     field_dict={},
 ) -> tuple[float, dict]:
-    """
+    r"""
     Calculate liquid volume averaged mass fraction of a species at a given time
 
     .. math::
-       \\frac{1}{V_{\\rm liq, tot}} \int_{V_{\\rm liq}} Y dV_{\\rm liq}
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} Y dV_{\rm liq}
 
     where:
-      - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
+      - :math:`V_{\rm liq, tot}` is the toal volume of liquid
       - :math:`Y` is the species mass fraction
-      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`Y` is measured
+      - :math:`V_{\rm liq}` is the volume of liquid where :math:`Y` is measured
 
 
     Parameters
@@ -558,18 +558,18 @@ def compute_ave_conc_liq(
     rho_val: float | None = 1000,
     field_dict={},
 ) -> tuple[float, dict]:
-    """
+    r"""
     Calculate liquid volume averaged concentration of a species at a given time
 
     .. math::
-       \\frac{1}{V_{\\rm liq, tot}} \int_{V_{\\rm liq}} \\rho_{\\rm liq} Y / W dV_{\\rm liq}
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} \rho_{\rm liq} Y / W dV_{\rm liq}
 
     where:
-      - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
-      - :math:`\\rho_{\\rm liq}` is the liquid density
+      - :math:`V_{\rm liq, tot}` is the toal volume of liquid
+      - :math:`\rho_{\rm liq}` is the liquid density
       - :math:`Y` is the species mass fraction
       - :math:`W` is the species molar mass
-      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`Y` is measured
+      - :math:`V_{\rm liq}` is the volume of liquid where :math:`Y` is measured
 
     Parameters
     ----------
@@ -664,17 +664,17 @@ def compute_ave_bubble_diam(
     volume_time: str | None = None,
     field_dict={},
 ) -> tuple[float, dict]:
-    """
+    r"""
     Calculate averaged bubble diameter over the liquid volume
 
     .. math::
 
-       \\frac{1}{V_{\\rm liq, tot}} \\int_{V_{\\rm liq}} d_{\\rm gas} dV
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} d_{\rm gas} dV
 
     where:
-      - :math:`V_{\\rm liq, tot}` is the toal volume of liquid
-      - :math:`d_{\\rm gas}` is the bubble diameter
-      - :math:`V_{\\rm liq}` is the volume of liquid where :math:`d_{\\rm gas}` is measured
+      - :math:`V_{\rm liq, tot}` is the toal volume of liquid
+      - :math:`d_{\rm gas}` is the bubble diameter
+      - :math:`V_{\rm liq}` is the volume of liquid where :math:`d_{\rm gas}` is measured
 
 
     Parameters

From de77fcedc3832e9f53b9d2b0bd134d8ad8ac8a10 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 09:42:17 -0600
Subject: [PATCH 210/275] handle uniform velocity fields for superfical gas
 velocity calculation

---
 bird/postprocess/post_quantities.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 0641b149..448834c0 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -425,7 +425,12 @@ def compute_superficial_gas_velocity(
         )
         direction = 1
 
-    U_gas_axial = U_gas[:, direction]
+    if U_gas.shape == (3,):
+        # Uniform field
+        U_gas_axial = U_gas[direction]
+    else:
+        # Non-uniform field
+        U_gas_axial = U_gas[:, direction]
 
     cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol

From 74d1a00e56500d0aee0389e956b20c060da049bb Mon Sep 17 00:00:00 2001
From: Malik Hassanaly <mhassana@x3100c0s5b0n0.head.cm.kestrel.hpc.nrel.gov>
Date: Tue, 16 Sep 2025 11:16:33 -0600
Subject: [PATCH 211/275] explicit empty of field dict

---
 bird/utilities/ofio.py | 20 +++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 0d9d3ea9..cc83321c 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -420,7 +420,7 @@ def read_field(
     time_folder: str,
     field_name: str,
     n_cells: int | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
     Read field at a given time and store it in dictionary for later reuse
@@ -436,7 +436,7 @@ def read_field(
     n_cells : int | None
         Number of cells in the domain.
         If None, it will deduced from the field reading
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -446,7 +446,9 @@ def read_field(
     field_dict : dict
         Dictionary of fields read
     """
-
+    if field_dict is None:
+        field_dict = {}
+ 
     if not (field_name in field_dict) or field_dict[field_name] is None:
         # Read field if it had not been read before
         field_file = os.path.join(case_folder, time_folder, field_name)
@@ -842,7 +844,7 @@ def write_block(f, key, value, indent=0):
 def read_cell_centers(
     case_folder: str,
     cell_centers_file: str | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None = None,
 ) -> tuple[np.ndarray, dict]:
     """
     Read field of cell centers and store it in dictionary for later reuse
@@ -854,7 +856,7 @@ def read_cell_centers(
     cell_centers_file : str
         Filename of cell center data
         If None, find the cell center file automoatically
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -864,6 +866,8 @@ def read_cell_centers(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     if (
         not ("cell_centers" in field_dict)
@@ -904,7 +908,7 @@ def read_cell_volumes(
     case_folder: str,
     time_folder: str | None = None,
     n_cells: int | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
     Read volume at a given time and store it in dictionary for later reuse
@@ -919,7 +923,7 @@ def read_cell_volumes(
     n_cells : int | None
         Number of cells in the domain.
         If None, it will deduced from the field reading
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -929,6 +933,8 @@ def read_cell_volumes(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     kwargs_vol = {
         "case_folder": case_folder,

From 36fd42c37b35c48e3b734da649df69cad4f7a2d1 Mon Sep 17 00:00:00 2001
From: Malik Hassanaly <mhassana@x3100c0s5b0n0.head.cm.kestrel.hpc.nrel.gov>
Date: Tue, 16 Sep 2025 11:16:58 -0600
Subject: [PATCH 212/275] use pv for superficial vel

---
 bird/postprocess/post_quantities.py | 234 ++++++++++++++++++++--------
 1 file changed, 170 insertions(+), 64 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 448834c0..3745370e 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -2,6 +2,9 @@
 
 from bird import logger
 from bird.utilities.ofio import *
+from paraview import simple as pv
+import vtk.numpy_interface.dataset_adapter as dsa
+
 
 
 def _field_filter(
@@ -63,7 +66,7 @@ def _get_ind_liq(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
     Get indices of pure liquid cells (where alpha.liquid > 0.5)
@@ -79,7 +82,7 @@ def _get_ind_liq(
         If None, it will deduced from the field reading
     field_name: str
         Name of the field file to read
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -89,6 +92,8 @@ def _get_ind_liq(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        return None
 
     kwargs = {
         "case_folder": case_folder,
@@ -119,7 +124,7 @@ def _get_ind_gas(
     case_folder: str,
     time_folder: str,
     n_cells: int | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
     Get indices of pure gas cells (where alpha.liquid <= 0.5)
@@ -135,7 +140,7 @@ def _get_ind_gas(
         If None, it will deduced from the field reading
     field_name: str
         Name of the field file to read
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -145,6 +150,8 @@ def _get_ind_gas(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     kwargs = {
         "case_folder": case_folder,
@@ -177,7 +184,7 @@ def _get_ind_slice(
     direction: int | None = None,
     tolerance: float | None = None,
     cell_centers_file: str | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
     Get indices of cells along a slice given by a direction and a location
@@ -209,6 +216,8 @@ def _get_ind_slice(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     if not (f"ind_location_{location:.2g}" in field_dict):
 
@@ -280,7 +289,7 @@ def compute_gas_holdup(
     time_folder: str,
     n_cells: int | None = None,
     volume_time: str | None = None,
-    field_dict: dict = {},
+    field_dict: dict | None =None,
 ) -> tuple[float, dict]:
     r"""
     Calculate volume averaged gas hold up at a given time
@@ -305,7 +314,7 @@ def compute_gas_holdup(
     volume_time : str | None
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -315,6 +324,10 @@ def compute_gas_holdup(
     field_dict : dict
         Dictionary of fields read
     """
+
+    if field_dict is None:
+        field_dict = {}
+
     # Read relevant fields
     kwargs = {
         "case_folder": case_folder,
@@ -354,7 +367,8 @@ def compute_superficial_gas_velocity(
     direction: int | None = None,
     cell_centers_file: str | None = None,
     height: float | None = None,
-    field_dict: dict = {},
+    use_pv: bool = False,
+    field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
     Calculate superficial gas velocity (in m/s) in a given direction at a given time
@@ -389,7 +403,10 @@ def compute_superficial_gas_velocity(
     height: float | None
         Axial location at which to compute the superficial velocity.
         If None, use the mid point of the liquid domain along the axial direction
-    field_dict : dict
+    use_pv: bool
+        Use paraview to create a slice in the middle of the reactor
+        Default to False
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -400,74 +417,157 @@ def compute_superficial_gas_velocity(
         Dictionary of fields read
     """
 
+    if field_dict is None:
+        field_dict = {}
+
     # Read relevant fields
     kwargs = {
         "case_folder": case_folder,
         "time_folder": time_folder,
         "n_cells": n_cells,
     }
-
-    kwargs_vol = {
-        "case_folder": case_folder,
-        "time_folder": volume_time,
-        "n_cells": n_cells,
-    }
-    alpha_gas, field_dict = read_field(
-        field_name="alpha.gas", field_dict=field_dict, **kwargs
-    )
-    U_gas, field_dict = read_field(
-        field_name="U.gas", field_dict=field_dict, **kwargs
-    )
-
     if direction is None:
         logger.warning(
             "Assuming that superficial velocity is along the y direction"
         )
         direction = 1
 
-    if U_gas.shape == (3,):
-        # Uniform field
-        U_gas_axial = U_gas[direction]
+    if direction not in [0, 1, 2]:
+        raise ValueError(f"Direction ({direction}) must be in [0, 1, 2]")
+
+
+    if use_pv:
+        try:
+            assert os.path.isdir(os.path.join(case_folder, "constant", "polyMesh"))
+            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "points"))
+            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "faces"))
+            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "owner"))
+            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "neighbour"))
+            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "boundary"))
+        except AssertionError:
+            logger.warning("Using ParaView requires to make a complete polyMesh, will not use ParaView")
+            use_pv = False
+
+    if use_pv:
+        logger.debug("Using paraview for superficial velocity calculation")
+        # Clean paraview pipelin
+        for f in pv.GetSources().values():
+            pv.Delete(f)
+
+        # Set up openfoam case
+        ofreader = pv.OpenFOAMReader(FileName = case_folder)
+        ofreader.CaseType = 'Reconstructed Case'
+        t = np.array(ofreader.TimestepValues)
+        assert t.size > 0
+
+        # Find the time to process
+        time_pv_ind = np.argmin(abs(t-float(time_folder)))
+        assert abs(t[time_pv_ind]-float(time_folder)) < 1e-12
+        pv.UpdatePipeline(time = t[time_pv_ind])
+
+        # Get liquid phase field
+        logger.warning("Assuming that alpha_liq > 0.5 denotes pure liquid")
+        liquidthreshold = pv.Threshold(Input=ofreader, Scalars=['CELLS', 'alpha.liquid'],\
+                                       LowerThreshold=0.5,UpperThreshold=1.0,ThresholdMethod='Between')
+
+        # Find extent of the liquid phase
+        ofvtkdata = pv.servermanager.Fetch(liquidthreshold)
+        ofdata = dsa.WrapDataObject( ofvtkdata)
+        ofpts = np.array(ofdata.Points.Arrays[0])
+        ptsmin_lt = ofpts.min(axis=0) # minimum values of the three axes
+        ptsmax_lt = ofpts.max(axis=0) # maximum values of the three axes
+       
+        # Compute gas velocity in the liquid phase
+        if direction == 0:
+            u_gas_str = "U.gas_X"
+        elif direction == 1:
+            u_gas_str = "U.gas_Y"
+        elif direction == 2:
+            u_gas_str = "U.gas_Z"
+
+        pv_calc  = pv.Calculator(Input=ofreader, AttributeType='Cell Data',\
+                                 ResultArrayName='vflowrate',\
+                                 Function=f'"alpha.gas"*"{u_gas_str}"')
+        
+        # create a new slice in the middle of the liquid domain
+        slice_location = 0.5*(ptsmax_lt[direction]+ptsmin_lt[direction])
+        pv_slice = pv.Slice(Input=pv_calc)
+
+        origin = [0.0] * 3
+        normal = [0.0] * 3
+        origin[direction] = slice_location
+        normal[direction] = 1.0
+        
+        pv_slice.SliceType.Origin = origin
+        pv_slice.SliceType.Normal = normal
+        
+        # integrate variables along the slice
+        pv_int = pv.IntegrateVariables(Input=pv_slice)
+       
+        # calculate superficial vel
+        pv.UpdatePipeline(time=t[time_pv_ind])
+        pv_dat = dsa.WrapDataObject( pv.servermanager.Fetch(pv_int) )
+        vfrate  = pv_dat.CellData['vflowrate'].item()
+        area = pv_dat.CellData['Area'].item()
+
+        sup_vel = vfrate/area
+
     else:
-        # Non-uniform field
-        U_gas_axial = U_gas[:, direction]
+        kwargs_vol = {
+            "case_folder": case_folder,
+            "time_folder": volume_time,
+            "n_cells": n_cells,
+        }
+        alpha_gas, field_dict = read_field(
+            field_name="alpha.gas", field_dict=field_dict, **kwargs
+        )
+        U_gas, field_dict = read_field(
+            field_name="U.gas", field_dict=field_dict, **kwargs
+        )
 
-    cell_volume, field_dict = read_cell_volumes(
-        field_dict=field_dict, **kwargs_vol
-    )
-    cell_centers, field_dict = read_cell_centers(
-        case_folder=case_folder,
-        cell_centers_file=cell_centers_file,
-        field_dict=field_dict,
-    )
+        if U_gas.shape == (3,):
+            # Uniform field
+            U_gas_axial = U_gas[direction]
+        else:
+            # Non-uniform field
+            U_gas_axial = U_gas[:, direction]
 
-    if height is None:
-        # Find all cells in the middle of the liquid domain
-        ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
-        max_dir = np.amax(cell_centers[ind_liq, direction])
-        min_dir = np.amin(cell_centers[ind_liq, direction])
-        height = (max_dir + min_dir) / 2
-
-    ind_middle, field_dict = _get_ind_slice(
-        case_folder=case_folder,
-        location=height,
-        direction=direction,
-        field_dict=field_dict,
-    )
+        cell_volume, field_dict = read_cell_volumes(
+            field_dict=field_dict, **kwargs_vol
+        )
+        cell_centers, field_dict = read_cell_centers(
+            case_folder=case_folder,
+            cell_centers_file=cell_centers_file,
+            field_dict=field_dict,
+        )
 
-    # Filter fields to the right location
-    alpha_gas = _field_filter(alpha_gas, ind=ind_middle, field_type="scalar")
-    cell_volume = _field_filter(
-        cell_volume, ind=ind_middle, field_type="scalar"
-    )
-    U_gas_axial = _field_filter(
-        U_gas_axial, ind=ind_middle, field_type="scalar"
-    )
+        if height is None:
+            # Find all cells in the middle of the liquid domain
+            ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
+            max_dir = np.amax(cell_centers[ind_liq, direction])
+            min_dir = np.amin(cell_centers[ind_liq, direction])
+            height = (max_dir + min_dir) / 2
 
-    # Compute
-    sup_vel = np.sum(U_gas_axial * alpha_gas * cell_volume) / np.sum(
-        cell_volume
-    )
+        ind_middle, field_dict = _get_ind_slice(
+            case_folder=case_folder,
+            location=height,
+            direction=direction,
+            field_dict=field_dict,
+        )
+
+        # Filter fields to the right location
+        alpha_gas = _field_filter(alpha_gas, ind=ind_middle, field_type="scalar")
+        cell_volume = _field_filter(
+            cell_volume, ind=ind_middle, field_type="scalar"
+        )
+        U_gas_axial = _field_filter(
+            U_gas_axial, ind=ind_middle, field_type="scalar"
+        )
+
+        # Compute
+        sup_vel = np.sum(U_gas_axial * alpha_gas * cell_volume) / np.sum(
+            cell_volume
+        )
 
     return sup_vel, field_dict
 
@@ -478,7 +578,7 @@ def compute_ave_y_liq(
     n_cells: int | None = None,
     volume_time: str | None = None,
     spec_name: str = "CO2",
-    field_dict={},
+    field_dict: dict|None=None,
 ) -> tuple[float, dict]:
     r"""
     Calculate liquid volume averaged mass fraction of a species at a given time
@@ -506,7 +606,7 @@ def compute_ave_y_liq(
         If None, finds volume time automatically
     spec_name : str
         Name of the species
-    field_dict : dict
+    field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
     Returns
@@ -516,6 +616,8 @@ def compute_ave_y_liq(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     # Read relevant fields
     kwargs = {
@@ -561,7 +663,7 @@ def compute_ave_conc_liq(
     spec_name: str = "CO2",
     mol_weight: float = 0.04401,
     rho_val: float | None = 1000,
-    field_dict={},
+    field_dict:dict|None=None,
 ) -> tuple[float, dict]:
     r"""
     Calculate liquid volume averaged concentration of a species at a given time
@@ -604,6 +706,8 @@ def compute_ave_conc_liq(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     logger.debug(
         f"Computing concentration for {spec_name} with molecular weight {mol_weight:.4g} kg/mol"
@@ -667,7 +771,7 @@ def compute_ave_bubble_diam(
     time_folder: str,
     n_cells: int | None = None,
     volume_time: str | None = None,
-    field_dict={},
+    field_dict:dict|None=None,
 ) -> tuple[float, dict]:
     r"""
     Calculate averaged bubble diameter over the liquid volume
@@ -704,6 +808,8 @@ def compute_ave_bubble_diam(
     field_dict : dict
         Dictionary of fields read
     """
+    if field_dict is None:
+        field_dict = {}
 
     # Read relevant fields
     kwargs = {

From 7a45a49f19a5ce4278154934742e84b4fa69fd13 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 11:19:47 -0600
Subject: [PATCH 213/275] support paraview for superficial velocity

---
 bird/postprocess/post_quantities.py | 102 +++++++++++++++++-----------
 bird/utilities/ofio.py              |   2 +-
 2 files changed, 63 insertions(+), 41 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 3745370e..8ab71393 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1,10 +1,9 @@
 import numpy as np
+import vtk.numpy_interface.dataset_adapter as dsa
+from paraview import simple as pv
 
 from bird import logger
 from bird.utilities.ofio import *
-from paraview import simple as pv
-import vtk.numpy_interface.dataset_adapter as dsa
-
 
 
 def _field_filter(
@@ -289,7 +288,7 @@ def compute_gas_holdup(
     time_folder: str,
     n_cells: int | None = None,
     volume_time: str | None = None,
-    field_dict: dict | None =None,
+    field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
     Calculate volume averaged gas hold up at a given time
@@ -435,48 +434,66 @@ def compute_superficial_gas_velocity(
     if direction not in [0, 1, 2]:
         raise ValueError(f"Direction ({direction}) must be in [0, 1, 2]")
 
-
     if use_pv:
         try:
-            assert os.path.isdir(os.path.join(case_folder, "constant", "polyMesh"))
-            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "points"))
-            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "faces"))
-            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "owner"))
-            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "neighbour"))
-            assert os.path.isfile(os.path.join(case_folder, "constant", "polyMesh", "boundary"))
+            assert os.path.isdir(
+                os.path.join(case_folder, "constant", "polyMesh")
+            )
+            assert os.path.isfile(
+                os.path.join(case_folder, "constant", "polyMesh", "points")
+            )
+            assert os.path.isfile(
+                os.path.join(case_folder, "constant", "polyMesh", "faces")
+            )
+            assert os.path.isfile(
+                os.path.join(case_folder, "constant", "polyMesh", "owner")
+            )
+            assert os.path.isfile(
+                os.path.join(case_folder, "constant", "polyMesh", "neighbour")
+            )
+            assert os.path.isfile(
+                os.path.join(case_folder, "constant", "polyMesh", "boundary")
+            )
         except AssertionError:
-            logger.warning("Using ParaView requires to make a complete polyMesh, will not use ParaView")
+            logger.warning(
+                "Using ParaView requires to make a complete polyMesh, will not use ParaView"
+            )
             use_pv = False
 
     if use_pv:
         logger.debug("Using paraview for superficial velocity calculation")
-        # Clean paraview pipelin
+        # Clean paraview pipeline
         for f in pv.GetSources().values():
             pv.Delete(f)
 
         # Set up openfoam case
-        ofreader = pv.OpenFOAMReader(FileName = case_folder)
-        ofreader.CaseType = 'Reconstructed Case'
+        ofreader = pv.OpenFOAMReader(FileName=case_folder)
+        ofreader.CaseType = "Reconstructed Case"
         t = np.array(ofreader.TimestepValues)
         assert t.size > 0
 
         # Find the time to process
-        time_pv_ind = np.argmin(abs(t-float(time_folder)))
-        assert abs(t[time_pv_ind]-float(time_folder)) < 1e-12
-        pv.UpdatePipeline(time = t[time_pv_ind])
+        time_pv_ind = np.argmin(abs(t - float(time_folder)))
+        assert abs(t[time_pv_ind] - float(time_folder)) < 1e-12
+        pv.UpdatePipeline(time=t[time_pv_ind])
 
         # Get liquid phase field
         logger.warning("Assuming that alpha_liq > 0.5 denotes pure liquid")
-        liquidthreshold = pv.Threshold(Input=ofreader, Scalars=['CELLS', 'alpha.liquid'],\
-                                       LowerThreshold=0.5,UpperThreshold=1.0,ThresholdMethod='Between')
+        liquidthreshold = pv.Threshold(
+            Input=ofreader,
+            Scalars=["CELLS", "alpha.liquid"],
+            LowerThreshold=0.5,
+            UpperThreshold=1.0,
+            ThresholdMethod="Between",
+        )
 
         # Find extent of the liquid phase
         ofvtkdata = pv.servermanager.Fetch(liquidthreshold)
-        ofdata = dsa.WrapDataObject( ofvtkdata)
+        ofdata = dsa.WrapDataObject(ofvtkdata)
         ofpts = np.array(ofdata.Points.Arrays[0])
-        ptsmin_lt = ofpts.min(axis=0) # minimum values of the three axes
-        ptsmax_lt = ofpts.max(axis=0) # maximum values of the three axes
-       
+        ptsmin_lt = ofpts.min(axis=0)  # minimum values of the three axes
+        ptsmax_lt = ofpts.max(axis=0)  # maximum values of the three axes
+
         # Compute gas velocity in the liquid phase
         if direction == 0:
             u_gas_str = "U.gas_X"
@@ -485,32 +502,35 @@ def compute_superficial_gas_velocity(
         elif direction == 2:
             u_gas_str = "U.gas_Z"
 
-        pv_calc  = pv.Calculator(Input=ofreader, AttributeType='Cell Data',\
-                                 ResultArrayName='vflowrate',\
-                                 Function=f'"alpha.gas"*"{u_gas_str}"')
-        
+        pv_calc = pv.Calculator(
+            Input=ofreader,
+            AttributeType="Cell Data",
+            ResultArrayName="vflowrate",
+            Function=f'"alpha.gas"*"{u_gas_str}"',
+        )
+
         # create a new slice in the middle of the liquid domain
-        slice_location = 0.5*(ptsmax_lt[direction]+ptsmin_lt[direction])
+        slice_location = 0.5 * (ptsmax_lt[direction] + ptsmin_lt[direction])
         pv_slice = pv.Slice(Input=pv_calc)
 
         origin = [0.0] * 3
         normal = [0.0] * 3
         origin[direction] = slice_location
         normal[direction] = 1.0
-        
+
         pv_slice.SliceType.Origin = origin
         pv_slice.SliceType.Normal = normal
-        
+
         # integrate variables along the slice
         pv_int = pv.IntegrateVariables(Input=pv_slice)
-       
+
         # calculate superficial vel
         pv.UpdatePipeline(time=t[time_pv_ind])
-        pv_dat = dsa.WrapDataObject( pv.servermanager.Fetch(pv_int) )
-        vfrate  = pv_dat.CellData['vflowrate'].item()
-        area = pv_dat.CellData['Area'].item()
+        pv_dat = dsa.WrapDataObject(pv.servermanager.Fetch(pv_int))
+        vfrate = pv_dat.CellData["vflowrate"].item()
+        area = pv_dat.CellData["Area"].item()
 
-        sup_vel = vfrate/area
+        sup_vel = vfrate / area
 
     else:
         kwargs_vol = {
@@ -556,7 +576,9 @@ def compute_superficial_gas_velocity(
         )
 
         # Filter fields to the right location
-        alpha_gas = _field_filter(alpha_gas, ind=ind_middle, field_type="scalar")
+        alpha_gas = _field_filter(
+            alpha_gas, ind=ind_middle, field_type="scalar"
+        )
         cell_volume = _field_filter(
             cell_volume, ind=ind_middle, field_type="scalar"
         )
@@ -578,7 +600,7 @@ def compute_ave_y_liq(
     n_cells: int | None = None,
     volume_time: str | None = None,
     spec_name: str = "CO2",
-    field_dict: dict|None=None,
+    field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
     Calculate liquid volume averaged mass fraction of a species at a given time
@@ -663,7 +685,7 @@ def compute_ave_conc_liq(
     spec_name: str = "CO2",
     mol_weight: float = 0.04401,
     rho_val: float | None = 1000,
-    field_dict:dict|None=None,
+    field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
     Calculate liquid volume averaged concentration of a species at a given time
@@ -771,7 +793,7 @@ def compute_ave_bubble_diam(
     time_folder: str,
     n_cells: int | None = None,
     volume_time: str | None = None,
-    field_dict:dict|None=None,
+    field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
     Calculate averaged bubble diameter over the liquid volume
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index cc83321c..24ffbace 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -448,7 +448,7 @@ def read_field(
     """
     if field_dict is None:
         field_dict = {}
- 
+
     if not (field_name in field_dict) or field_dict[field_name] is None:
         # Read field if it had not been read before
         field_file = os.path.join(case_folder, time_folder, field_name)

From c76c7cfcb8dfe14fa4721a07e50b526f397447a8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 11:26:13 -0600
Subject: [PATCH 214/275] update doc string

---
 bird/postprocess/post_quantities.py | 22 +++++++++++++++++++++-
 1 file changed, 21 insertions(+), 1 deletion(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 8ab71393..691cf88e 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -372,6 +372,8 @@ def compute_superficial_gas_velocity(
     r"""
     Calculate superficial gas velocity (in m/s) in a given direction at a given time
 
+    with use_pv==False
+
     .. math::
        \frac{1}{V_{\rm height, tot}} \int_{V_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dV
 
@@ -381,6 +383,18 @@ def compute_superficial_gas_velocity(
       - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction
       - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
 
+    with use_pv==True
+
+    .. math::
+       \frac{1}{S_{\rm height}} \int_{S_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dS
+
+    where:
+      - :math:`S_{\rm height, tot}` is the total area of the slice at the axial location considered and normal tot the direction considered
+      - :math:`\alpha_{\rm gas}` is the gas phase volume fraction
+      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction
+      - :math:`S_{\rm height}` is the local area of the slice where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
+
+
     Parameters
     ----------
     case_folder: str
@@ -510,7 +524,13 @@ def compute_superficial_gas_velocity(
         )
 
         # create a new slice in the middle of the liquid domain
-        slice_location = 0.5 * (ptsmax_lt[direction] + ptsmin_lt[direction])
+        if height is None:
+            slice_location = 0.5 * (
+                ptsmax_lt[direction] + ptsmin_lt[direction]
+            )
+        else:
+            slice_location = height
+
         pv_slice = pv.Slice(Input=pv_calc)
 
         origin = [0.0] * 3

From caf97bcbcc5295ef58b81e7bc427526664c3245e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 11:44:27 -0600
Subject: [PATCH 215/275] update install guidelines

---
 .github/workflows/build_docs.yml  | 11 +++++++++-
 .github/workflows/ci.yml          | 34 +++++++++++++++++++++++++++++++
 .github/workflows/codecov.yml     |  9 ++++++++
 .github/workflows/deploy_docs.yml | 11 +++++++++-
 README.md                         |  4 ++--
 docs/source/quickstart.rst        |  4 ++--
 6 files changed, 67 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 228de3e3..84f60035 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -21,9 +21,18 @@ jobs:
         with:
           python-version: '3.10'
           cache: 'pip'
- 
+
+      - name: Set up Miniconda
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          activate-environment: test-env
+          python-version: ${{matrix.python-version}}
+          channels: conda-forge
+          channel-priority: strict
+
       - name: Install dependencies
         run: |
+          conda install -y paraview
           python -m pip install --upgrade pip
           pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 452df070..91a058ef 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -57,16 +57,28 @@ jobs:
     defaults:
       run:
         working-directory: ${{github.workspace}}
+
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
         with:
           python-version: ${{matrix.python-version}}
+
+      - name: Set up Miniconda
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          activate-environment: test-env
+          python-version: ${{matrix.python-version}}
+          channels: conda-forge
+          channel-priority: strict
+
       - name: Install dependencies
         run: |
+          conda install -y paraview
           pip install --upgrade pip
           pip install .
           pip install pytest
+
       - name: Test
         run: pytest .
 
@@ -86,11 +98,22 @@ jobs:
       - uses: actions/setup-python@v5
         with:
           python-version: ${{matrix.python-version}}
+
+      - name: Set up Miniconda
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          activate-environment: test-env
+          python-version: ${{matrix.python-version}}
+          channels: conda-forge
+          channel-priority: strict
+
       - name: Install dependencies
         run: |
+          conda install -y paraview
           pip install --upgrade pip
           pip install nrel-bird
           pip install pytest
+
       - name: Test
         run: pytest .
 
@@ -113,10 +136,21 @@ jobs:
       - uses: gerlero/setup-openfoam@v1
         with:
           openfoam-version: 9
+
+      - name: Set up Miniconda
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          activate-environment: test-env
+          python-version: ${{matrix.python-version}}
+          channels: conda-forge
+          channel-priority: strict
+
       - name: Install dependencies
         run: |
+          conda install -y paraview
           pip install --upgrade pip
           pip install .
+
       - name: Compile solver
         run: |
           cd OFsolvers/birdmultiphaseEulerFoam
diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index b61a167a..801595f7 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -26,8 +26,17 @@ jobs:
           python-version: '3.13'
           cache: 'pip'
 
+      - name: Set up Miniconda
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          activate-environment: test-env
+          python-version: ${{matrix.python-version}}
+          channels: conda-forge
+          channel-priority: strict
+
       - name: Install dependencies
         run: |
+          conda install -y paraview
           pip install --upgrade pip
           pip install pytest
           pip install pytest-cov
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index decab861..eef1fedf 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -23,9 +23,18 @@ jobs:
           python-version: '3.10'
           cache: 'pip'
  
+      - name: Set up Miniconda
+        uses: conda-incubator/setup-miniconda@v3
+        with:
+          activate-environment: test-env
+          python-version: ${{matrix.python-version}}
+          channels: conda-forge
+          channel-priority: strict
+
       - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip
+          conda install -y paraview
+          pip install --upgrade pip
           pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
 
diff --git a/README.md b/README.md
index 39c0fcc0..16603a5a 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@ bash run.sh
 ## Installation of python package for developers
 
 ```bash
-conda create --name bird python=3.10
+conda create -c conda-forge --name bird python=3.10 paraview
 conda activate bird
 git clone https://github.com/NREL/BioReactorDesign.git
 cd BioReactorDesign
@@ -23,7 +23,7 @@ pip install -e .
 ## Installation of python package for users
 
 ```bash
-conda create --name bird python=3.10
+conda create -c conda-forge --name bird python=3.10 paraview
 conda activate bird
 pip install nrel-bird=={version}
 ```
diff --git a/docs/source/quickstart.rst b/docs/source/quickstart.rst
index 11a9e8fe..bfddaecd 100644
--- a/docs/source/quickstart.rst
+++ b/docs/source/quickstart.rst
@@ -10,7 +10,7 @@ Installation of python package for developers
 
 .. code-block:: console
 
-   conda create --name bird python=3.10
+   conda create -c conda-forge --name bird python=3.10 paraview
    conda activate bird
    git clone https://github.com/NREL/BioReactorDesign.git
    cd BioReactorDesign
@@ -24,7 +24,7 @@ Installation of python package for users
 
 .. code-block:: console
 
-   conda create --name bird python=3.10
+   conda create -c conda-forge --name bird python=3.10 paraview
    conda activate bird
    pip install nrel-bird
 

From 6d142d414f8ad484b2ea112463b0acfa780f04fd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 11:53:15 -0600
Subject: [PATCH 216/275] force conda forge channel

---
 .github/workflows/build_docs.yml  | 2 +-
 .github/workflows/ci.yml          | 6 +++---
 .github/workflows/codecov.yml     | 2 +-
 .github/workflows/deploy_docs.yml | 2 +-
 4 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 84f60035..990b45e0 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -32,7 +32,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          conda install -y paraview
+          conda install -y -c conda-forge paraview
           python -m pip install --upgrade pip
           pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 91a058ef..bf1a01c6 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -74,7 +74,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          conda install -y paraview
+          conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install .
           pip install pytest
@@ -109,7 +109,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          conda install -y paraview
+          conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install nrel-bird
           pip install pytest
@@ -147,7 +147,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          conda install -y paraview
+          conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install .
 
diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 801595f7..eed99af0 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -36,7 +36,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          conda install -y paraview
+          conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install pytest
           pip install pytest-cov
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index eef1fedf..ff0f1545 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -33,7 +33,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          conda install -y paraview
+          conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints

From 0f32a2a75456fd714a0424df2a9ca30571be07c2 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 11:57:04 -0600
Subject: [PATCH 217/275] make sure to run on the conda env

---
 .github/workflows/build_docs.yml  | 5 ++++-
 .github/workflows/ci.yml          | 5 +++++
 .github/workflows/codecov.yml     | 1 +
 .github/workflows/deploy_docs.yml | 4 ++++
 4 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 990b45e0..40f3315a 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -11,7 +11,10 @@ jobs:
  
   build_docs:
     runs-on: ubuntu-latest
- 
+    defaults:
+      run:
+        shell: bash -l {0}
+        working-directory: ${{github.workspace}}
     steps:
       - name: Checkout
         uses: actions/checkout@v4
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index bf1a01c6..a0de8e14 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -30,6 +30,7 @@ jobs:
         os: ['ubuntu-latest']
     defaults:
       run:
+        shell: bash -l {0}
         working-directory: ${{github.workspace}}
     steps:
       - uses: actions/checkout@v4
@@ -56,6 +57,7 @@ jobs:
         os: ['ubuntu-latest', 'macos-latest']
     defaults:
       run:
+        shell: bash -l {0}
         working-directory: ${{github.workspace}}
 
     steps:
@@ -92,6 +94,7 @@ jobs:
         os: ['ubuntu-latest']
     defaults:
       run:
+        shell: bash -l {0}
         working-directory: ${{github.workspace}}
     steps:
       - uses: actions/checkout@v4
@@ -126,7 +129,9 @@ jobs:
         python-version: ['3.10']
         os: ['ubuntu-22.04']
     defaults:
+      defaults:
       run:
+        shell: bash -l {0}
         working-directory: ${{github.workspace}}
     steps:
       - uses: actions/checkout@v4
diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index eed99af0..6defac05 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -15,6 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     defaults:
       run:
+        shell: bash -l {0}
         working-directory: ${{github.workspace}}
     steps:
       - name: Checkout
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index ff0f1545..ef1ee504 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -11,6 +11,10 @@ jobs:
  
   build_deploy_docs:
     runs-on: ubuntu-latest
+    defaults:
+      run:
+        shell: bash -l {0}
+        working-directory: ${{github.workspace}}
     env:
       GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
     steps:

From 6c721d41aae958477d844ebe8d85ae90144e5952 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 12:01:01 -0600
Subject: [PATCH 218/275] fix ci

---
 .github/workflows/ci.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index a0de8e14..03f0bc95 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -129,7 +129,6 @@ jobs:
         python-version: ['3.10']
         os: ['ubuntu-22.04']
     defaults:
-      defaults:
       run:
         shell: bash -l {0}
         working-directory: ${{github.workspace}}

From 22a50e98746620fe49a6138b4d103b4fcad3a138 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 12:24:32 -0600
Subject: [PATCH 219/275] add test for pv

---
 .../constant/polyMesh/boundary                |     40 +
 .../constant/polyMesh/faces                   | 418723 ++++++++++++++
 .../constant/polyMesh/neighbour               | 409204 ++++++++++++++
 .../constant/polyMesh/owner                   | 418724 +++++++++++++++
 .../constant/polyMesh/points                  | 142931 +++++
 tests/postprocess/test_post_quantities.py     |      9 +-
 6 files changed, 1389630 insertions(+), 1 deletion(-)
 create mode 100644 bird/postprocess/data_conditional_mean/constant/polyMesh/boundary
 create mode 100644 bird/postprocess/data_conditional_mean/constant/polyMesh/faces
 create mode 100644 bird/postprocess/data_conditional_mean/constant/polyMesh/neighbour
 create mode 100644 bird/postprocess/data_conditional_mean/constant/polyMesh/owner
 create mode 100644 bird/postprocess/data_conditional_mean/constant/polyMesh/points

diff --git a/bird/postprocess/data_conditional_mean/constant/polyMesh/boundary b/bird/postprocess/data_conditional_mean/constant/polyMesh/boundary
new file mode 100644
index 00000000..a9101ab1
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/polyMesh/boundary
@@ -0,0 +1,40 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       polyBoundaryMesh;
+    location    "constant/polyMesh";
+    object      boundary;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+3
+(
+    inlet
+    {
+        type            patch;
+        nFaces          200;
+        startFace       409180;
+    }
+    outlet
+    {
+        type            patch;
+        nFaces          740;
+        startFace       409380;
+    }
+    walls
+    {
+        type            wall;
+        inGroups        List<word> 1(wall);
+        nFaces          8580;
+        startFace       410120;
+    }
+)
+
+// ************************************************************************* //
diff --git a/bird/postprocess/data_conditional_mean/constant/polyMesh/faces b/bird/postprocess/data_conditional_mean/constant/polyMesh/faces
new file mode 100644
index 00000000..24f86acf
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/polyMesh/faces
@@ -0,0 +1,418723 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       faceList;
+    location    "constant/polyMesh";
+    object      faces;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+
+418700
+(
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+
+
+// ************************************************************************* //
diff --git a/bird/postprocess/data_conditional_mean/constant/polyMesh/neighbour b/bird/postprocess/data_conditional_mean/constant/polyMesh/neighbour
new file mode 100644
index 00000000..7cae2472
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/polyMesh/neighbour
@@ -0,0 +1,409204 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       labelList;
+    note        "nPoints: 142908 nCells: 137980 nFaces: 418700 nInternalFaces: 409180";
+    location    "constant/polyMesh";
+    object      neighbour;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+
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+
+
+// ************************************************************************* //
diff --git a/bird/postprocess/data_conditional_mean/constant/polyMesh/owner b/bird/postprocess/data_conditional_mean/constant/polyMesh/owner
new file mode 100644
index 00000000..c985c5b1
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/polyMesh/owner
@@ -0,0 +1,418724 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       labelList;
+    note        "nPoints: 142908 nCells: 137980 nFaces: 418700 nInternalFaces: 409180";
+    location    "constant/polyMesh";
+    object      owner;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+
+418700
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+// ************************************************************************* //
diff --git a/bird/postprocess/data_conditional_mean/constant/polyMesh/points b/bird/postprocess/data_conditional_mean/constant/polyMesh/points
new file mode 100644
index 00000000..9ccce7d0
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/polyMesh/points
@@ -0,0 +1,142931 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       vectorField;
+    location    "constant/polyMesh";
+    object      points;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
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+(-0.2427992778 0.4477127193 -0.1237124112)
+(-0.258391892 0.4477127193 -0.1316572449)
+(-0.2739845062 0.4477127193 -0.1396020787)
+(-0.2895771204 0.4477127193 -0.1475469124)
+(-0.3051697345 0.4477127193 -0.1554917462)
+(-0.3207623487 0.4477127193 -0.1634365799)
+(-0.2591629007 0.4477127193 -0.08420713097)
+(-0.2758063897 0.4477127193 -0.08961492837)
+(-0.2924498788 0.4477127193 -0.09502272577)
+(-0.3090933678 0.4477127193 -0.1004305232)
+(-0.3257368568 0.4477127193 -0.1058383206)
+(-0.3423803459 0.4477127193 -0.111246118)
+(-0.2691450728 0.4477127193 -0.04262839172)
+(-0.2864296188 0.4477127193 -0.04536599486)
+(-0.3037141647 0.4477127193 -0.048103598)
+(-0.3209987107 0.4477127193 -0.05084120114)
+(-0.3382832567 0.4477127193 -0.05357880428)
+(-0.3555678026 0.4477127193 -0.05631640741)
+(-0.2725 0.4477127193 -4.625929269e-18)
+(-0.29 0.4477127193 -6.938893904e-18)
+(-0.3075 0.4477127193 -1.387778781e-17)
+(-0.325 0.4477127193 -1.850371708e-17)
+(-0.3425 0.4477127193 -2.255140519e-17)
+(-0.36 0.4477127193 -2.775557562e-17)
+(-0.2691450728 0.4477127193 0.04262839172)
+(-0.2864296188 0.4477127193 0.04536599486)
+(-0.3037141647 0.4477127193 0.048103598)
+(-0.3209987107 0.4477127193 0.05084120114)
+(-0.3382832567 0.4477127193 0.05357880428)
+(-0.3555678026 0.4477127193 0.05631640741)
+(-0.2591629007 0.4477127193 0.08420713097)
+(-0.2758063897 0.4477127193 0.08961492837)
+(-0.2924498788 0.4477127193 0.09502272577)
+(-0.3090933678 0.4477127193 0.1004305232)
+(-0.3257368568 0.4477127193 0.1058383206)
+(-0.3423803459 0.4477127193 0.111246118)
+(-0.2427992778 0.4477127193 0.1237124112)
+(-0.258391892 0.4477127193 0.1316572449)
+(-0.2739845062 0.4477127193 0.1396020787)
+(-0.2895771204 0.4477127193 0.1475469124)
+(-0.3051697345 0.4477127193 0.1554917462)
+(-0.3207623487 0.4477127193 0.1634365799)
+(-0.220457131 0.4477127193 0.1601714812)
+(-0.2346149284 0.4477127193 0.1704577232)
+(-0.2487727258 0.4477127193 0.1807439651)
+(-0.2629305232 0.4477127193 0.191030207)
+(-0.2770883206 0.4477127193 0.2013164489)
+(-0.291246118 0.4477127193 0.2116026908)
+(-0.220457131 0.4744944625 -0.1601714812)
+(-0.2346149284 0.4744944625 -0.1704577232)
+(-0.2487727258 0.4744944625 -0.1807439651)
+(-0.2629305232 0.4744944625 -0.191030207)
+(-0.2770883206 0.4744944625 -0.2013164489)
+(-0.291246118 0.4744944625 -0.2116026908)
+(-0.2427992778 0.4744944625 -0.1237124112)
+(-0.258391892 0.4744944625 -0.1316572449)
+(-0.2739845062 0.4744944625 -0.1396020787)
+(-0.2895771204 0.4744944625 -0.1475469124)
+(-0.3051697345 0.4744944625 -0.1554917462)
+(-0.3207623487 0.4744944625 -0.1634365799)
+(-0.2591629007 0.4744944625 -0.08420713097)
+(-0.2758063897 0.4744944625 -0.08961492837)
+(-0.2924498788 0.4744944625 -0.09502272577)
+(-0.3090933678 0.4744944625 -0.1004305232)
+(-0.3257368568 0.4744944625 -0.1058383206)
+(-0.3423803459 0.4744944625 -0.111246118)
+(-0.2691450728 0.4744944625 -0.04262839172)
+(-0.2864296188 0.4744944625 -0.04536599486)
+(-0.3037141647 0.4744944625 -0.048103598)
+(-0.3209987107 0.4744944625 -0.05084120114)
+(-0.3382832567 0.4744944625 -0.05357880428)
+(-0.3555678026 0.4744944625 -0.05631640741)
+(-0.2725 0.4744944625 -4.625929269e-18)
+(-0.29 0.4744944625 -6.938893904e-18)
+(-0.3075 0.4744944625 -1.387778781e-17)
+(-0.325 0.4744944625 -1.850371708e-17)
+(-0.3425 0.4744944625 -2.255140519e-17)
+(-0.36 0.4744944625 -2.775557562e-17)
+(-0.2691450728 0.4744944625 0.04262839172)
+(-0.2864296188 0.4744944625 0.04536599486)
+(-0.3037141647 0.4744944625 0.048103598)
+(-0.3209987107 0.4744944625 0.05084120114)
+(-0.3382832567 0.4744944625 0.05357880428)
+(-0.3555678026 0.4744944625 0.05631640741)
+(-0.2591629007 0.4744944625 0.08420713097)
+(-0.2758063897 0.4744944625 0.08961492837)
+(-0.2924498788 0.4744944625 0.09502272577)
+(-0.3090933678 0.4744944625 0.1004305232)
+(-0.3257368568 0.4744944625 0.1058383206)
+(-0.3423803459 0.4744944625 0.111246118)
+(-0.2427992778 0.4744944625 0.1237124112)
+(-0.258391892 0.4744944625 0.1316572449)
+(-0.2739845062 0.4744944625 0.1396020787)
+(-0.2895771204 0.4744944625 0.1475469124)
+(-0.3051697345 0.4744944625 0.1554917462)
+(-0.3207623487 0.4744944625 0.1634365799)
+(-0.220457131 0.4744944625 0.1601714812)
+(-0.2346149284 0.4744944625 0.1704577232)
+(-0.2487727258 0.4744944625 0.1807439651)
+(-0.2629305232 0.4744944625 0.191030207)
+(-0.2770883206 0.4744944625 0.2013164489)
+(-0.291246118 0.4744944625 0.2116026908)
+)
+
+
+// ************************************************************************* //
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 9b948b69..fec1634e 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -88,7 +88,7 @@ def test_compute_superficial_gas_velocity():
         "..",
         "bird",
         "postprocess",
-        "data_conditional_mean",
+        "data_conditional_mean/",
     )
     kwargs = {
         "case_folder": case_folder,
@@ -114,9 +114,16 @@ def test_compute_superficial_gas_velocity():
         time_folder=time_folder,
         direction=1,
     )
+    sup_vel3, _ = compute_superficial_gas_velocity(
+        case_folder=case_folder,
+        time_folder=time_folder,
+        direction=1,
+        use_pv=True,
+    )
 
     assert abs(sup_vel1 - sup_vel) < 1e-12
     assert abs(sup_vel2 - sup_vel) < 1e-12
+    assert abs((sup_vel3 - sup_vel2) / sup_vel2) < 0.01
 
 
 def test_ave_y_liq():

From c299d8a5f93c053ca31a9c12c64f6a3fc15cdd2a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 12:46:39 -0600
Subject: [PATCH 220/275] update pypi

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 3c760dcf..d245a317 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.37"
+__version__ = "0.0.38"

From 767d17b5d7f2cb0570760c5ac933875134864af1 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 13:14:38 -0600
Subject: [PATCH 221/275] fix doc string

---
 bird/postprocess/post_quantities.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 691cf88e..24b4cffb 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -372,7 +372,7 @@ def compute_superficial_gas_velocity(
     r"""
     Calculate superficial gas velocity (in m/s) in a given direction at a given time
 
-    with use_pv==False
+    Without the paraview operations (`use_pv==False`)
 
     .. math::
        \frac{1}{V_{\rm height, tot}} \int_{V_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dV
@@ -383,10 +383,11 @@ def compute_superficial_gas_velocity(
       - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction
       - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
 
-    with use_pv==True
+
+    With paraview operations (`use_pv==True`)
 
     .. math::
-       \frac{1}{S_{\rm height}} \int_{S_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dS
+       \frac{1}{S_{\rm height, tot}} \int_{S_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dS
 
     where:
       - :math:`S_{\rm height, tot}` is the total area of the slice at the axial location considered and normal tot the direction considered

From 48a62e36cc58542871c6a2ac50e98b3d2603e5e3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 15:32:53 -0600
Subject: [PATCH 222/275] more exhaustive testing of paraview

---
 tests/postprocess/test_post_quantities.py | 28 ++++++++++++++++++++---
 1 file changed, 25 insertions(+), 3 deletions(-)

diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index fec1634e..a2a93a6c 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -1,4 +1,5 @@
 import os
+import shutil
 from pathlib import Path
 
 from prettyPlot.plotting import plt, pretty_labels
@@ -38,6 +39,7 @@ def test_compute_gh():
         case_folder=case_folder, n_cells=n_cells, time_folder=time_folder
     )
 
+    # Results need to be exactly the same
     assert abs(gh1 - gh) < 1e-12
     assert abs(gh2 - gh) < 1e-12
 
@@ -74,6 +76,7 @@ def test_compute_diam():
         case_folder=case_folder, n_cells=n_cells, time_folder=time_folder
     )
 
+    # Results need to be exactly the same
     assert abs(diam1 - diam) < 1e-12
     assert abs(diam2 - diam) < 1e-12
 
@@ -114,17 +117,34 @@ def test_compute_superficial_gas_velocity():
         time_folder=time_folder,
         direction=1,
     )
+
+    # Results need to be exactly the same
+    assert abs(sup_vel1 - sup_vel) < 1e-12
+    assert abs(sup_vel2 - sup_vel) < 1e-12
+
+    # Do the calculation with paraview
     sup_vel3, _ = compute_superficial_gas_velocity(
         case_folder=case_folder,
         time_folder=time_folder,
         direction=1,
         use_pv=True,
     )
-
-    assert abs(sup_vel1 - sup_vel) < 1e-12
-    assert abs(sup_vel2 - sup_vel) < 1e-12
+    # Make sure different methods agree with less than 1% error
     assert abs((sup_vel3 - sup_vel2) / sup_vel2) < 0.01
 
+    # Make sure that we don't use paraview if not possible
+    polyMesh_dir = os.path.join(case_folder, "constant", "polyMesh")
+    shutil.move(os.path.join(polyMesh_dir, "faces"), ".")
+    sup_vel4, _ = compute_superficial_gas_velocity(
+        case_folder=case_folder,
+        time_folder=time_folder,
+        direction=1,
+        use_pv=True,
+    )
+    # Results need to be exactly the same
+    assert abs(sup_vel4 - sup_vel) < 1e-12
+    shutil.move("faces", polyMesh_dir)
+
 
 def test_ave_y_liq():
     """
@@ -168,6 +188,7 @@ def test_ave_y_liq():
         spec_name="H2",
     )
 
+    # Results need to be exactly the same
     assert abs(ave_y_h21 - ave_y_h2) < 1e-12
     assert abs(ave_y_h22 - ave_y_h2) < 1e-12
 
@@ -226,6 +247,7 @@ def test_ave_conc_liq():
         n_cells=n_cells,
     )
 
+    # Results need to be exactly the same
     assert abs(ave_conc_h21 - ave_conc_h2) < 1e-12
     assert abs(ave_conc_h22 - ave_conc_h2) < 1e-12
 

From 92f662ce3272a9205e98f40f511fe195a61f2e75 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Tue, 16 Sep 2025 15:34:29 -0600
Subject: [PATCH 223/275] fix docstring

---
 bird/postprocess/post_quantities.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 24b4cffb..828c7ddf 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -384,7 +384,7 @@ def compute_superficial_gas_velocity(
       - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
 
 
-    With paraview operations (`use_pv==True`)
+    With the paraview operations (`use_pv==True`)
 
     .. math::
        \frac{1}{S_{\rm height, tot}} \int_{S_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dS

From 3452025a5ddc61c8cf85bcc6f36601e951911809 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 09:30:36 -0600
Subject: [PATCH 224/275] read global vars into a dictionary and test

---
 bird/utilities/ofio.py            | 72 ++++++++++++++++++++++++++
 tests/io/test_read_global_vars.py | 86 +++++++++++++++++++++++++++++++
 2 files changed, 158 insertions(+)
 create mode 100644 tests/io/test_read_global_vars.py

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 24ffbace..7c8ae53f 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -964,3 +964,75 @@ def read_cell_volumes(
         cell_volumes = field_dict["V"]
 
     return cell_volumes, field_dict
+
+
+def read_global_vars(
+    case_folder: str | None = None,
+    filename: str | None = None,
+) -> dict:
+    """
+    Read globarVars into a python dictionary
+
+    Parameters
+    ----------
+    case_folder: str | None
+        Path to case folder
+        If None, using filename
+    filename: str | None
+        Path to the globalVars file
+        If None, using case_folder
+
+    Returns
+    ----------
+    globalVars_dict : dict
+        Dictionary that contains the globals vars variable values
+    """
+
+    # Set the filename to read
+    if case_folder is None:
+        if filename is None or not os.path.isfile(filename):
+            error_msg = f"Global Vars file ({filename}) not found, but is needed if case folder not specified"
+            raise FileNotFoundError(error_msg)
+    else:
+        if not os.path.exists(case_folder):
+            error_msg = f"Case folder ({case_folder}) not found, but is needed if global vars filename not specified"
+            raise FileNotFoundError(error_msg)
+        filename = os.path.join(case_folder, "constant", "globalVars")
+
+    logger.debug(f"Reading {filename}")
+
+    # Now read globalVars
+    globalVars_dict = {}
+    with open(filename, "r") as f:
+        for line in f:
+            # Remove comments
+            line = line.split("//", 1)[0].strip()
+            if not line:
+                continue  # skip empty/comment-only lines
+
+            # Ensure it ends with ;
+            if not line.endswith(";"):
+                continue
+            line = line[:-1].strip()  # remove trailing ;
+
+            # Split key and value
+            parts = line.split(None, 1)  # split on first whitespace
+            if len(parts) != 2:
+                continue
+            key, value = parts
+            logger.debug(f"\tReading {key}")
+
+            # Keep calc expressions as-is
+            if value.startswith("#calc"):
+                globalVars_dict[key] = value
+            else:
+                # Try numeric conversion otherwise store value as str
+                try:
+                    val = float(value)
+                    if val.is_integer():
+                        val = int(val)
+                    globalVars_dict[key] = val
+                except ValueError:
+                    globalVars_dict[key] = value
+
+    return globalVars_dict
diff --git a/tests/io/test_read_global_vars.py b/tests/io/test_read_global_vars.py
new file mode 100644
index 00000000..8ba36ead
--- /dev/null
+++ b/tests/io/test_read_global_vars.py
@@ -0,0 +1,86 @@
+import os
+from pathlib import Path
+
+import numpy as np
+
+from bird.utilities.ofio import read_global_vars
+
+
+def test_read_global_vars():
+    """
+    Test for reading content of `constant/globalVars`
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "loop_reactor_mixing",
+    )
+    # Read globalVars from case_folder path
+    globalVars_dict = read_global_vars(case_folder=case_folder)
+    assert globalVars_dict["T0"] == 300
+    assert (
+        globalVars_dict["muMixLiq"]
+        == '#calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"'
+    )
+    assert (
+        globalVars_dict["D_H2"]
+        == '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"'
+    )
+    assert (
+        globalVars_dict["kN2"]
+        == '#calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    )
+    assert (
+        globalVars_dict["He_CO2"]
+        == '#calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))"'
+    )
+    assert globalVars_dict["intensity"] == 0.05
+
+    # Read globalVars from globalVars filename
+    globalVars_dict = read_global_vars(
+        filename=os.path.join(case_folder, "constant", "globalVars")
+    )
+    assert globalVars_dict["T0"] == 300
+    assert (
+        globalVars_dict["muMixLiq"]
+        == '#calc "2.414e-5 * pow(10,247.8/($T0 - 140.0))"'
+    )
+    assert (
+        globalVars_dict["D_H2"]
+        == '#calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_H2,0.6)"'
+    )
+    assert (
+        globalVars_dict["kN2"]
+        == '#calc "$D_N2*$rho0MixLiq*$CpMixLiq*$LeLiqMix"'
+    )
+    assert (
+        globalVars_dict["He_CO2"]
+        == '#calc "$H_CO2_298 * exp($DH_CO2 *(1. / $T0 - 1./298.15))"'
+    )
+    assert globalVars_dict["intensity"] == 0.05
+
+    # Make sure correct error is raised if necessary
+    try:
+        globalVars_dict = read_global_vars(case_folder=None, filename=None)
+    except FileNotFoundError:
+        pass
+    try:
+        globalVars_dict = read_global_vars()
+    except FileNotFoundError:
+        pass
+    try:
+        globalVars_dict = read_global_vars(
+            case_folder=None, filename="garbage"
+        )
+    except FileNotFoundError:
+        pass
+    try:
+        globalVars_dict = read_global_vars(case_folder="garbage")
+    except FileNotFoundError:
+        pass
+
+
+if __name__ == "__main__":
+    test_read_global_vars()

From aa66bfccb8cb4069672fe61a64731adb29320b62 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 12:21:48 -0600
Subject: [PATCH 225/275] compute instantaneous kla

---
 bird/postprocess/post_quantities.py | 153 ++++++++++++++++++++++++++++
 bird/utilities/ofio.py              |  75 ++++++++++++++
 tests/io/test_read_global_vars.py   |  28 ++++-
 3 files changed, 254 insertions(+), 2 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 828c7ddf..b7206f19 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -888,3 +888,156 @@ def compute_ave_bubble_diam(
     )
 
     return diam, field_dict
+
+
+def compute_instantaneous_kla(
+    case_folder: str,
+    time_folder: str,
+    species_names: list[str],
+    n_cells: int | None = None,
+    volume_time: str | None = None,
+    field_dict: dict | None = None,
+) -> tuple[dict, dict, dict]:
+    r"""
+    Calculate kLa from instantaneous data (rather than doing a fit over time)
+
+    .. math::
+
+
+    where:
+
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str
+        Name of time folder to analyze
+    species_names: list[str]
+        List of species name for which to compute kla
+    n_cells : int | None
+        Number of cells in the domain.
+        If None, it will deduced from the field reading
+    volume_time : str | None
+        Time folder to read to get the cell volumes.
+        If None, finds volume time automatically
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    kla_spec: dict
+        Instantaneous volume averaged kLa for each species
+        Keys are species names
+        Values are the kLa values
+    cstar_spec: dict
+        Instantaneous volume averaged cstar for each species
+        Keys are species names
+        Values are the cstar values
+    field_dict : dict
+        Dictionary of fields read
+    """
+    if field_dict is None:
+        field_dict = {}
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+    kwargs_vol = {
+        "case_folder": case_folder,
+        "time_folder": volume_time,
+        "n_cells": n_cells,
+    }
+
+    globalVars = read_global_vars(case_folder=case_folder, cross_ref=True)
+
+    # Get liquid domain
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
+
+    # Read all the fields
+    alpha_gas, field_dict = read_field(
+        field_name="alpha.gas", field_dict=field_dict, **kwargs
+    )
+    rho_liq, field_dict = read_field(
+        field_name="thermo:rho.liquid", field_dict=field_dict, **kwargs
+    )
+    rho_gas, field_dict = read_field(
+        field_name="thermo:rho.gas", field_dict=field_dict, **kwargs
+    )
+    U_gas, field_dict = read_field(
+        field_name="U.gas", field_dict=field_dict, **kwargs
+    )
+    U_liq, field_dict = read_field(
+        field_name="U.liquid", field_dict=field_dict, **kwargs
+    )
+    d_gas, field_dict = read_field(
+        field_name="d.gas", field_dict=field_dict, **kwargs
+    )
+    mu_liq, field_dict = read_field(
+        field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
+    )
+    species_gas = {}
+    for species_name in species_names:
+        species_gas[species_name], field_dict = read_field(
+            field_name=f"{species_name}.gas", field_dict=field_dict, **kwargs
+        )
+
+    # Only compute over the liquid
+    alpha_gas = _field_filter(alpha_gas, ind=ind_liq, field_type="scalar")
+    rho_liq = _field_filter(rho_liq, ind=ind_liq, field_type="scalar")
+    rho_gas = _field_filter(rho_gas, ind=ind_liq, field_type="scalar")
+    U_gas = _field_filter(U_gas, ind=ind_liq, field_type="vector")
+    U_liq = _field_filter(U_liq, ind=ind_liq, field_type="vector")
+    d_gas = _field_filter(d_gas, ind=ind_liq, field_type="scalar")
+    mu_liq = _field_filter(mu_liq, ind=ind_liq, field_type="scalar")
+    for species_name in species_names:
+        species_gas[species_name] = _field_filter(
+            species_gas[species_name], ind=ind_liq, field_type="scalar"
+        )
+    mag_U_diff = np.sqrt(
+        (U_gas[:, 0] - U_liq[:, 0]) ** 2
+        + (U_gas[:, 1] - U_liq[:, 1]) ** 2
+        + (U_gas[:, 2] - U_liq[:, 2]) ** 2
+    )
+
+    # Compute kLa
+    Re = rho_liq * mag_U_diff * d_gas / mu_liq
+    kla_spec_field = {}
+    for species_name in species_names:
+        kla_spec_field[species_name] = (
+            1.13
+            * (Re**0.5)
+            * (((mu_liq / rho_liq) / globalVars[f"D_{species_name}"]) ** 0.5)
+            * (globalVars[f"D_{species_name}"] / d_gas)
+            * (6.0 / d_gas)
+            * alpha_gas
+            * 3600
+        )
+    cstar_spec_field = {}
+    for species_name in species_names:
+        cstar_spec_field[species_name] = (
+            rho_gas * species_gas[species_name]
+        ) / (
+            globalVars[f"Mw_{species_name}"] * globalVars[f"He_{species_name}"]
+        )
+
+    # Do volume average
+    cell_volume, field_dict = read_cell_volumes(
+        field_dict=field_dict, **kwargs_vol
+    )
+    cell_volume = _field_filter(cell_volume, ind=ind_liq, field_type="scalar")
+
+    kla_spec = {}
+    cstar_spec = {}
+    for species_name in species_names:
+        kla_spec[species_name] = np.sum(
+            cell_volume * kla_spec_field[species_name]
+        ) / np.sum(cell_volume)
+        cstar_spec[species_name] = np.sum(
+            cell_volume * cstar_spec_field[species_name]
+        ) / np.sum(cell_volume)
+
+    return kla_spec, cstar_spec, field_dict
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 7c8ae53f..fe17d9ab 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1,3 +1,4 @@
+import math
 import os
 import re
 
@@ -966,9 +967,78 @@ def read_cell_volumes(
     return cell_volumes, field_dict
 
 
+def _cross_reference_global_vars(
+    globalVars_dict: dict,
+) -> dict:
+    """
+    Resolve cross referencing in the globalVars dictionary read
+    so that all the values are float
+    """
+
+    cross_referenced_globalVars_dict = globalVars_dict.copy()
+
+    # capture $Variable references
+    var_pattern = re.compile(r"\$([A-Za-z0-9_]+)")
+
+    for key, value in globalVars_dict.items():
+        # Check if we need to do cross referencing
+        if isinstance(value, str) and value.startswith("#calc"):
+
+            # Extract expression inside quotes
+            expr = value.split('"', 1)[1].rsplit('"', 1)[0]
+
+            # Replace $Var with its numeric value from globalVars_dict
+            def repl(match):
+                varname = match.group(1)
+                if varname not in cross_referenced_globalVars_dict:
+                    raise KeyError(
+                        f"Variable '{varname}' not found for expression {expr}"
+                    )
+                return str(cross_referenced_globalVars_dict[varname])
+
+            expr = var_pattern.sub(repl, expr)
+
+            # Replace 'Foam::pow' with 'math.pow'
+            if "Foam::pow" in expr:
+                expr = expr.replace("Foam::pow", "math.pow")
+
+            if "pow" in expr:
+                indstr = [m.start() for m in re.finditer("pow", expr)]
+                new_expr = expr
+                count_replace = 0
+                for ind in indstr:
+                    if not "mat" in new_expr[ind - 6 : ind + 3]:
+                        tmp = new_expr
+                        new_expr = (
+                            tmp[: ind + 5 * count_replace]
+                            + "math.pow"
+                            + tmp[ind + 5 * count_replace + 3 :]
+                        )
+                        count_replace += 1
+                expr = new_expr
+            # Replace 'exp' with 'math.exp'
+            expr = expr.replace("exp", "math.exp")
+
+            try:
+                result = eval(expr, {"math": math})
+            except Exception as e:
+                raise RuntimeError(
+                    f"Error evaluating globalVars expression for {key}: {expr}"
+                ) from e
+
+            # Convert to int if whole number
+            if isinstance(result, float) and result.is_integer():
+                result = int(result)
+
+            cross_referenced_globalVars_dict[key] = result
+
+    return cross_referenced_globalVars_dict
+
+
 def read_global_vars(
     case_folder: str | None = None,
     filename: str | None = None,
+    cross_ref: bool = True,
 ) -> dict:
     """
     Read globarVars into a python dictionary
@@ -981,6 +1051,8 @@ def read_global_vars(
     filename: str | None
         Path to the globalVars file
         If None, using case_folder
+    cross_ref: bool
+        Do cross referencing to remove all the #calc stuff
 
     Returns
     ----------
@@ -1034,5 +1106,8 @@ def read_global_vars(
                     globalVars_dict[key] = val
                 except ValueError:
                     globalVars_dict[key] = value
+    if cross_ref:
+        # Remove the #calc stuff
+        globalVars_dict = _cross_reference_global_vars(globalVars_dict)
 
     return globalVars_dict
diff --git a/tests/io/test_read_global_vars.py b/tests/io/test_read_global_vars.py
index 8ba36ead..edc164c8 100644
--- a/tests/io/test_read_global_vars.py
+++ b/tests/io/test_read_global_vars.py
@@ -18,7 +18,9 @@ def test_read_global_vars():
         "loop_reactor_mixing",
     )
     # Read globalVars from case_folder path
-    globalVars_dict = read_global_vars(case_folder=case_folder)
+    globalVars_dict = read_global_vars(
+        case_folder=case_folder, cross_ref=False
+    )
     assert globalVars_dict["T0"] == 300
     assert (
         globalVars_dict["muMixLiq"]
@@ -40,7 +42,8 @@ def test_read_global_vars():
 
     # Read globalVars from globalVars filename
     globalVars_dict = read_global_vars(
-        filename=os.path.join(case_folder, "constant", "globalVars")
+        filename=os.path.join(case_folder, "constant", "globalVars"),
+        cross_ref=False,
     )
     assert globalVars_dict["T0"] == 300
     assert (
@@ -81,6 +84,27 @@ def test_read_global_vars():
     except FileNotFoundError:
         pass
 
+    # Test cross referencing
+    globalVars_dict = read_global_vars(case_folder=case_folder)
+    assert (
+        abs(abs(globalVars_dict["muMixLiq"] - 0.0008540578) / 0.0008540578)
+        < 1e-3
+    )
+    assert (
+        abs(
+            abs(globalVars_dict["D_CO2"] - 2.1437176189840984e-09)
+            / 2.1437176189840984e-09
+        )
+        < 1e-3
+    )
+    assert (
+        abs(
+            abs(globalVars_dict["He_CO2"] - 0.789805140591798)
+            / 0.789805140591798
+        )
+        < 1e-3
+    )
+
 
 if __name__ == "__main__":
     test_read_global_vars()

From c3a9ddd0690868d5948beb6d487532fe5aa6540d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 17:16:44 -0600
Subject: [PATCH 226/275] add instantaneous kla tests and docs

---
 .../data_conditional_mean/constant/globalVars |  59 +++++++++
 bird/postprocess/post_quantities.py           | 112 ++++++++++++++----
 bird/utilities/ofio.py                        |   6 +-
 tests/postprocess/test_post_quantities.py     |  57 +++++++++
 4 files changed, 208 insertions(+), 26 deletions(-)
 create mode 100644 bird/postprocess/data_conditional_mean/constant/globalVars

diff --git a/bird/postprocess/data_conditional_mean/constant/globalVars b/bird/postprocess/data_conditional_mean/constant/globalVars
new file mode 100644
index 00000000..2d944d37
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/globalVars
@@ -0,0 +1,59 @@
+//****** diffusion coeff ***********
+D_H2        1.2097e-8; //Ngu et al., Chem. Engg. Sci., 251, 2022, 117478
+D_CO2       5.3765e-9; //Ngu et al., Chem. Engg. Sci., 251, 2022, 117478
+D_CO        3.9518e-9; //Ngu et al., Chem. Engg. Sci., 251, 2022, 117478
+//****** Henry coeff ***************
+He_H2       0.02;
+He_CO       0.018;
+He_CO2      0.64;
+//****** molecular weight ***************
+Mw_CO2  0.044;//kg/mol
+Mw_CO   0.028;
+Mw_H2   0.002;
+//****Liquid properties**************
+CpMixLiq        4181;
+muMixLiq        0.001; // 1 cP  
+kThermLiq       0.62; // W/m-K
+rho0MixLiq      1000; // kg/m^3
+sigmaLiq        0.07; //surface tension N/m
+//*******inlet gas frac*************
+f_H2    0.07;
+f_CO2   0.70;
+f_CO    0.23;
+//*********************************
+LeLiqH2 #calc "$kThermLiq / $rho0MixLiq / $D_H2 / $CpMixLiq";
+LeLiqCO #calc "$kThermLiq / $rho0MixLiq / $D_CO / $CpMixLiq";
+LeLiqCO2 #calc "$kThermLiq / $rho0MixLiq / $D_CO2 / $CpMixLiq";
+LeLiqMix #calc "$f_H2*$LeLiqH2+$f_CO2*$LeLiqCO2+$f_CO*$LeLiqCO";
+//*********************************
+kH2 #calc "$D_H2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrH2 #calc "$muMixLiq*$CpMixLiq / $kH2";
+
+kCO #calc "$D_CO*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO #calc "$muMixLiq*$CpMixLiq / $kCO";
+
+kCO2 #calc "$D_CO2*$rho0MixLiq*$CpMixLiq*$LeLiqMix";
+PrCO2 #calc "$muMixLiq*$CpMixLiq / $kCO2";
+//*********************************
+HtBcol  10.0;
+DiaBcol 0.72;
+LiqHt   7.0;
+NPS 8;
+NPD 8;
+NPY 200;
+//*********************************
+T0 303.15;
+//P0 101325.0;
+P0 1.0E5;
+Pbot #calc "$P0+1000.0*$LiqHt*9.8";
+Pmid #calc "$P0+1000.0*0.5*$LiqHt*9.8";
+
+//bubble column cross-section divided by sparger area
+ArbyAs 2.0; 
+uSupVel 0.05;
+uGas #calc "$Pmid / $Pbot * $ArbyAs * $uSupVel";     
+A_Bcol #calc "3.14159 * $DiaBcol * $DiaBcol / 4.0";
+rho_gas #calc "$Pmid / 287.0 / $T0";
+mflowRate #calc "$uSupVel * $A_Bcol * $rho_gas";
+//mflowRate 4.5e-4;
+//*********************************
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index b7206f19..e98484fd 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -64,11 +64,13 @@ def _field_filter(
 def _get_ind_liq(
     case_folder: str,
     time_folder: str,
+    threshold: float=0.5,
     n_cells: int | None = None,
     field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
-    Get indices of pure liquid cells (where alpha.liquid > 0.5)
+    Get indices of pure liquid cells (where alpha.liquid > threshold)
+    Threshold is 0.5 by default
 
     Parameters
     ----------
@@ -76,6 +78,9 @@ def _get_ind_liq(
         Path to case folder
     time_folder: str
         Name of time folder to analyze
+    threshold: float
+        Liquid is when alpha_liq > threshold
+        Assumes threshold = 0.5 by default
     n_cells : int | None
         Number of cells in the domain.
         If None, it will deduced from the field reading
@@ -99,8 +104,10 @@ def _get_ind_liq(
         "time_folder": time_folder,
         "n_cells": n_cells,
     }
+    assert threshold <= 1
+    assert threshold >= 0
 
-    logger.warning("Assuming that alpha_liq > 0.5 denotes pure liquid")
+    logger.warning(f"Assuming that alpha_liq > {threshold} denotes pure liquid")
 
     # Compute indices of pure liquid
     if not ("ind_liq" in field_dict) or field_dict["ind_liq"] is None:
@@ -111,7 +118,7 @@ def _get_ind_liq(
             n_cells=n_cells,
             field_dict=field_dict,
         )
-        ind_liq = np.argwhere(alpha_liq > 0.5)
+        ind_liq = np.argwhere(alpha_liq > threshold)[:, 0]
         field_dict["ind_liq"] = ind_liq
     else:
         ind_liq = field_dict["ind_liq"]
@@ -122,11 +129,13 @@ def _get_ind_liq(
 def _get_ind_gas(
     case_folder: str,
     time_folder: str,
+    threshold: float=0.5,
     n_cells: int | None = None,
     field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
-    Get indices of pure gas cells (where alpha.liquid <= 0.5)
+    Get indices of pure gas cells (where alpha.liquid <= threshold)
+    Threshold is 0.5 by default
 
     Parameters
     ----------
@@ -134,6 +143,9 @@ def _get_ind_gas(
         Path to case folder
     time_folder: str
         Name of time folder to analyze
+    threshold: float
+        Gas is when alpha_liq <= threshold
+        Assumes threshold = 0.5 by default
     n_cells : int | None
         Number of cells in the domain.
         If None, it will deduced from the field reading
@@ -157,8 +169,10 @@ def _get_ind_gas(
         "time_folder": time_folder,
         "n_cells": n_cells,
     }
+    assert threshold <= 1
+    assert threshold >= 0
 
-    logger.warning("Assuming that alpha_liq <= 0.5 denotes pure gas")
+    logger.warning(f"Assuming that alpha_liq <= {threshold} denotes pure gas")
 
     # Compute indices of pure liquid
     if not ("ind_gas" in field_dict) or field_dict["ind_gas"] is None:
@@ -169,7 +183,7 @@ def _get_ind_gas(
             n_cells=n_cells,
             field_dict=field_dict,
         )
-        ind_gas = np.argwhere(alpha_liq <= 0.5)
+        ind_gas = np.argwhere(alpha_liq <= threshold)
         field_dict["ind_gas"] = ind_gas
     else:
         ind_gas = field_dict["ind_gas"]
@@ -297,9 +311,9 @@ def compute_gas_holdup(
        \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} (1-\alpha_{\rm liq}) dV
 
     where:
-      - :math:`V_{\rm liq, tot}` is the total volume of liquid
-      - :math:`\alpha_{\rm liq}` is the liquid phase volume fraction
-      - :math:`V` is the volume of the cells where :math:`\alpha_{\rm liq}` is measured
+      - :math:`V_{\rm liq, tot}` is the total volume of liquid in :math:`m^3` 
+      - :math:`\alpha_{\rm liq}` is the liquid phase volume fraction 
+      - :math:`V` is the volume of the cells where :math:`\alpha_{\rm liq}` is measured in :math:`m^3` 
 
     Parameters
     ----------
@@ -378,10 +392,10 @@ def compute_superficial_gas_velocity(
        \frac{1}{V_{\rm height, tot}} \int_{V_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dV
 
     where:
-      - :math:`V_{\rm height, tot}` is the total volume of cells near the axial location considered
+      - :math:`V_{\rm height, tot}` is the total volume of cells near the axial location considered in :math:`m^3` 
       - :math:`\alpha_{\rm gas}` is the gas phase volume fraction
-      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction
-      - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
+      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction in :math:`m.s^{-1}` 
+      - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered) in :math:`m^3` 
 
 
     With the paraview operations (`use_pv==True`)
@@ -390,10 +404,10 @@ def compute_superficial_gas_velocity(
        \frac{1}{S_{\rm height, tot}} \int_{S_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dS
 
     where:
-      - :math:`S_{\rm height, tot}` is the total area of the slice at the axial location considered and normal tot the direction considered
+      - :math:`S_{\rm height, tot}` is the total area of the slice at the axial location considered and normal tot the direction considered in :math:`m^2` 
       - :math:`\alpha_{\rm gas}` is the gas phase volume fraction
-      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction
-      - :math:`S_{\rm height}` is the local area of the slice where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered)
+      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction in :math:`m.s^{-1}` 
+      - :math:`S_{\rm height}` is the local area of the slice where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered) in :math:`m^2` 
 
 
     Parameters
@@ -824,9 +838,9 @@ def compute_ave_bubble_diam(
        \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} d_{\rm gas} dV
 
     where:
-      - :math:`V_{\rm liq, tot}` is the toal volume of liquid
-      - :math:`d_{\rm gas}` is the bubble diameter
-      - :math:`V_{\rm liq}` is the volume of liquid where :math:`d_{\rm gas}` is measured
+      - :math:`V_{\rm liq, tot}` is the toal volume of liquid in :math:`m^3` 
+      - :math:`d_{\rm gas}` is the bubble diameter in :math:`m` 
+      - :math:`V_{\rm liq}` is the volume of liquid where :math:`d_{\rm gas}` is measured in :math:`m^3` 
 
 
     Parameters
@@ -899,12 +913,44 @@ def compute_instantaneous_kla(
     field_dict: dict | None = None,
 ) -> tuple[dict, dict, dict]:
     r"""
-    Calculate kLa from instantaneous data (rather than doing a fit over time)
+    Calculate kLa and saturation concentration (Cstar) from instantaneous data (rather than doing a fit over time)
 
     .. math::
 
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} kLa_{\rm spec} dV
+
+    .. math::
+
+       kLa_{\rm spec} = (1.13\times 3600) Re^{1/2} \frac{\mu_{\rm liq}}{D_{\rm spec}^{1/2} \rho_{\rm liq}} \frac{D_{\rm spec}}{d_{\rm gas}} \frac{6}{d_{\rm gas}} \alpha_{\rm gas}
+
+    .. math::
+
+       Re = \frac{\rho_{\rm liq} |U_{\rm gas}-U_{\rm liq}| d_{\rm gas}}{\mu_{\rm liq}}
 
     where:
+      - :math:`kLa_{\rm spec}` is the mass transfer rate in :math:`h^{-1}`
+      - :math:`d_{\rm gas}` is the bubble diameter in :math:`m`
+      - :math:`\alpha_{\rm gas}` is the volume fraction of gas
+      - :math:`\mu_{\rm liq}` is the liquid viscosity in :math:`kg.m^{-1}.s^{-1}`
+      - :math:`\rho_{\rm liq}` is the liquid density in :math:`kg.m^{-3}`
+      - :math:`D_{\rm spec}` is the species diffusivity 
+      - :math:`|U_{\rm gas}-U_{\rm liq}|` is the magnitude of the slip velocity in :math:`m.s^{-1}`
+      - :math:`V_{\rm liq}` is the volume of liquid in :math:`m^3` 
+
+     .. math::
+
+       \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} C^*_{\rm spec} dV
+
+     .. math::
+
+       C^*_{\rm spec} = \rho_{\rm gas} Y_{\rm spec, gas} He_{\rm spec} / W_{\rm spec}     
+
+     and 
+      - :math:`C^{*}_{\rm spec}` is the saturation concentration of species spec in :math:`mol.m^{-3}`
+      - :math:`\rho_{\rm gas}` is the density of the gas in :math:`kg.m^{-3}`
+      - :math:`Y_{\rm spec, gas}` is the mass fraction of species spec in the gas phase
+      - :math:`He_{\rm spec}` is the Henry's constant of species spec
+      - :math:`W_{\rm spec}` is the molar mass of species spec in :math:`kg.mol^{-1}`
 
 
     Parameters
@@ -952,10 +998,27 @@ def compute_instantaneous_kla(
         "n_cells": n_cells,
     }
 
+    # Read globarVars into a python dict
+    # Replace all the #calc entries with their numeral values
     globalVars = read_global_vars(case_folder=case_folder, cross_ref=True)
 
+    # Check that global vars has the values we want and provide a useful error message otherwise
+    for species_name in species_names:
+        if not f"He_{species_name}" in globalVars:
+            err_msg = f"He_{species_name} was not found in globalVars."
+            err_msg += f'\nIf you add it, it should be looking like #calc "$H_{species_name}_298 * exp($DH_{species_name} *(1. / $T0 - 1./298.15))";'
+            raise KeyError(err_msg)
+        if not f"Mw_{species_name}" in globalVars:
+            err_msg = f"Mw_{species_name} was not found in globalVars."
+            err_msg += "\nIf you add it, it should be [kg/mol]"
+            raise KeyError(err_msg)
+        if not f"D_{species_name}" in globalVars:
+            err_msg = f"D_{species_name} was not found in globalVars."
+            err_msg += f'\nIf you add it, it should be looking like #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_{species_name},0.6)";'
+            raise KeyError(err_msg)
+
     # Get liquid domain
-    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, threshold=0.4, **kwargs)
 
     # Read all the fields
     alpha_gas, field_dict = read_field(
@@ -997,6 +1060,7 @@ def compute_instantaneous_kla(
         species_gas[species_name] = _field_filter(
             species_gas[species_name], ind=ind_liq, field_type="scalar"
         )
+
     mag_U_diff = np.sqrt(
         (U_gas[:, 0] - U_liq[:, 0]) ** 2
         + (U_gas[:, 1] - U_liq[:, 1]) ** 2
@@ -1019,10 +1083,10 @@ def compute_instantaneous_kla(
     cstar_spec_field = {}
     for species_name in species_names:
         cstar_spec_field[species_name] = (
-            rho_gas * species_gas[species_name]
-        ) / (
-            globalVars[f"Mw_{species_name}"] * globalVars[f"He_{species_name}"]
-        )
+            rho_gas
+            * species_gas[species_name]
+            * globalVars[f"He_{species_name}"]
+        ) / globalVars[f"Mw_{species_name}"]
 
     # Do volume average
     cell_volume, field_dict = read_cell_volumes(
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index fe17d9ab..5a72dbc2 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1041,7 +1041,7 @@ def read_global_vars(
     cross_ref: bool = True,
 ) -> dict:
     """
-    Read globarVars into a python dictionary
+    Read globalVars into a python dictionary
 
     Parameters
     ----------
@@ -1052,7 +1052,9 @@ def read_global_vars(
         Path to the globalVars file
         If None, using case_folder
     cross_ref: bool
-        Do cross referencing to remove all the #calc stuff
+        Do cross referencing or no
+        If True, all the `#calc` values from the python dict are replaced by their numeral values
+        If False, all the `#calc` values are stored as string
 
     Returns
     ----------
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index a2a93a6c..77fb6225 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -252,6 +252,63 @@ def test_ave_conc_liq():
     assert abs(ave_conc_h22 - ave_conc_h2) < 1e-12
 
 
+def test_instantaneous_kla():
+    """
+    Test for instantaneous kla calculation
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    field_dict = {}
+    kla_spec1, cstar_spec1, _ = compute_instantaneous_kla(
+        species_names=["CO2", "CO", "H2"],
+        case_folder=case_folder,
+        time_folder="79",
+        n_cells=None,
+        volume_time="1",
+    )
+    kla_spec2, cstar_spec2, _ = compute_instantaneous_kla(
+        species_names=["CO2"],
+        case_folder=case_folder,
+        time_folder="79",
+        n_cells=None,
+        volume_time="1",
+    )
+    # Make sure list of species allows to compute what we expect
+    assert abs(kla_spec2["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] < 1e-3
+    assert (
+        abs(cstar_spec2["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
+        < 1e-3
+    )
+    kla_spec3, cstar_spec3, _ = compute_instantaneous_kla(
+        species_names=["CO2"],
+        case_folder=case_folder,
+        time_folder="79",
+    )
+    # Make sure None arguments are correctly handled
+    assert abs(kla_spec3["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] < 1e-3
+    assert (
+        abs(cstar_spec3["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
+        < 1e-3
+    )
+    kla_spec4, cstar_spec4, _ = compute_instantaneous_kla(
+        species_names=["CO2"],
+        case_folder=case_folder,
+        time_folder="80",
+    )
+    # Make sure values change over time
+    assert abs(kla_spec4["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] > 1e-3
+    assert (
+        abs(cstar_spec4["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
+        > 1e-3
+    )
+
+
 if __name__ == "__main__":
     test_compute_superficial_gas_velocity()
     test_compute_gh()

From 995e64b70723dce2a5fdb7e85c94a3dedf209851 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 17:20:50 -0600
Subject: [PATCH 227/275] update bird version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index d245a317..6c4618ba 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.38"
+__version__ = "0.0.39"

From 21c0d978bbe37fff4223529eaf0fec674271778e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 17:36:52 -0600
Subject: [PATCH 228/275] fix units in doc

---
 bird/postprocess/post_quantities.py | 44 ++++++++++++++++-------------
 1 file changed, 24 insertions(+), 20 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index e98484fd..d984f0c5 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -64,7 +64,7 @@ def _field_filter(
 def _get_ind_liq(
     case_folder: str,
     time_folder: str,
-    threshold: float=0.5,
+    threshold: float = 0.5,
     n_cells: int | None = None,
     field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
@@ -107,7 +107,9 @@ def _get_ind_liq(
     assert threshold <= 1
     assert threshold >= 0
 
-    logger.warning(f"Assuming that alpha_liq > {threshold} denotes pure liquid")
+    logger.warning(
+        f"Assuming that alpha_liq > {threshold} denotes pure liquid"
+    )
 
     # Compute indices of pure liquid
     if not ("ind_liq" in field_dict) or field_dict["ind_liq"] is None:
@@ -129,7 +131,7 @@ def _get_ind_liq(
 def _get_ind_gas(
     case_folder: str,
     time_folder: str,
-    threshold: float=0.5,
+    threshold: float = 0.5,
     n_cells: int | None = None,
     field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
@@ -311,9 +313,9 @@ def compute_gas_holdup(
        \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} (1-\alpha_{\rm liq}) dV
 
     where:
-      - :math:`V_{\rm liq, tot}` is the total volume of liquid in :math:`m^3` 
-      - :math:`\alpha_{\rm liq}` is the liquid phase volume fraction 
-      - :math:`V` is the volume of the cells where :math:`\alpha_{\rm liq}` is measured in :math:`m^3` 
+      - :math:`V_{\rm liq, tot}` is the total volume of liquid in :math:`m^3`
+      - :math:`\alpha_{\rm liq}` is the liquid phase volume fraction
+      - :math:`V` is the volume of the cells where :math:`\alpha_{\rm liq}` is measured in :math:`m^3`
 
     Parameters
     ----------
@@ -392,10 +394,10 @@ def compute_superficial_gas_velocity(
        \frac{1}{V_{\rm height, tot}} \int_{V_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dV
 
     where:
-      - :math:`V_{\rm height, tot}` is the total volume of cells near the axial location considered in :math:`m^3` 
+      - :math:`V_{\rm height, tot}` is the total volume of cells near the axial location considered in :math:`m^3`
       - :math:`\alpha_{\rm gas}` is the gas phase volume fraction
-      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction in :math:`m.s^{-1}` 
-      - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered) in :math:`m^3` 
+      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction in :math:`m.s^{-1}`
+      - :math:`V_{\rm height}` is the local volume of the cells where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered) in :math:`m^3`
 
 
     With the paraview operations (`use_pv==True`)
@@ -404,10 +406,10 @@ def compute_superficial_gas_velocity(
        \frac{1}{S_{\rm height, tot}} \int_{S_{\rm height}}  U_{\rm gas} \alpha_{\rm gas} dS
 
     where:
-      - :math:`S_{\rm height, tot}` is the total area of the slice at the axial location considered and normal tot the direction considered in :math:`m^2` 
+      - :math:`S_{\rm height, tot}` is the total area of the slice at the axial location considered and normal tot the direction considered in :math:`m^2`
       - :math:`\alpha_{\rm gas}` is the gas phase volume fraction
-      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction in :math:`m.s^{-1}` 
-      - :math:`S_{\rm height}` is the local area of the slice where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered) in :math:`m^2` 
+      - :math:`U_{\rm gas}` is the gas phase velocity along the axial direction in :math:`m.s^{-1}`
+      - :math:`S_{\rm height}` is the local area of the slice where :math:`U_{\rm gas} \alpha_{\rm gas}` is measured (near the axial location considered) in :math:`m^2`
 
 
     Parameters
@@ -838,9 +840,9 @@ def compute_ave_bubble_diam(
        \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} d_{\rm gas} dV
 
     where:
-      - :math:`V_{\rm liq, tot}` is the toal volume of liquid in :math:`m^3` 
-      - :math:`d_{\rm gas}` is the bubble diameter in :math:`m` 
-      - :math:`V_{\rm liq}` is the volume of liquid where :math:`d_{\rm gas}` is measured in :math:`m^3` 
+      - :math:`V_{\rm liq, tot}` is the toal volume of liquid in :math:`m^3`
+      - :math:`d_{\rm gas}` is the bubble diameter in :math:`m`
+      - :math:`V_{\rm liq}` is the volume of liquid where :math:`d_{\rm gas}` is measured in :math:`m^3`
 
 
     Parameters
@@ -933,9 +935,9 @@ def compute_instantaneous_kla(
       - :math:`\alpha_{\rm gas}` is the volume fraction of gas
       - :math:`\mu_{\rm liq}` is the liquid viscosity in :math:`kg.m^{-1}.s^{-1}`
       - :math:`\rho_{\rm liq}` is the liquid density in :math:`kg.m^{-3}`
-      - :math:`D_{\rm spec}` is the species diffusivity 
+      - :math:`D_{\rm spec}` is the species diffusivity in :math:`m^2.s^{-1}`
       - :math:`|U_{\rm gas}-U_{\rm liq}|` is the magnitude of the slip velocity in :math:`m.s^{-1}`
-      - :math:`V_{\rm liq}` is the volume of liquid in :math:`m^3` 
+      - :math:`V_{\rm liq}` is the volume of liquid in :math:`m^3`
 
      .. math::
 
@@ -943,9 +945,9 @@ def compute_instantaneous_kla(
 
      .. math::
 
-       C^*_{\rm spec} = \rho_{\rm gas} Y_{\rm spec, gas} He_{\rm spec} / W_{\rm spec}     
+       C^*_{\rm spec} = \rho_{\rm gas} Y_{\rm spec, gas} He_{\rm spec} / W_{\rm spec}
 
-     and 
+     and
       - :math:`C^{*}_{\rm spec}` is the saturation concentration of species spec in :math:`mol.m^{-3}`
       - :math:`\rho_{\rm gas}` is the density of the gas in :math:`kg.m^{-3}`
       - :math:`Y_{\rm spec, gas}` is the mass fraction of species spec in the gas phase
@@ -1018,7 +1020,9 @@ def compute_instantaneous_kla(
             raise KeyError(err_msg)
 
     # Get liquid domain
-    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, threshold=0.4, **kwargs)
+    ind_liq, field_dict = _get_ind_liq(
+        field_dict=field_dict, threshold=0.4, **kwargs
+    )
 
     # Read all the fields
     alpha_gas, field_dict = read_field(

From fdd0b7994cbd701a3345e2ec76e5244a15f8a907 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 18:08:43 -0600
Subject: [PATCH 229/275] fix kla doc

---
 bird/postprocess/post_quantities.py | 37 ++++++++++++++++++-----------
 1 file changed, 23 insertions(+), 14 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index d984f0c5..c9475d53 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -915,7 +915,11 @@ def compute_instantaneous_kla(
     field_dict: dict | None = None,
 ) -> tuple[dict, dict, dict]:
     r"""
-    Calculate kLa and saturation concentration (Cstar) from instantaneous data (rather than doing a fit over time)
+    Calculate :math:`kLa_{\rm spec}` and saturation concentration (:math:`C^*_{\rm spec}`) for a list of species from instantaneous data (rather than doing a fit over time).
+
+    :math:`kLa_{\rm spec}` for the species computed from Eq 7 and 8 in "Computational fluid dynamics study of full-scale aerobic bioreactors: Evaluation of gas–liquid mass transfer, oxygen uptake, and dynamic oxygen distribution", M. J. Rahimi, H. Sitaraman, D. Humbird, J. J. Stickel, Chem. Eng. Research and Design, Vol. 139, pp 293-295, 2018.
+
+
 
     .. math::
 
@@ -923,11 +927,15 @@ def compute_instantaneous_kla(
 
     .. math::
 
-       kLa_{\rm spec} = (1.13\times 3600) Re^{1/2} \frac{\mu_{\rm liq}}{D_{\rm spec}^{1/2} \rho_{\rm liq}} \frac{D_{\rm spec}}{d_{\rm gas}} \frac{6}{d_{\rm gas}} \alpha_{\rm gas}
+       kLa_{\rm spec} = 3600 \sqrt{\frac{4 D_{\rm spec} |u_{\rm slip}|}{\pi d_{\rm gas}}} \frac{6 \alpha_{\rm gas}}{d_{\rm gas}}
+
+    .. math::
+
+       kLa_{\rm spec} = (\frac{2}{\pi^{1/2}} \times 3600) Re^{1/2} \frac{\mu_{\rm liq}^{1/2}}{D_{\rm spec}^{1/2} \rho_{\rm liq}^{1/2}} \frac{D_{\rm spec}}{d_{\rm gas}} \frac{6}{d_{\rm gas}} \alpha_{\rm gas}
 
     .. math::
 
-       Re = \frac{\rho_{\rm liq} |U_{\rm gas}-U_{\rm liq}| d_{\rm gas}}{\mu_{\rm liq}}
+       Re = \frac{\rho_{\rm liq} |u_{\rm slip}| d_{\rm gas}}{\mu_{\rm liq}}
 
     where:
       - :math:`kLa_{\rm spec}` is the mass transfer rate in :math:`h^{-1}`
@@ -935,14 +943,16 @@ def compute_instantaneous_kla(
       - :math:`\alpha_{\rm gas}` is the volume fraction of gas
       - :math:`\mu_{\rm liq}` is the liquid viscosity in :math:`kg.m^{-1}.s^{-1}`
       - :math:`\rho_{\rm liq}` is the liquid density in :math:`kg.m^{-3}`
-      - :math:`D_{\rm spec}` is the species diffusivity in :math:`m^2.s^{-1}`
-      - :math:`|U_{\rm gas}-U_{\rm liq}|` is the magnitude of the slip velocity in :math:`m.s^{-1}`
+      - :math:`D_{\rm spec}` is the species molecular diffusivity in :math:`m^2.s^{-1}`
+      - :math:`|u_{\rm slip}|` is the magnitude of the slip velocity in :math:`m.s^{-1}`
       - :math:`V_{\rm liq}` is the volume of liquid in :math:`m^3`
 
      .. math::
 
        \frac{1}{V_{\rm liq, tot}} \int_{V_{\rm liq}} C^*_{\rm spec} dV
 
+    :math:`C^*_{\rm spec}` computed from Eq 10 in "Computational fluid dynamics study of full-scale aerobic bioreactors: Evaluation of gas–liquid mass transfer, oxygen uptake, and dynamic oxygen distribution", M. J. Rahimi, H. Sitaraman, D. Humbird, J. J. Stickel, Chem. Eng. Research and Design, Vol. 139, pp 293-295, 2018.
+
      .. math::
 
        C^*_{\rm spec} = \rho_{\rm gas} Y_{\rm spec, gas} He_{\rm spec} / W_{\rm spec}
@@ -1020,9 +1030,7 @@ def compute_instantaneous_kla(
             raise KeyError(err_msg)
 
     # Get liquid domain
-    ind_liq, field_dict = _get_ind_liq(
-        field_dict=field_dict, threshold=0.4, **kwargs
-    )
+    ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
     # Read all the fields
     alpha_gas, field_dict = read_field(
@@ -1054,6 +1062,7 @@ def compute_instantaneous_kla(
 
     # Only compute over the liquid
     alpha_gas = _field_filter(alpha_gas, ind=ind_liq, field_type="scalar")
+    alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
     rho_liq = _field_filter(rho_liq, ind=ind_liq, field_type="scalar")
     rho_gas = _field_filter(rho_gas, ind=ind_liq, field_type="scalar")
     U_gas = _field_filter(U_gas, ind=ind_liq, field_type="vector")
@@ -1076,13 +1085,13 @@ def compute_instantaneous_kla(
     kla_spec_field = {}
     for species_name in species_names:
         kla_spec_field[species_name] = (
-            1.13
+            (2 / np.pi**0.5)
+            * 3600
             * (Re**0.5)
             * (((mu_liq / rho_liq) / globalVars[f"D_{species_name}"]) ** 0.5)
             * (globalVars[f"D_{species_name}"] / d_gas)
             * (6.0 / d_gas)
             * alpha_gas
-            * 3600
         )
     cstar_spec_field = {}
     for species_name in species_names:
@@ -1102,10 +1111,10 @@ def compute_instantaneous_kla(
     cstar_spec = {}
     for species_name in species_names:
         kla_spec[species_name] = np.sum(
-            cell_volume * kla_spec_field[species_name]
-        ) / np.sum(cell_volume)
+            cell_volume * alpha_liq * kla_spec_field[species_name]
+        ) / np.sum(cell_volume * alpha_liq)
         cstar_spec[species_name] = np.sum(
-            cell_volume * cstar_spec_field[species_name]
-        ) / np.sum(cell_volume)
+            cell_volume * alpha_liq * cstar_spec_field[species_name]
+        ) / np.sum(cell_volume * alpha_liq)
 
     return kla_spec, cstar_spec, field_dict

From c38ac33f38dd6c97314af0f630ed2b531a925bac Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 18:20:34 -0600
Subject: [PATCH 230/275] fix the tolerance and improve docs

---
 bird/postprocess/post_quantities.py       |  2 +-
 tests/postprocess/test_post_quantities.py | 12 ++++++------
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index c9475d53..a136f123 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1062,7 +1062,7 @@ def compute_instantaneous_kla(
 
     # Only compute over the liquid
     alpha_gas = _field_filter(alpha_gas, ind=ind_liq, field_type="scalar")
-    alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
+    alpha_liq = 1 - alpha_gas
     rho_liq = _field_filter(rho_liq, ind=ind_liq, field_type="scalar")
     rho_gas = _field_filter(rho_gas, ind=ind_liq, field_type="scalar")
     U_gas = _field_filter(U_gas, ind=ind_liq, field_type="vector")
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 77fb6225..904a5bc3 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -280,10 +280,10 @@ def test_instantaneous_kla():
         volume_time="1",
     )
     # Make sure list of species allows to compute what we expect
-    assert abs(kla_spec2["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] < 1e-3
+    assert abs(kla_spec2["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] < 1e-6
     assert (
         abs(cstar_spec2["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
-        < 1e-3
+        < 1e-6
     )
     kla_spec3, cstar_spec3, _ = compute_instantaneous_kla(
         species_names=["CO2"],
@@ -291,10 +291,10 @@ def test_instantaneous_kla():
         time_folder="79",
     )
     # Make sure None arguments are correctly handled
-    assert abs(kla_spec3["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] < 1e-3
+    assert abs(kla_spec3["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] < 1e-6
     assert (
         abs(cstar_spec3["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
-        < 1e-3
+        < 1e-6
     )
     kla_spec4, cstar_spec4, _ = compute_instantaneous_kla(
         species_names=["CO2"],
@@ -302,10 +302,10 @@ def test_instantaneous_kla():
         time_folder="80",
     )
     # Make sure values change over time
-    assert abs(kla_spec4["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] > 1e-3
+    assert abs(kla_spec4["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] > 1e-6
     assert (
         abs(cstar_spec4["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
-        > 1e-3
+        > 1e-6
     )
 
 

From 83447022be43bf84ee57891cd04c8e24b4649d59 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 18:20:55 -0600
Subject: [PATCH 231/275] ignore htmlcov in case it was generated

---
 .github/linters/.codespellrc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/linters/.codespellrc b/.github/linters/.codespellrc
index 11311016..5a945dd1 100644
--- a/.github/linters/.codespellrc
+++ b/.github/linters/.codespellrc
@@ -1,3 +1,3 @@
 [codespell]
-skip = None, .git,OFsolvers,*.pdf, tutorial_cases,experimental_cases,build,_build,__pycache__,data_conditional_mean,Figures,assets
+skip = None, .git,OFsolvers,*.pdf, tutorial_cases,experimental_cases,build,_build,__pycache__,data_conditional_mean,Figures,assets,htmlcov
 ignore-words = .github/linters/.codespell-ignore-words

From 17355eea469c398ac944489b187298280959d83a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Mon, 22 Sep 2025 18:21:57 -0600
Subject: [PATCH 232/275] update bird version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 6c4618ba..7b1b5e3f 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.39"
+__version__ = "0.0.40"

From 5c52777ec29364450aee4081522b3839a4a70511 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 26 Sep 2025 18:14:28 -0600
Subject: [PATCH 233/275] move python interface tut outside of postprocess

---
 .../postprocess}/python_interface_tut.py            | 13 +++++++++++++
 1 file changed, 13 insertions(+)
 rename {bird/postprocess/data_conditional_mean => tutorial_cases/postprocess}/python_interface_tut.py (86%)

diff --git a/bird/postprocess/data_conditional_mean/python_interface_tut.py b/tutorial_cases/postprocess/python_interface_tut.py
similarity index 86%
rename from bird/postprocess/data_conditional_mean/python_interface_tut.py
rename to tutorial_cases/postprocess/python_interface_tut.py
index f30d3707..085713db 100644
--- a/bird/postprocess/data_conditional_mean/python_interface_tut.py
+++ b/tutorial_cases/postprocess/python_interface_tut.py
@@ -6,6 +6,11 @@
 
 case_folder = os.path.join(
     Path(__file__).parent,
+    "..",
+    "..",
+    "bird",
+    "postprocess",
+    "data_conditional_mean",
 )
 
 # Read cell centers
@@ -70,6 +75,14 @@
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
+kla, cstar, field_dict = compute_instantaneous_kla(
+    species_names=["CO2"],
+    field_dict=field_dict,
+    **kwargs,
+)
+print("fields stored = ", list(field_dict.keys()))
+print(f"Reactor averaged kLa = {kla['CO2']:.4g} h-1")
+print(f"Reactor averaged cstar_co2 = {cstar['CO2']:.4g} mol/m3")
 diam, field_dict = compute_ave_bubble_diam(field_dict=field_dict, **kwargs)
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged bubble diameter = {diam:.4g} m")

From 19481837f304284a34945375622664d54b153056 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 26 Sep 2025 18:15:09 -0600
Subject: [PATCH 234/275] do not average kla over alpha liq times cell volume

---
 bird/postprocess/post_quantities.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index a136f123..15a91515 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1111,8 +1111,8 @@ def compute_instantaneous_kla(
     cstar_spec = {}
     for species_name in species_names:
         kla_spec[species_name] = np.sum(
-            cell_volume * alpha_liq * kla_spec_field[species_name]
-        ) / np.sum(cell_volume * alpha_liq)
+            cell_volume * kla_spec_field[species_name]
+        ) / np.sum(cell_volume)
         cstar_spec[species_name] = np.sum(
             cell_volume * alpha_liq * cstar_spec_field[species_name]
         ) / np.sum(cell_volume * alpha_liq)

From 1f275c9786a524c48679a58514ef9cd5baafbf9b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 26 Sep 2025 18:15:24 -0600
Subject: [PATCH 235/275] adjust tutorial accordingly

---
 docs/source/python_interface_tut.rst | 19 ++++++++++++++++---
 1 file changed, 16 insertions(+), 3 deletions(-)

diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index 2450524b..69e05dbd 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -14,7 +14,7 @@ The tutorial assumes you have created and activated the ``bird`` environment and
 
 The case and the data correspond to a coflowing bubble column.
 
-This tutorial is code-along, meaning to that you can execute the commands listed in the code-blocks. You can also execute the entirety of the tutorial in ``$DCM_CASE/python_interface_tut.py``
+This tutorial is code-along, meaning to that you can execute the commands listed in the code-blocks. You can also execute the entirety of the tutorial by doing ``python ${BIRD_HOME}/../tutorial_cases/postprocess/python_interface_tut.py``
 
 Reading fields
 ------------
@@ -103,6 +103,7 @@ A typical example is that one would want to compute at time 80
 2. superficial velocity (``sup_vel``)
 3. reactor volume averaged mass fraction of CO2 in the liquid phase (``y_ave_co2``)
 4. reactor volume averaged concentration of CO2 in the liquid phase (``c_ave_co2``)
+4. reactor volume averaged kLa for CO2 and saturation concentration for CO2 (``kla`` and ``cstar``)
 5. Reactor averaged bubble diameter (``diam``)
 
 Several of these quantities, will require reading and processing the same fields. For example, both ``y_ave_co2`` and ``c_ave_co2`` require to read ``CO2.liquid``. To avoid re-reading the same fields, we store the fields in ``field_dict`` that allows to reuse fields when possible.
@@ -143,7 +144,16 @@ Several of these quantities, will require reading and processing the same fields
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Reactor averaged [CO2] = {c_ave_co2:.4g} mol/m3")
-   
+
+   kla, cstar, field_dict = compute_instantaneous_kla(
+       species_names=["CO2"],
+       field_dict=field_dict,
+       **kwargs,
+   )
+   print("fields stored = ", list(field_dict.keys()))
+   print(f"Reactor averaged kLa = {kla['CO2']:.4g} h-1")
+   print(f"Reactor averaged cstar_co2 = {cstar['CO2']:.4g} mol/m3")   
+ 
    # Compute reactor-averaged bubble diameter
    diam, field_dict = compute_ave_bubble_diam(
        field_dict=field_dict, **kwargs
@@ -166,7 +176,10 @@ This should generate the following
    Reactor averaged YCO2 = 0.0002948
    fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_height_4.6', 'CO2.liquid', 'rho_liq']
    Reactor averaged [CO2] = 6.698 mol/m3
-   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_height_4.6', 'CO2.liquid', 'rho_liq', 'd.gas']
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_location_4.6', 'CO2.liquid', 'rho_liq', 'thermo:rho.liquid', 'thermo:rho.gas', 'U.liquid', 'd.gas', 'thermo:mu.liquid', 'CO2.gas']
+   Reactor averaged kLa = 258.4 h-1
+   Reactor averaged cstar_co2 = 6.878 mol/m3
+   fields stored =  ['cell_centers', 'alpha.liquid', 'ind_liq', 'V', 'alpha.gas', 'U.gas', 'ind_location_4.6', 'CO2.liquid', 'rho_liq', 'thermo:rho.liquid', 'thermo:rho.gas', 'U.liquid', 'd.gas', 'thermo:mu.liquid', 'CO2.gas']
    Reactor averaged bubble diameter = 0.008497 m
 
 

From 420e9f7571555eaa2a59c719b7e61769cab0f541 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 26 Sep 2025 18:16:44 -0600
Subject: [PATCH 236/275] Use T0 from globalVars to define temperature

---
 .../disengagement/bubble_column_pbe_20L/0.orig/T.gas          | 4 +++-
 .../disengagement/bubble_column_pbe_20L/0.orig/T.liquid       | 4 +++-
 tutorial_cases/bubble_column_20L/0.orig/T.gas                 | 4 +++-
 tutorial_cases/bubble_column_20L/0.orig/T.liquid              | 4 +++-
 tutorial_cases/loop_reactor_mixing/0.orig/T.gas               | 4 +++-
 tutorial_cases/loop_reactor_mixing/0.orig/T.liquid            | 4 +++-
 tutorial_cases/loop_reactor_reacting/0.orig/T.gas             | 4 +++-
 tutorial_cases/loop_reactor_reacting/0.orig/T.liquid          | 4 +++-
 8 files changed, 24 insertions(+), 8 deletions(-)

diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.gas b/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.gas
index bf0199a0..1202c340 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.gas
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.gas
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.liquid b/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.liquid
index 7101ea31..d6c1836a 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.liquid
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/0.orig/T.liquid
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/tutorial_cases/bubble_column_20L/0.orig/T.gas b/tutorial_cases/bubble_column_20L/0.orig/T.gas
index bf0199a0..1202c340 100644
--- a/tutorial_cases/bubble_column_20L/0.orig/T.gas
+++ b/tutorial_cases/bubble_column_20L/0.orig/T.gas
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/tutorial_cases/bubble_column_20L/0.orig/T.liquid b/tutorial_cases/bubble_column_20L/0.orig/T.liquid
index 7101ea31..d6c1836a 100644
--- a/tutorial_cases/bubble_column_20L/0.orig/T.liquid
+++ b/tutorial_cases/bubble_column_20L/0.orig/T.liquid
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/tutorial_cases/loop_reactor_mixing/0.orig/T.gas b/tutorial_cases/loop_reactor_mixing/0.orig/T.gas
index bf0199a0..1202c340 100644
--- a/tutorial_cases/loop_reactor_mixing/0.orig/T.gas
+++ b/tutorial_cases/loop_reactor_mixing/0.orig/T.gas
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/tutorial_cases/loop_reactor_mixing/0.orig/T.liquid b/tutorial_cases/loop_reactor_mixing/0.orig/T.liquid
index 7101ea31..d6c1836a 100644
--- a/tutorial_cases/loop_reactor_mixing/0.orig/T.liquid
+++ b/tutorial_cases/loop_reactor_mixing/0.orig/T.liquid
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/tutorial_cases/loop_reactor_reacting/0.orig/T.gas b/tutorial_cases/loop_reactor_reacting/0.orig/T.gas
index bf0199a0..1202c340 100644
--- a/tutorial_cases/loop_reactor_reacting/0.orig/T.gas
+++ b/tutorial_cases/loop_reactor_reacting/0.orig/T.gas
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {
diff --git a/tutorial_cases/loop_reactor_reacting/0.orig/T.liquid b/tutorial_cases/loop_reactor_reacting/0.orig/T.liquid
index 7101ea31..d6c1836a 100644
--- a/tutorial_cases/loop_reactor_reacting/0.orig/T.liquid
+++ b/tutorial_cases/loop_reactor_reacting/0.orig/T.liquid
@@ -15,7 +15,9 @@ FoamFile
 
 dimensions      [0 0 0 1 0 0 0];
 
-internalField   uniform 300;
+#include "${FOAM_CASE}/constant/globalVars"
+
+internalField   uniform $T0;
 
 boundaryField
 {

From 324f780e450bd99c8f95d7dd2a98a6bb4403ad0b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 11:32:28 -0600
Subject: [PATCH 237/275] handle missing d.gas

---
 bird/postprocess/post_quantities.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 15a91515..45d00d22 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -912,6 +912,7 @@ def compute_instantaneous_kla(
     species_names: list[str],
     n_cells: int | None = None,
     volume_time: str | None = None,
+    constant_bubble_diameter: float | None = None,
     field_dict: dict | None = None,
 ) -> tuple[dict, dict, dict]:
     r"""
@@ -979,6 +980,9 @@ def compute_instantaneous_kla(
     volume_time : str | None
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
+    constant_bubble_diameter : float | None
+        Constant bubble diameter value to handle missing d.gas
+        If None, reads d.gas
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -1048,9 +1052,12 @@ def compute_instantaneous_kla(
     U_liq, field_dict = read_field(
         field_name="U.liquid", field_dict=field_dict, **kwargs
     )
-    d_gas, field_dict = read_field(
-        field_name="d.gas", field_dict=field_dict, **kwargs
-    )
+    try:
+        d_gas, field_dict = read_field(
+            field_name="d.gas", field_dict=field_dict, **kwargs
+        )
+    except FileNotFoundError:
+        d_gas = constant_diameter
     mu_liq, field_dict = read_field(
         field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
     )

From 28cb572485580733d280a8e99b16a8d8d92349a1 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 11:34:35 -0600
Subject: [PATCH 238/275] specify units

---
 bird/postprocess/post_quantities.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 45d00d22..65d5876a 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -981,7 +981,7 @@ def compute_instantaneous_kla(
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
     constant_bubble_diameter : float | None
-        Constant bubble diameter value to handle missing d.gas
+        Constant bubble diameter value (in m) to handle missing d.gas
         If None, reads d.gas
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities

From bba709368d06f70f049615c84d7dc82316ffff28 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 11:35:33 -0600
Subject: [PATCH 239/275] fix argument passed

---
 bird/postprocess/post_quantities.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 65d5876a..d9a2243b 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1057,7 +1057,7 @@ def compute_instantaneous_kla(
             field_name="d.gas", field_dict=field_dict, **kwargs
         )
     except FileNotFoundError:
-        d_gas = constant_diameter
+        d_gas = constant_bubble_diameter
     mu_liq, field_dict = read_field(
         field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
     )

From 6b0b1288c672173c1fd43f6b9f32b8ecf59de534 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 16:53:44 -0600
Subject: [PATCH 240/275] force outputting of mu.liquid

---
 .../bubble_column_pbe_20L/system/controlDict     |  6 ++++++
 .../FlatPanel_250L_ASU/system/controlDict        |  7 +++++++
 tutorial_cases/airlift_40m/system/controlDict    | 16 ++++++++++++++++
 .../bubble_column_20L/system/controlDict         |  2 ++
 .../loop_reactor_mixing/system/controlDict       |  7 +++----
 .../loop_reactor_reacting/system/controlDict     | 12 ++++++------
 tutorial_cases/stirred_tank/system/controlDict   | 11 +++++++++++
 7 files changed, 51 insertions(+), 10 deletions(-)

diff --git a/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict b/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict
index 0f3246f2..64dfc486 100644
--- a/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict
+++ b/experimental_cases/disengagement/bubble_column_pbe_20L/system/controlDict
@@ -53,6 +53,12 @@ maxDeltaT       0.0005;
 
 functions
 {
+
+    #includeFunc    writeObjects(d.gas)
+    #includeFunc    writeObjects(thermo:rho.gas)
+    #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
+    #includeFunc    writeObjects(thermo:mu.liquid)
     disengagement
     {
         type            disengagement;
diff --git a/tutorial_cases/FlatPanel_250L_ASU/system/controlDict b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
index baa693c3..40167ce4 100644
--- a/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
+++ b/tutorial_cases/FlatPanel_250L_ASU/system/controlDict
@@ -50,8 +50,15 @@ maxCo           0.3;
 
 maxDeltaT       1;
 
+
 functions
 {
+
+    #includeFunc    writeObjects(d.gas)
+    #includeFunc    writeObjects(thermo:rho.gas)
+    #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
     #includeFunc fieldAverage(U.gas, U.liquid, alpha.gas, p)
 }
 
diff --git a/tutorial_cases/airlift_40m/system/controlDict b/tutorial_cases/airlift_40m/system/controlDict
index b9bba7f4..8748e2a7 100644
--- a/tutorial_cases/airlift_40m/system/controlDict
+++ b/tutorial_cases/airlift_40m/system/controlDict
@@ -51,6 +51,22 @@ maxCo           0.3;
 
 maxDeltaT       1;
 
+functions
+{
+
+    #includeFunc    writeObjects(d.gas)
+    #includeFunc    writeObjects(thermo:rho.gas)
+    #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
+
+}
+//functions
+//{
+//    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
+//}
+
+
 /*functions
 {
     writeFields
diff --git a/tutorial_cases/bubble_column_20L/system/controlDict b/tutorial_cases/bubble_column_20L/system/controlDict
index ef313841..55951723 100644
--- a/tutorial_cases/bubble_column_20L/system/controlDict
+++ b/tutorial_cases/bubble_column_20L/system/controlDict
@@ -57,6 +57,8 @@ functions
     #includeFunc    writeObjects(d.gas)
     #includeFunc    writeObjects(thermo:rho.gas)
     #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
 
     fieldAverage
     {
diff --git a/tutorial_cases/loop_reactor_mixing/system/controlDict b/tutorial_cases/loop_reactor_mixing/system/controlDict
index 204a8cbe..f4665ed8 100644
--- a/tutorial_cases/loop_reactor_mixing/system/controlDict
+++ b/tutorial_cases/loop_reactor_mixing/system/controlDict
@@ -57,11 +57,10 @@ functions
     #includeFunc    writeObjects(d.gas)
     #includeFunc    writeObjects(thermo:rho.gas)
     #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
+    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
 }
-//functions
-//{
-//    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
-//}
 
 
 // ************************************************************************* //
diff --git a/tutorial_cases/loop_reactor_reacting/system/controlDict b/tutorial_cases/loop_reactor_reacting/system/controlDict
index 99054d1c..5bf125c6 100644
--- a/tutorial_cases/loop_reactor_reacting/system/controlDict
+++ b/tutorial_cases/loop_reactor_reacting/system/controlDict
@@ -50,17 +50,17 @@ maxCo           0.5;
 
 maxDeltaT       0.01;
 
+
 functions
 {
-   
-    //#includeFunc    writeObjects(d.gas)
+
+    #includeFunc    writeObjects(d.gas)
     #includeFunc    writeObjects(thermo:rho.gas)
     #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
+    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
 }
-//functions
-//{
-//    #includeFunc fieldAverage(U.air, U.water, alpha.air, p)
-//}
 
 
 // ************************************************************************* //
diff --git a/tutorial_cases/stirred_tank/system/controlDict b/tutorial_cases/stirred_tank/system/controlDict
index 0f981f30..b207a82e 100644
--- a/tutorial_cases/stirred_tank/system/controlDict
+++ b/tutorial_cases/stirred_tank/system/controlDict
@@ -51,6 +51,17 @@ maxCo           0.5;
 
 maxDeltaT       1;
 
+
+functions
+{
+
+    #includeFunc    writeObjects(d.gas)
+    #includeFunc    writeObjects(thermo:rho.gas)
+    #includeFunc    writeObjects(thermo:rho.liquid)
+    #includeFunc    writeObjects(thermo:mu.liquid)
+    #includeFunc    writeObjects(thermo:mu.gas)
+}
+
 /*functions
 {
     writeFields

From cf61a60ccf79df3170d37c4f4b9166cd25b66b6f Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 16:56:29 -0600
Subject: [PATCH 241/275] read bubble diameter from phaseProperties is needed

---
 bird/postprocess/post_quantities.py | 22 ++++----
 bird/utilities/ofio.py              | 78 +++++++++++++++++++++++++++++
 tests/io/test_read_foam_fields.py   | 56 ++++++++++++++++++++-
 3 files changed, 142 insertions(+), 14 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index d9a2243b..515907e5 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -884,7 +884,7 @@ def compute_ave_bubble_diam(
     alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    d_gas, field_dict = read_field(
+    d_gas, field_dict = read_bubble_diameter(
         field_name="d.gas", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
@@ -909,10 +909,9 @@ def compute_ave_bubble_diam(
 def compute_instantaneous_kla(
     case_folder: str,
     time_folder: str,
-    species_names: list[str],
+    species_names: str | list[str],
     n_cells: int | None = None,
     volume_time: str | None = None,
-    constant_bubble_diameter: float | None = None,
     field_dict: dict | None = None,
 ) -> tuple[dict, dict, dict]:
     r"""
@@ -972,7 +971,7 @@ def compute_instantaneous_kla(
         Path to case folder
     time_folder: str
         Name of time folder to analyze
-    species_names: list[str]
+    species_names: str | list[str]
         List of species name for which to compute kla
     n_cells : int | None
         Number of cells in the domain.
@@ -980,9 +979,6 @@ def compute_instantaneous_kla(
     volume_time : str | None
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
-    constant_bubble_diameter : float | None
-        Constant bubble diameter value (in m) to handle missing d.gas
-        If None, reads d.gas
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -1002,6 +998,9 @@ def compute_instantaneous_kla(
     if field_dict is None:
         field_dict = {}
 
+    if isinstance(species_names, "str"):
+        species_names = [species_names]
+
     # Read relevant fields
     kwargs = {
         "case_folder": case_folder,
@@ -1052,12 +1051,9 @@ def compute_instantaneous_kla(
     U_liq, field_dict = read_field(
         field_name="U.liquid", field_dict=field_dict, **kwargs
     )
-    try:
-        d_gas, field_dict = read_field(
-            field_name="d.gas", field_dict=field_dict, **kwargs
-        )
-    except FileNotFoundError:
-        d_gas = constant_bubble_diameter
+    d_gas, field_dict = read_bubble_diameter(
+        field_name="d.gas", field_dict=field_dict, **kwargs
+    )
     mu_liq, field_dict = read_field(
         field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
     )
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 5a72dbc2..fbbcb0f7 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -967,6 +967,84 @@ def read_cell_volumes(
     return cell_volumes, field_dict
 
 
+def read_bubble_diameter(
+    case_folder: str,
+    time_folder: str | None = None,
+    n_cells: int | None = None,
+    field_dict: dict | None = None,
+) -> tuple[np.ndarray | float, dict]:
+    """
+    Read bubble diameter at a given time and store it in dictionary for later reuse.
+    A specific function is constructed so that if d.gas is not available, the bubble
+    diameter is read from phaseProperties.
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str | None
+        Name of time folder to analyze.
+        If None, it will be found automatically
+    n_cells : int | None
+        Number of cells in the domain.
+        If None, it will deduced from the field reading
+    field_dict : dict | None
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    cell_volumes : np.ndarray | float
+        Field of cell volumes
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    if field_dict is None:
+        field_dict = {}
+
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+
+    if not ("d.gas" in field_dict) or field_dict["d.gas"] is None:
+        try:
+            d_gas, field_dict = read_field(
+                field_name="d.gas", field_dict=field_dict, **kwargs
+            )
+
+        except FileNotFoundError as err:
+            logger.debug(
+                "Could not find d.gas, checking if bubble size model is constant"
+            )
+            # d.gas does not exist, it might be because a constant bubble diameter model is used
+            phaseProperties_dict = read_openfoam_dict(
+                os.path.join(case_folder, "constant", "phaseProperties")
+            )
+            # If the bubble size model is not constant, raise original error
+            if (
+                not phaseProperties_dict["gas"]["diameterModel"].lower()
+                == "constant"
+            ):
+                logger.error(
+                    f"Bubble size model is not constant ({phaseProperties_dict['gas']['diameterModel']}), yet could not find d.gas"
+                )
+                raise FileNotFoundError(err)
+            else:
+                # Get the constant bubble diameter
+                logger.debug("Reading bubble diameter from phaseProperties")
+                d_gas = float(
+                    phaseProperties_dict["gas"]["constantCoeffs"]["d"]
+                )
+
+    else:
+        # Get field from dict if it has been read before
+        d_gas = field_dict["d.gas"]
+
+    return d_gas, field_dict
+
+
 def _cross_reference_global_vars(
     globalVars_dict: dict,
 ) -> dict:
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index a991b8d2..c0beed96 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -1,9 +1,15 @@
 import os
+import shutil
 from pathlib import Path
 
 import numpy as np
 
-from bird.utilities.ofio import _readOF, _readOFScal, _readOFVec
+from bird.utilities.ofio import (
+    _readOF,
+    _readOFScal,
+    _readOFVec,
+    read_bubble_diameter,
+)
 
 
 def test_read_nonunif_scal():
@@ -132,3 +138,51 @@ def test_read_unif_vec():
     )
     assert np.linalg.norm(data_dict["field"] - [0.0, 0.1, 0.0]) < 1e-6
     assert data_dict["name"] == "U_unif_dummy"
+
+
+def test_read_bubble_diameter():
+    """
+    Test for reading bubble diameter
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read bubble diameter
+    d_gas, _ = read_bubble_diameter(case_folder=case_folder, time_folder="80")
+    assert abs(d_gas[2] - 0.00966694) < 1e-8
+    # Read bubble diameter if no d.gas is available
+    # Manufacture a case without d.gas
+    shutil.move(
+        os.path.join(case_folder, "80", "d.gas"),
+        os.path.join(case_folder, "d.gas_tmp"),
+    )
+    shutil.move(
+        os.path.join(case_folder, "constant", "phaseProperties"),
+        os.path.join(case_folder, "phaseProperties_tmp"),
+    )
+    shutil.copy(
+        os.path.join(case_folder, "constant", "phaseProperties_constantD"),
+        os.path.join(case_folder, "constant", "phaseProperties"),
+    )
+    d_gas, _ = read_bubble_diameter(case_folder=case_folder, time_folder="80")
+    assert abs(d_gas - 0.003) < 1e-8
+    shutil.move(
+        os.path.join(case_folder, "d.gas_tmp"),
+        os.path.join(case_folder, "80", "d.gas"),
+    )
+    shutil.move(
+        os.path.join(case_folder, "phaseProperties_tmp"),
+        os.path.join(case_folder, "constant", "phaseProperties"),
+    )
+    # Read bubble diameter
+    d_gas, _ = read_bubble_diameter(case_folder=case_folder, time_folder="80")
+    assert abs(d_gas[2] - 0.00966694) < 1e-8
+
+
+if __name__ == "__main__":
+    test_read_bubble_diameter()

From db47a171f1426cc9383a41ddc4d5ef97b43cb16b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 17:17:33 -0600
Subject: [PATCH 242/275] test passing species as string

---
 tests/postprocess/test_post_quantities.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 904a5bc3..812abab1 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -307,6 +307,17 @@ def test_instantaneous_kla():
         abs(cstar_spec4["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
         > 1e-6
     )
+    kla_spec5, cstar_spec5, _ = compute_instantaneous_kla(
+        species_names="CO2",
+        case_folder=case_folder,
+        time_folder="80",
+    )
+    # Make sure values change over time
+    assert abs(kla_spec5["CO2"] - kla_spec1["CO2"]) / kla_spec1["CO2"] > 1e-6
+    assert (
+        abs(cstar_spec5["CO2"] - cstar_spec1["CO2"]) / cstar_spec1["CO2"]
+        > 1e-6
+    )
 
 
 if __name__ == "__main__":

From 368a9c95d3aa3bd1b3a4999be2bf19935f28d784 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Wed, 1 Oct 2025 17:33:15 -0600
Subject: [PATCH 243/275] add phase properties for test

---
 .../constant/phaseProperties                  | 303 ++++++++++++++++++
 .../constant/phaseProperties_constantD        | 237 ++++++++++++++
 bird/postprocess/post_quantities.py           |  10 +-
 bird/version.py                               |   2 +-
 4 files changed, 544 insertions(+), 8 deletions(-)
 create mode 100644 bird/postprocess/data_conditional_mean/constant/phaseProperties
 create mode 100644 bird/postprocess/data_conditional_mean/constant/phaseProperties_constantD

diff --git a/bird/postprocess/data_conditional_mean/constant/phaseProperties b/bird/postprocess/data_conditional_mean/constant/phaseProperties
new file mode 100644
index 00000000..586de4fd
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/phaseProperties
@@ -0,0 +1,303 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+//type populationBalanceMultiphaseSystem;
+
+type interfaceCompositionPhaseChangePopulationBalanceMultiphaseSystem;
+
+phases (gas liquid);
+
+populationBalances (bubbles);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   velocityGroup;
+
+    velocityGroupCoeffs
+    {
+        populationBalance    bubbles;
+
+        shapeModel           spherical;
+
+        sizeGroups
+        (
+            f1 {dSph  1e-3; value 0.0;}
+            f2 {dSph  1.5e-3; value 0.0;}
+            f3 {dSph  2e-3; value 1.0;}
+            f4 {dSph  2.5e-3; value 0.0;}
+            f5 {dSph  3e-3; value 0.0;}
+            f6 {dSph  3.5e-3; value 0.0;}
+            f7 {dSph  4e-3; value 0.0;}
+            f8 {dSph  4.5e-3; value 0.0;}
+            f9 {dSph  5e-3; value 0.0;}
+            f10 {dSph  5.5e-3; value 0.0;}
+            f11 {dSph  6e-3; value 0.0;}
+            f12 {dSph  6.5e-3; value 0.0;}
+            f13 {dSph  7e-3; value 0.0;}
+            f14 {dSph  7.5e-3; value 0.0;}
+            f15 {dSph  8e-3; value 0.0;}
+            f16 {dSph  8.5e-3; value 0.0;}
+            f17 {dSph  9e-3; value 0.0;}
+            f18 {dSph  9.5e-3; value 0.0;}
+            f19 {dSph  10e-3; value 0.0;}
+            f20 {dSph  10.5e-3; value 0.0;}
+            f21 {dSph  11e-3; value 0.0;}
+        );
+    }
+
+    residualAlpha   1e-6;
+}
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+populationBalanceCoeffs
+{
+    bubbles
+    {
+        continuousPhase liquid;
+
+        coalescenceModels
+        (
+            LehrMilliesMewes{
+               uCrit 0.08;
+               alphaMax 0.6;
+            }
+        );
+
+        binaryBreakupModels
+        (
+        //    LehrMilliesMewes{}
+        );
+
+        breakupModels
+        (
+            Laakkonen{
+                daughterSizeDistributionModel Laakkonen;
+            }
+        );
+
+        driftModels
+        (
+            densityChange{}
+        );
+
+        nucleationModels
+        ();
+    }
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+drag
+(
+    (gas in liquid)
+    {
+        type            IshiiZuber;
+
+        residualRe      1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 CO H2);
+        k ( 6.4e-1 2.0e-2 1.8e-2);
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/bird/postprocess/data_conditional_mean/constant/phaseProperties_constantD b/bird/postprocess/data_conditional_mean/constant/phaseProperties_constantD
new file mode 100644
index 00000000..78650285
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/phaseProperties_constantD
@@ -0,0 +1,237 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      phaseProperties;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+type interfaceCompositionPhaseChangeMultiphaseSystem;
+
+phases (gas liquid);
+
+gas
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d       3e-3;
+    }
+    residualAlpha   1e-6;
+    Sc              0.7;
+}
+
+
+liquid
+{
+    type            multiComponentPhaseModel;//pureIsothermalPhaseModel;
+
+    diameterModel   constant;
+
+    constantCoeffs
+    {
+        d               1e-4;
+    }
+    Sc   #codeStream 
+    { 
+        code 
+        #{ 
+            os  << ($LeLiqMix * $CpMixLiq * $muMixLiq / $kThermLiq); 
+        #}; 
+    }; 
+
+    residualAlpha   1e-6;
+}
+
+blending
+{
+    default
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 0.7;
+        minPartlyContinuousAlpha.gas 0.3;
+        minFullyContinuousAlpha.liquid 0.7;
+        minPartlyContinuousAlpha.liquid 0.3;
+    }
+    heatTransfer
+    {   
+        type            linear;
+        minFullyContinuousAlpha.gas 1;
+        minPartlyContinuousAlpha.gas 0;
+        minFullyContinuousAlpha.liquid 1;
+        minPartlyContinuousAlpha.liquid 0;
+    }
+    massTransfer
+    {
+        $heatTransfer;
+    }
+}
+
+surfaceTension
+(
+    (gas and liquid)
+    {
+        type            constant;
+        sigma           $sigmaLiq;
+    }
+);
+
+interfaceCompression
+();
+
+aspectRatio
+(
+    (gas in liquid)
+    {
+        type            Wellek;
+    }
+);
+
+drag
+(
+    (gas in liquid)
+    {
+        type            IshiiZuber;
+
+        residualRe      1e-3;
+        swarmCorrection
+        {
+            type        none;
+        }
+    }
+);
+
+virtualMass
+(
+    (gas in liquid)
+    {
+        type            constantCoefficient;
+        Cvm             0.5;
+    }
+);
+
+// heatTransfer
+// ();
+
+heatTransfer.gas
+(
+    (gas in liquid)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+);
+
+heatTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type RanzMarshall;
+        residualAlpha 1e-4;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        residualAlpha 1e-4;
+    }
+);
+
+interfaceComposition.gas
+();
+
+interfaceComposition.liquid
+(
+    (liquid and gas)
+    {
+        type Henry;
+        species ( CO2 CO H2);
+        k ( 6.4e-1 2.0e-2 1.8e-2);
+        Le $LeLiqMix;
+    }
+);
+
+diffusiveMassTransfer.gas
+();
+
+diffusiveMassTransfer.liquid
+(
+    (gas in liquid)
+    {
+        type Higbie;
+        Le $LeLiqMix;
+    }
+
+    (liquid in gas)
+    {
+        type spherical;
+        Le 1.0; //not used for spherical
+    }
+);
+
+phaseTransfer
+();
+
+lift
+(
+    (gas in liquid)
+    {
+        type            wallDamped;
+
+        wallDamping
+        {
+            type        cosine;
+            Cd          3.0;
+        }
+
+        lift
+        {
+            type        Tomiyama;
+
+            swarmCorrection
+            {
+                type    none;
+            }
+        }
+    }
+
+);
+
+wallLubrication
+(
+    (gas in liquid)
+    {
+        type            Antal;
+        Cw1             -0.01;
+        Cw2             0.05;
+    }
+);
+
+turbulentDispersion
+(
+    (gas in liquid)
+    {
+        type            Burns;
+        sigma           0.9;
+    }
+);
+
+// ************************************************************************* //
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 515907e5..279403a9 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -884,9 +884,7 @@ def compute_ave_bubble_diam(
     alpha_liq, field_dict = read_field(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
-    d_gas, field_dict = read_bubble_diameter(
-        field_name="d.gas", field_dict=field_dict, **kwargs
-    )
+    d_gas, field_dict = read_bubble_diameter(field_dict=field_dict, **kwargs)
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
     cell_volume, field_dict = read_cell_volumes(
@@ -998,7 +996,7 @@ def compute_instantaneous_kla(
     if field_dict is None:
         field_dict = {}
 
-    if isinstance(species_names, "str"):
+    if isinstance(species_names, str):
         species_names = [species_names]
 
     # Read relevant fields
@@ -1051,9 +1049,7 @@ def compute_instantaneous_kla(
     U_liq, field_dict = read_field(
         field_name="U.liquid", field_dict=field_dict, **kwargs
     )
-    d_gas, field_dict = read_bubble_diameter(
-        field_name="d.gas", field_dict=field_dict, **kwargs
-    )
+    d_gas, field_dict = read_bubble_diameter(field_dict=field_dict, **kwargs)
     mu_liq, field_dict = read_field(
         field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
     )
diff --git a/bird/version.py b/bird/version.py
index 7b1b5e3f..0461d1e7 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.40"
+__version__ = "0.0.42"

From dc19482ca2506a0146d52d966bd364fb24d12a05 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 06:16:00 -0600
Subject: [PATCH 244/275] add kla fitting function

---
 applications/compute_kla_uq.py                |  11 +-
 bird/postprocess/kla_utils.py                 |  56 +++---
 bird/postprocess/post_quantities.py           | 162 ++++++++++++++++--
 docs/source/python_interface_tut.rst          |   1 -
 .../postprocess/python_interface_tut.py       |   1 -
 5 files changed, 176 insertions(+), 55 deletions(-)

diff --git a/applications/compute_kla_uq.py b/applications/compute_kla_uq.py
index 6afec4f7..3eb46291 100644
--- a/applications/compute_kla_uq.py
+++ b/applications/compute_kla_uq.py
@@ -1,6 +1,8 @@
 import argparse
 import os
 
+import numpy as np
+
 from bird import BIRD_KLA_DATA_DIR
 from bird.postprocess.kla_utils import compute_kla, print_res_dict
 
@@ -55,10 +57,13 @@
 else:
     bootstrap = True
 
+data = np.loadtxt(args.data_file)
+data_t = data[:, args.time_index]
+data_c = data[:, args.conc_index]
+
 res_dict = compute_kla(
-    filename=args.data_file,
-    time_ind=args.time_index,
-    conc_ind=args.conc_index,
+    data_t,
+    data_c,
     bootstrap=bootstrap,
     max_chop=args.max_chop,
 )
diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index 28095d0d..31dcece6 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -1,7 +1,9 @@
-import logging
-
 import corner
 import jax
+from jax._src import config
+
+config.update("jax_platforms", "cpu")
+
 import jax.numpy as jnp
 import jax.random as random
 import numpy as np
@@ -19,24 +21,14 @@
 from numpyro.infer import MCMC, NUTS
 from prettyPlot.plotting import *
 
-logger = logging.getLogger(__name__)
-
-
-def read_data(
-    filename: str, time_ind: int, conc_ind: int, ind_start=0
-) -> tuple[np.ndarray, np.ndarray]:
-    """
-    Read observation data
-    """
-    tmp = np.loadtxt(filename)
-    return tmp[ind_start:, time_ind], tmp[ind_start:, conc_ind]
+from bird import logger
 
 
 def c_model(
     theta: list, t: np.ndarray | jnp.ndarray, t0: float, c0: float
 ) -> np.ndarray | jnp.ndarray:
     """
-    Concentration vs time function involving kLa
+    Model of concentration vs time function involving kLa
     """
     cstar, kla = theta
     return (cstar - c0) * (1.0 - jnp.exp(-kla * (t - t0))) + c0
@@ -47,7 +39,7 @@ def bayes_step(
     concentration_obs: np.ndarray | jnp.ndarray,
 ):
     """
-    Rule for MCMC sampling
+    Prior and likelihood definition for MCMC sampling
     """
     # define parameters (incl. prior ranges)
     cstar = numpyro.sample("cstar", dist.Uniform(1e-8, 1000))
@@ -61,7 +53,7 @@ def bayes_step(
     # concentration predictions
     c_pred = c_model([cstar, kla], t=time_obs, t0=t0, c0=c0)
 
-    # likelihood uncertainty
+    # likelihood uncertainty (assumed homoskedastic)
     std_c = jnp.ones(c_pred.shape[0]) * sigma
 
     # MCMC sampling with multivariate normal
@@ -70,7 +62,7 @@ def bayes_step(
 
 def hmc_samples_2_np_samples(hmc_samples: dict) -> np.ndarray:
     """
-    go from hmc samples generated by numpyro to numpy
+    Convert hmc samples generated by numpyro to numpy
     """
     labels = list(hmc_samples.keys())
     nsamples = len(hmc_samples[labels[0]])
@@ -96,7 +88,8 @@ def np_samples_2_pred(
     concentration_obs: np.ndarray,
 ) -> dict:
     """
-    go from parameter samples to predictions
+    Go from parameter samples to predictions.
+    Useful for accuracy calculation and plotting.
     """
     # Uncertainty propagation
     nsamples = np_hmc_samples.shape[0]
@@ -130,7 +123,7 @@ def compute_accuracy(
     hmc_samples: dict, time_obs: np.ndarray, concentration_obs: np.ndarray
 ) -> float:
     """
-    Compute how well the sampled parameter explain the observed data
+    Compute how well the sampled parameter explain the observed concentration data
     """
     np_hmc_samples = hmc_samples_2_np_samples(hmc_samples)
     pred_dict = np_samples_2_pred(np_hmc_samples, time_obs, concentration_obs)
@@ -152,11 +145,10 @@ def check_data_size(time_obs: np.ndarray, concentration_obs: np.ndarray):
 
 
 def compute_kla(
-    filename: str,
-    time_ind: int,
-    conc_ind: int,
+    data_t: np.ndarray,
+    data_c: np.ndarray,
     max_chop: int | None = None,
-    bootstrap: bool = False,
+    bootstrap: bool = True,
 ) -> dict:
     """
     Main loop to compute kla
@@ -172,15 +164,18 @@ def compute_kla(
     kla_err = []
     cstar_err = []
     ind = []
-    data_t_tmp, data_c_tmp = read_data(filename, time_ind, conc_ind, 0)
-    check_data_size(data_t_tmp, data_c_tmp)
+    check_data_size(data_t, data_c)
+
+    data_t_tmp = data_t.copy()
+    data_c_tmp = data_c.copy()
 
     # Find where to start in the timeseries
     for ind_start in range(len(data_t_tmp) - 5):
         if max_chop is not None:
             max_chop -= 1
         logger.debug(f"Chopping index = {ind_start}")
-        data_t, data_c = read_data(filename, time_ind, conc_ind, ind_start)
+        data_t = data_t_tmp[ind_start:]
+        data_c = data_c_tmp[ind_start:]
 
         # Hamiltonian Monte Carlo (HMC) with no u turn sampling (NUTS)
         kernel = NUTS(bayes_step, target_accept_prob=0.9)
@@ -287,9 +282,6 @@ def compute_kla(
         cstar_err_boot = [cstar_err[-1]]
 
     return {
-        "filename": filename,
-        "time_ind": time_ind,
-        "conc_ind": conc_ind,
         "kla": np.mean(np.array(kla_boot)),
         "kla_err": np.mean(np.array(kla_err_boot)),
         "cstar": np.mean(np.array(cstar_boot)),
@@ -360,9 +352,6 @@ def print_res_dict(res_dict: dict) -> None:
     """
     Log kla and cstar to screen
     """
-    file = res_dict["filename"]
-    t_ind = res_dict["time_ind"]
-    c_ind = res_dict["conc_ind"]
     kla = res_dict["kla"]
     kla_err = res_dict["kla_err"]
     cs = res_dict["cstar"]
@@ -375,9 +364,6 @@ def print_res_dict(res_dict: dict) -> None:
 
     bs = res_dict["bootstrapped"]
 
-    logger.info(
-        f"For {file} with time index: {t_ind}, concentration index: {c_ind}"
-    )
     if bs:
         logger.info(f"\tkla = {kla:.4g} +/- {kla_err:.4g}")
         logger.info(f"\tcstar = {cs:.4g} +/- {cs_err:.4g}")
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 279403a9..f89d33d9 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -5,6 +5,8 @@
 from bird import logger
 from bird.utilities.ofio import *
 
+from .kla_utils import compute_kla
+
 
 def _field_filter(
     field: float | np.ndarray, ind: np.ndarray, field_type: str
@@ -721,7 +723,6 @@ def compute_ave_conc_liq(
     volume_time: str | None = None,
     spec_name: str = "CO2",
     mol_weight: float = 0.04401,
-    rho_val: float | None = 1000,
     field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
@@ -753,8 +754,6 @@ def compute_ave_conc_liq(
         Name of the species
     mol_weight : float
         Molecular weight of species (kg/mol)
-    rho_val : float | None
-        Constant density not available from time folder (kg/m3)
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -797,18 +796,17 @@ def compute_ave_conc_liq(
     cell_volume, field_dict = read_cell_volumes(
         field_dict=field_dict, **kwargs_vol
     )
-
-    # Density of liquid is not always printed (special case)
-    if not ("rho_liq" in field_dict) or field_dict["rho_liq"] is None:
-        if rho_val is not None:
-            rho_liq = rho_val
-            field_dict["rho_liq"] = rho_val
-        else:
-            rho_liq_file = os.path.join(case_folder, time_folder, "rhom")
-            rho_liq = _readOFScal(rho_liq_file, n_cells)["field"]
-            field_dict["rho_liq"] = rho_liq
-    else:
-        rho_liq = field_dict["rho_liq"]
+    try:
+        rho_liq, field_dict = read_field(
+            field_name="thermo:rho.liquid", field_dict=field_dict, **kwargs
+        )
+    except FileNotFoundError:
+        abs_time_path = os.path.join(case_folder, time_folder)
+        logger.warning(
+            f"thermo:rho.liquid not found in {abs_time_path}, assuming it is 1000kg/m3"
+        )
+        rho_liq = 1000
+        field_dict["rho_liq"] = rho_liq
 
     # Only compute over the liquid
     alpha_liq = _field_filter(alpha_liq, ind=ind_liq, field_type="scalar")
@@ -1117,3 +1115,137 @@ def compute_instantaneous_kla(
         ) / np.sum(cell_volume * alpha_liq)
 
     return kla_spec, cstar_spec, field_dict
+
+
+def compute_fitted_kla(
+    case_folder: str,
+    species_names: str | list[str],
+    n_cells: int | None = None,
+    volume_time: str | None = None,
+    field_dict: dict | None = None,
+) -> tuple[dict, dict, dict]:
+    r"""
+    Calculate :math:`kLa_{\rm spec}` and saturation concentration (:math:`C^*_{\rm spec}`) for a list of species from time series data (rather than instantaneously).
+
+    Given a time series of concentration of species, the following expression is fitted
+
+    .. math::
+       [spec](t) =  [spec]^* (1 - \operatorname{exp}(-{kLa}_{\rm spec} t)).
+
+    where
+
+      - :math:`kLa_{\rm spec}` is the mass transfer rate of species :math:`\rm spec` in :math:`h^{-1}`
+      - :math:`t` is the time in :math:`s`
+      - :math:`[spec]^*` is the estimated saturation concentration of species :math:`\rm spec` in :math:`mol/m^3`
+      - :math:`[spec](t)` is the instantaneous liquid volume averaged concentration of species :math:`\rm spec` in :math:`mol/m^3`
+
+    Both :math:`[spec]^*` and :math:`kLa_{\rm spec}` are fitted.
+    The fit is done with Markov Chain Monte Carlo which outputs samples of the posterior PDF of :math:`[spec]^*` and :math:`kLa_{\rm spec}`.
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    species_names: str | list[str]
+        List of species name for which to compute kla
+    n_cells : int | None
+        Number of cells in the domain.
+        If None, it will deduced from the field reading
+    volume_time : str | None
+        Time folder to read to get the cell volumes.
+        If None, finds volume time automatically
+    field_dict : dict
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    kla_spec: dict
+        Instantaneous volume averaged kLa for each species
+        Keys are species names
+        Values are the kLa values
+    cstar_spec: dict
+        Instantaneous volume averaged cstar for each species
+        Keys are species names
+        Values are the cstar values
+    field_dict : dict
+        Dictionary of fields read
+    """
+    if field_dict is None:
+        field_dict = {}
+
+    if isinstance(species_names, "str"):
+        species_names = [species_names]
+
+    # Read relevant fields
+    kwargs = {
+        "case_folder": case_folder,
+        "n_cells": n_cells,
+        "volume_time": volume_time,
+    }
+
+    # Get all the time folders
+    time_float_sorted, time_str_sorted = get_case_times(case_folder)
+
+    # Read globarVars into a python dict
+    # Replace all the #calc entries with their numeral values
+    globalVars = read_global_vars(case_folder=case_folder, cross_ref=True)
+
+    # Check that global vars has the values we want and provide a useful error message otherwise
+    for species_name in species_names:
+        if not f"Mw_{species_name}" in globalVars:
+            err_msg = f"Mw_{species_name} was not found in globalVars."
+            err_msg += "\nIf you add it, it should be [kg/mol]"
+            raise KeyError(err_msg)
+
+    # Initialize the mesh fields
+    mesh_field_dict = {}
+    if "cell_centers" in field_dict:
+        mesh_field_dict["cell_centers"] = field_dict["cell_centers"]
+    else:
+        mesh_field_dict["cell_centers"], _ = read_cell_centers(case_folder)
+    if "V" in field_dict:
+        mesh_field_dict["V"] = field_dict["V"]
+    else:
+        mesh_field_dict["V"], _ = read_cell_volumes(case_folder)
+
+    # Initialize the data structure for concentration
+    c_history = {}
+    for species_name in species_names:
+        c_history[species_name] = np.zeros(len(time_str_sorted))
+
+    # Read concentration
+    for itime, time_folder in enumerate(time_str_sorted):
+
+        # Reinitialize kla field dict
+        kla_field_dict = {}
+        for key in mesh_field_dict:
+            kla_field_dict[key] = mesh_field_dict[key]
+
+        # Compute reactor averaged liquid concentration for all the species
+        for species_name in species_names:
+            c_liq, kla_field_dict = compute_ave_conc_liq(
+                time_folder=time_folder,
+                spec_name=species_name,
+                mol_weight=globalVars[f"Mw_{species_name}"],
+                field_dict=kla_field_dict,
+                **kwargs,
+            )
+        c_history[species_name][itime] = c_liq
+
+    # Compute kla
+    kla_spec = {}
+    cstar_spec = {}
+    for species_name in species_names:
+        kla_res = compute_kla(
+            np.array(time_float_sorted), c_history[species_name]
+        )
+        kla_spec[species_name] = {
+            "mean": kla_res["kla"],
+            "std": kla_res["kla_err"],
+        }
+        cstar_spec[species_name] = {
+            "mean": kla_res["cstar"],
+            "std": kla_res["cstar_err"],
+        }
+
+    return kla_spec, cstar_spec, field_dict
diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index 69e05dbd..5cf6d15b 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -138,7 +138,6 @@ Several of these quantities, will require reading and processing the same fields
    c_ave_co2, field_dict = compute_ave_conc_liq(
        spec_name="CO2",
        mol_weight=0.04401,
-       rho_val=1000,
        field_dict=field_dict,
        **kwargs,
    )
diff --git a/tutorial_cases/postprocess/python_interface_tut.py b/tutorial_cases/postprocess/python_interface_tut.py
index 085713db..98bea46a 100644
--- a/tutorial_cases/postprocess/python_interface_tut.py
+++ b/tutorial_cases/postprocess/python_interface_tut.py
@@ -69,7 +69,6 @@
 c_ave_co2, field_dict = compute_ave_conc_liq(
     spec_name="CO2",
     mol_weight=0.04401,
-    rho_val=1000,
     field_dict=field_dict,
     **kwargs,
 )

From b7ce945ba676433a76f52005a34d866f6bf97ddd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 06:25:44 -0600
Subject: [PATCH 245/275] fix the kla test

---
 tests/postprocess/test_kla.py | 23 +++++++++++++++++------
 1 file changed, 17 insertions(+), 6 deletions(-)

diff --git a/tests/postprocess/test_kla.py b/tests/postprocess/test_kla.py
index 66ee5e80..2cb192d9 100644
--- a/tests/postprocess/test_kla.py
+++ b/tests/postprocess/test_kla.py
@@ -1,6 +1,7 @@
 import os
 from pathlib import Path
 
+import numpy as np
 import pytest
 
 from bird.postprocess.kla_utils import compute_kla, print_res_dict
@@ -13,15 +14,25 @@
         (False, 2),
     ],
 )
-def test_kla(bootstrap, max_chop):
-    BIRD_KLA_DATA_DIR = os.path.join(
-        Path(__file__).parent, "..", "..", "bird", "postprocess", "data_kla"
+def test_fitted_kla(bootstrap, max_chop):
+    BIRD_KLA_DATA_FILE = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_kla",
+        "volume_avg.dat",
     )
+    data = np.loadtxt(BIRD_KLA_DATA_FILE)
+    data_t = data[:, 0]
+    data_c = data[:, 1]
+
     res_dict = compute_kla(
-        os.path.join(BIRD_KLA_DATA_DIR, "volume_avg.dat"),
-        time_ind=0,
-        conc_ind=1,
+        data_t,
+        data_c,
         bootstrap=bootstrap,
         max_chop=max_chop,
     )
+
     print_res_dict(res_dict)

From 2fb5fc69dedadebb79261978fc58b1ddc87e4bca Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 08:38:33 -0600
Subject: [PATCH 246/275] read molecular weight from case if possible

---
 bird/postprocess/computeQoI/compute_QOI.py    | 15 ++--
 bird/postprocess/post_quantities.py           | 46 ++++++------
 .../read_history.py                           | 10 +--
 bird/utilities/ofio.py                        | 75 +++++++++++++++++++
 docs/source/python_interface_tut.rst          |  5 +-
 tests/postprocess/test_post_quantities.py     | 25 +++----
 .../loop_reactor_mixing/read_history.py       | 10 +--
 .../postprocess/python_interface_tut.py       |  5 +-
 8 files changed, 124 insertions(+), 67 deletions(-)

diff --git a/bird/postprocess/computeQoI/compute_QOI.py b/bird/postprocess/computeQoI/compute_QOI.py
index 85012408..c8502041 100644
--- a/bird/postprocess/computeQoI/compute_QOI.py
+++ b/bird/postprocess/computeQoI/compute_QOI.py
@@ -115,7 +115,7 @@ def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
             case_folder,
             time_folder,
             nCells,
-            spec_name="CO2",
+            species_name="CO2",
             field_dict=val_dict,
         )
     elif name.lower() == "co_liq":
@@ -123,7 +123,7 @@ def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
             case_folder,
             time_folder,
             nCells,
-            spec_name="CO",
+            species_name="CO",
             field_dict=val_dict,
         )
     elif name.lower() == "h2_liq":
@@ -131,7 +131,7 @@ def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
             case_folder,
             time_folder,
             nCells,
-            spec_name="H2",
+            species_name="H2",
             field_dict=val_dict,
         )
     elif name.lower() == "c_co2_liq":
@@ -139,8 +139,7 @@ def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
             case_folder,
             time_folder,
             nCells,
-            spec_name="CO2",
-            mol_weight=44.00995 * 1e-3,
+            species_name="CO2",
             field_dict=val_dict,
         )
     elif name.lower() == "c_co_liq":
@@ -148,8 +147,7 @@ def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
             case_folder,
             time_folder,
             nCells,
-            spec_name="CO",
-            mol_weight=28.01055 * 1e-3,
+            species_name="CO",
             field_dict=val_dict,
         )
     elif name.lower() == "c_h2_liq":
@@ -157,8 +155,7 @@ def get_var(case_folder, time_folder, cell_centers, nCells, val_dict, name):
             case_folder,
             time_folder,
             nCells,
-            spec_name="H2",
-            mol_weight=2.01594 * 1e-3,
+            species_name="H2",
             field_dict=val_dict,
         )
     else:
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index f89d33d9..f7897526 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -636,9 +636,9 @@ def compute_superficial_gas_velocity(
 def compute_ave_y_liq(
     case_folder: str,
     time_folder: str,
+    species_name: str = "CO2",
     n_cells: int | None = None,
     volume_time: str | None = None,
-    spec_name: str = "CO2",
     field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
@@ -665,7 +665,7 @@ def compute_ave_y_liq(
     volume_time : str | None
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
-    spec_name : str
+    species_name : str
         Name of the species
     field_dict : dict | None
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
@@ -719,10 +719,9 @@ def compute_ave_y_liq(
 def compute_ave_conc_liq(
     case_folder: str,
     time_folder: str,
+    species_name: str = "CO2",
     n_cells: int | None = None,
     volume_time: str | None = None,
-    spec_name: str = "CO2",
-    mol_weight: float = 0.04401,
     field_dict: dict | None = None,
 ) -> tuple[float, dict]:
     r"""
@@ -744,16 +743,14 @@ def compute_ave_conc_liq(
         Path to case folder
     time_folder: str
         Name of time folder to analyze
+    species_name : str
+        Name of the species
     n_cells : int | None
         Number of cells in the domain.
         If None, it will deduced from the field reading
     volume_time : str | None
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
-    spec_name : str
-        Name of the species
-    mol_weight : float
-        Molecular weight of species (kg/mol)
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -767,12 +764,12 @@ def compute_ave_conc_liq(
     if field_dict is None:
         field_dict = {}
 
+    mol_weight = _species_name_to_mw(
+        case_folder=case_folder, species_name=species_name
+    )
     logger.debug(
-        f"Computing concentration for {spec_name} with molecular weight {mol_weight:.4g} kg/mol"
+        f"Computing concentration for {species_name} with molecular weight {mol_weight:.4g} kg/mol"
     )
-    if rho_val is not None:
-        rho_val = float(rho_val)
-        logger.debug(f"Assuming liquid density {rho_val} kg/m3")
 
     # Read relevant fields
     kwargs = {
@@ -789,7 +786,7 @@ def compute_ave_conc_liq(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
     y_liq, field_dict = read_field(
-        field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
+        field_name=f"{species_name}.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
@@ -1014,19 +1011,19 @@ def compute_instantaneous_kla(
     globalVars = read_global_vars(case_folder=case_folder, cross_ref=True)
 
     # Check that global vars has the values we want and provide a useful error message otherwise
+    mw_species = {}
     for species_name in species_names:
         if not f"He_{species_name}" in globalVars:
             err_msg = f"He_{species_name} was not found in globalVars."
             err_msg += f'\nIf you add it, it should be looking like #calc "$H_{species_name}_298 * exp($DH_{species_name} *(1. / $T0 - 1./298.15))";'
             raise KeyError(err_msg)
-        if not f"Mw_{species_name}" in globalVars:
-            err_msg = f"Mw_{species_name} was not found in globalVars."
-            err_msg += "\nIf you add it, it should be [kg/mol]"
-            raise KeyError(err_msg)
         if not f"D_{species_name}" in globalVars:
             err_msg = f"D_{species_name} was not found in globalVars."
             err_msg += f'\nIf you add it, it should be looking like #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_{species_name},0.6)";'
             raise KeyError(err_msg)
+        mw_species[species_name] = _species_name_to_mw(
+            case_folder=case_folder, species_name=species_name
+        )
 
     # Get liquid domain
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
@@ -1096,7 +1093,7 @@ def compute_instantaneous_kla(
             rho_gas
             * species_gas[species_name]
             * globalVars[f"He_{species_name}"]
-        ) / globalVars[f"Mw_{species_name}"]
+        ) / mw_species[species_name]
 
     # Do volume average
     cell_volume, field_dict = read_cell_volumes(
@@ -1190,12 +1187,12 @@ def compute_fitted_kla(
     # Replace all the #calc entries with their numeral values
     globalVars = read_global_vars(case_folder=case_folder, cross_ref=True)
 
-    # Check that global vars has the values we want and provide a useful error message otherwise
+    # Get Mw of the species
+    mw_species = {}
     for species_name in species_names:
-        if not f"Mw_{species_name}" in globalVars:
-            err_msg = f"Mw_{species_name} was not found in globalVars."
-            err_msg += "\nIf you add it, it should be [kg/mol]"
-            raise KeyError(err_msg)
+        mw_species[species_name] = _species_name_to_mw(
+            case_folder=case_folder, species_name=species_name
+        )
 
     # Initialize the mesh fields
     mesh_field_dict = {}
@@ -1225,8 +1222,7 @@ def compute_fitted_kla(
         for species_name in species_names:
             c_liq, kla_field_dict = compute_ave_conc_liq(
                 time_folder=time_folder,
-                spec_name=species_name,
-                mol_weight=globalVars[f"Mw_{species_name}"],
+                species_name=species_name,
                 field_dict=kla_field_dict,
                 **kwargs,
             )
diff --git a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
index 8d1bec1e..0ca46649 100644
--- a/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
+++ b/bird/preprocess/data_case_gen/loop_reactor_pbe_dynmix_nonstat_headbranch_scaleup/read_history.py
@@ -65,27 +65,25 @@
     co2_history[itime], field_dict = compute_ave_y_liq(
         case_folder,
         time_str_sorted[itime],
-        spec_name="CO2",
+        species_name="CO2",
         field_dict=field_dict,
     )
     h2_history[itime], field_dict = compute_ave_y_liq(
         case_folder,
         time_str_sorted[itime],
-        spec_name="H2",
+        species_name="H2",
         field_dict=field_dict,
     )
     c_co2_history[itime], field_dict = compute_ave_conc_liq(
         case_folder,
         time_str_sorted[itime],
-        spec_name="CO2",
-        mol_weight=0.04401,
+        species_name="CO2",
         field_dict=field_dict,
     )
     c_h2_history[itime], field_dict = compute_ave_conc_liq(
         case_folder,
         time_str_sorted[itime],
-        spec_name="H2",
-        mol_weight=0.002016,
+        species_name="H2",
         field_dict=field_dict,
     )
 
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index fbbcb0f7..78b4c9e6 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1191,3 +1191,78 @@ def read_global_vars(
         globalVars_dict = _cross_reference_global_vars(globalVars_dict)
 
     return globalVars_dict
+
+
+def _species_name_to_mw(case_folder: str, species_name: str) -> float:
+    """
+    Get species molecular weight from thermophysical properties or globalVars
+    Return species molecular weight in kg/mol
+    """
+    thermo_gas_filename = os.path.join(
+        case_folder, "constant", "thermophysicalProperties.gas"
+    )
+    thermo_liq_filename = os.path.join(
+        case_folder, "constant", "thermophysicalProperties.liquid"
+    )
+    globalVars_filename = os.path.join(case_folder, "constant", "globalVars")
+
+    assert isinstance(species_name, str)
+
+    # Special case for water
+    if species_name.lower() in ["water", "h2o"]:
+        species_names = ["water", "h2o", "H2O", "WATER"]
+    else:
+        species_names = [
+            species_name,
+            species_name.upper(),
+            species_name.lower(),
+        ]
+
+    mw = None
+    # Try finding the molecular weight from thermo liquid
+    if os.path.isfile(thermo_liq_filename):
+        thermo = read_openfoam_dict(thermo_liq_filename)
+        for name in species_names:
+            if name in thermo:
+                mw = float(thermo[name]["specie"]["molWeight"]) * 1e-3
+                break
+        if mw is not None:
+            logger.debug(
+                f"Read the {species_name} molecular weight ({mw}) from thermophysicalProperties.liquid"
+            )
+        else:
+            logger.debug(
+                f"Could not read the {species_name} molecular weight from thermophysicalProperties.liquid"
+            )
+
+    # Try finding the molecular weight from thermo gas
+    if mw is None and os.path.isfile(thermo_gas_filename):
+        thermo = read_openfoam_dict(thermo_gas_filename)
+        for name in species_names:
+            if name in thermo:
+                mw = float(thermo[name]["specie"]["molWeight"]) * 1e-3
+                break
+        if mw is not None:
+            logger.debug(
+                f"Read the {species_name} molecular weight ({mw}) from thermophysicalProperties.gas"
+            )
+        else:
+            logger.debug(
+                f"Could not read the {species_name} molecular weight from thermophysicalProperties.gas"
+            )
+
+    # Last resort: try finding the molecular weight from thermo gas
+    if mw is None and os.path.isfile(globalVars_filename):
+        globalVars = read_global_vars(case_folder=case_folder, cross_ref=True)
+        for name in species_names:
+            if f"Mw_{name}" in globalVars:
+                mw = float(globalVars[f"Mw_{name}"])
+                break
+        if mw is not None:
+            mw = globalVars[f"Mw_{name}"]
+        else:
+            err_msg = f"Mw_{species_name} was not found in globalVars."
+            err_msg += "\nIf you add it, it should be [kg/mol]"
+            raise KeyError(err_msg)
+
+    return mw
diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index 5cf6d15b..a1547d41 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -129,15 +129,14 @@ Several of these quantities, will require reading and processing the same fields
    
    # Compute reactor-averaged CO2 mass fraction
    y_ave_co2, field_dict = compute_ave_y_liq(
-       spec_name="CO2", field_dict=field_dict, **kwargs
+       species_name="CO2", field_dict=field_dict, **kwargs
    )
    print("fields stored = ", list(field_dict.keys()))
    print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
    
    # Compute reactor-averaged CO2 concentration
    c_ave_co2, field_dict = compute_ave_conc_liq(
-       spec_name="CO2",
-       mol_weight=0.04401,
+       species_name="CO2",
        field_dict=field_dict,
        **kwargs,
    )
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 812abab1..05d0f6c1 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -166,26 +166,26 @@ def test_ave_y_liq():
     }
     field_dict = {}
     ave_y_co2, field_dict = compute_ave_y_liq(
-        spec_name="CO2", field_dict=field_dict, **kwargs
+        species_name="CO2", field_dict=field_dict, **kwargs
     )
     ave_y_co, field_dict = compute_ave_y_liq(
-        spec_name="CO", field_dict=field_dict, **kwargs
+        species_name="CO", field_dict=field_dict, **kwargs
     )
     ave_y_h2, field_dict = compute_ave_y_liq(
-        spec_name="H2", field_dict=field_dict, **kwargs
+        species_name="H2", field_dict=field_dict, **kwargs
     )
 
     # Make sure None arguments are correctly handled
     n_cells = len(field_dict["H2.liquid"])
     time_folder = kwargs["time_folder"]
     ave_y_h21, _ = compute_ave_y_liq(
-        case_folder=case_folder, time_folder=time_folder, spec_name="H2"
+        case_folder=case_folder, time_folder=time_folder, species_name="H2"
     )
     ave_y_h22, _ = compute_ave_y_liq(
         case_folder=case_folder,
         n_cells=n_cells,
         time_folder=time_folder,
-        spec_name="H2",
+        species_name="H2",
     )
 
     # Results need to be exactly the same
@@ -213,20 +213,17 @@ def test_ave_conc_liq():
     }
     field_dict = {}
     ave_conc_co2, field_dict = compute_ave_conc_liq(
-        spec_name="CO2",
-        mol_weight=44.00995 * 1e-3,
+        species_name="CO2",
         field_dict=field_dict,
         **kwargs,
     )
     ave_conc_co, field_dict = compute_ave_conc_liq(
-        spec_name="CO",
-        mol_weight=28.01055 * 1e-3,
+        species_name="CO",
         field_dict=field_dict,
         **kwargs,
     )
     ave_conc_h2, field_dict = compute_ave_conc_liq(
-        spec_name="H2",
-        mol_weight=2.01594 * 1e-3,
+        species_name="H2",
         field_dict=field_dict,
         **kwargs,
     )
@@ -236,14 +233,12 @@ def test_ave_conc_liq():
     ave_conc_h21, _ = compute_ave_conc_liq(
         case_folder=case_folder,
         time_folder=time_folder,
-        spec_name="H2",
-        mol_weight=2.01594 * 1e-3,
+        species_name="H2",
     )
     ave_conc_h22, _ = compute_ave_conc_liq(
         case_folder=case_folder,
         time_folder=time_folder,
-        spec_name="H2",
-        mol_weight=2.01594 * 1e-3,
+        species_name="H2",
         n_cells=n_cells,
     )
 
diff --git a/tutorial_cases/loop_reactor_mixing/read_history.py b/tutorial_cases/loop_reactor_mixing/read_history.py
index f6211019..c27eae94 100644
--- a/tutorial_cases/loop_reactor_mixing/read_history.py
+++ b/tutorial_cases/loop_reactor_mixing/read_history.py
@@ -69,27 +69,25 @@
     co2_history[itime], field_dict = compute_ave_y_liq(
         case_path,
         time_str_sorted[itime],
-        spec_name="CO2",
+        species_name="CO2",
         field_dict=field_dict,
     )
     h2_history[itime], field_dict = compute_ave_y_liq(
         case_path,
         time_str_sorted[itime],
-        spec_name="H2",
+        species_name="H2",
         field_dict=field_dict,
     )
     c_co2_history[itime], field_dict = compute_ave_conc_liq(
         case_path,
         time_str_sorted[itime],
-        spec_name="CO2",
-        mol_weight=0.04401,
+        species_name="CO2",
         field_dict=field_dict,
     )
     c_h2_history[itime], field_dict = compute_ave_conc_liq(
         case_path,
         time_str_sorted[itime],
-        spec_name="H2",
-        mol_weight=0.002016,
+        species_name="H2",
         field_dict=field_dict,
     )
 
diff --git a/tutorial_cases/postprocess/python_interface_tut.py b/tutorial_cases/postprocess/python_interface_tut.py
index 98bea46a..d7ab6451 100644
--- a/tutorial_cases/postprocess/python_interface_tut.py
+++ b/tutorial_cases/postprocess/python_interface_tut.py
@@ -62,13 +62,12 @@
 print("fields stored = ", list(field_dict.keys()))
 print(f"Superficial velocity = {sup_vel:.4g} m/s")
 y_ave_co2, field_dict = compute_ave_y_liq(
-    spec_name="CO2", field_dict=field_dict, **kwargs
+    species_name="CO2", field_dict=field_dict, **kwargs
 )
 print("fields stored = ", list(field_dict.keys()))
 print(f"Reactor averaged YCO2 = {y_ave_co2:.4g}")
 c_ave_co2, field_dict = compute_ave_conc_liq(
-    spec_name="CO2",
-    mol_weight=0.04401,
+    species_name="CO2",
     field_dict=field_dict,
     **kwargs,
 )

From 38868eb5dd685f586f16e409f15b5640dc3d5e03 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 08:38:55 -0600
Subject: [PATCH 247/275] provide thermo file in test case

---
 .../constant/thermophysicalProperties.gas     | 165 ++++++++++++++++++
 .../constant/thermophysicalProperties.liquid  | 149 ++++++++++++++++
 2 files changed, 314 insertions(+)
 create mode 100644 bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.gas
 create mode 100644 bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.liquid

diff --git a/bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.gas b/bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.gas
new file mode 100644
index 00000000..66b5c9b5
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.gas
@@ -0,0 +1,165 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      thermophysicalProperties.gas;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         multiComponentMixture;
+    transport       sutherland;//const;//
+    thermo          janaf; //eConst;//
+    equationOfState perfectGas;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+}
+
+species
+(
+    CO2
+    CO
+    H2
+    water
+    N2
+);
+
+defaultSpecie N2;
+
+H2
+{
+    specie
+    {
+        molWeight       2.01594;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.3372792 -4.94024731e-05 4.99456778e-07 -1.79566394e-10 2.00255376e-14 -950.158922 -3.20502331 );
+        lowCpCoeffs     ( 2.34433112 0.00798052075 -1.9478151e-05 2.01572094e-08 -7.37611761e-12 -917.935173 0.683010238 );
+    }
+    transport
+    {
+        As              6.362e-07;
+        Ts              72;
+    }
+    elements
+    {
+        H               2;
+    }
+}
+
+CO2
+{
+    specie
+    {
+        molWeight       44.00995;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.85746029 0.00441437026 -2.21481404e-06 5.23490188e-10 -4.72084164e-14 -48759.166 2.27163806 );
+        lowCpCoeffs     ( 2.35677352 0.00898459677 -7.12356269e-06 2.45919022e-09 -1.43699548e-13 -48371.9697 9.90105222 );
+    }
+    transport
+    {
+        As              1.572e-06;
+        Ts              240;
+    }
+    elements
+    {
+        C               1;
+        O               2;
+    }
+}
+
+CO
+{
+    specie
+    {
+        molWeight       28.01055;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 2.71518561 0.00206252743 -9.98825771e-07 2.30053008e-10 -2.03647716e-14 -14151.8724 7.81868772 );
+        lowCpCoeffs     ( 3.57953347 -0.00061035368 1.01681433e-06 9.07005884e-10 -9.04424499e-13 -14344.086 3.50840928 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        C               1;
+        O               1;
+    }
+}
+
+water
+{
+    specie
+    {
+        molWeight       18.01534;
+    }
+    thermodynamics
+    {
+        Tlow            200;
+        Thigh           3500;
+        Tcommon         1000;
+        highCpCoeffs    ( 3.03399249 0.00217691804 -1.64072518e-07 -9.7041987e-11 1.68200992e-14 -30004.2971 4.9667701 );
+        lowCpCoeffs     ( 4.19864056 -0.0020364341 6.52040211e-06 -5.48797062e-09 1.77197817e-12 -30293.7267 -0.849032208 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        H               2;
+        O               1;
+    }
+}
+
+N2
+{
+    specie
+    {
+        molWeight       28.0134;
+    }
+    thermodynamics
+    {
+        Tlow            250;
+        Thigh           5000;
+        Tcommon         1000;
+        highCpCoeffs    ( 2.92664 0.0014879768 -5.68476e-07 1.0097038e-10 -6.753351e-15 -922.7977 5.980528 );
+        lowCpCoeffs     ( 3.298677 0.0014082404 -3.963222e-06 5.641515e-09 -2.444854e-12 -1020.8999 3.950372 );
+    }
+    transport
+    {
+        As              1.512e-06;
+        Ts              120;
+    }
+    elements
+    {
+        N               2;
+    }
+}
+// ************************************************************************* //
diff --git a/bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.liquid b/bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.liquid
new file mode 100644
index 00000000..b13f203c
--- /dev/null
+++ b/bird/postprocess/data_conditional_mean/constant/thermophysicalProperties.liquid
@@ -0,0 +1,149 @@
+/*--------------------------------*- C++ -*----------------------------------*\
+  =========                 |
+  \\      /  F ield         | OpenFOAM: The Open Source CFD Toolbox
+   \\    /   O peration     | Website:  https://openfoam.org
+    \\  /    A nd           | Version:  9
+     \\/     M anipulation  |
+\*---------------------------------------------------------------------------*/
+FoamFile
+{
+    format      ascii;
+    class       dictionary;
+    object      thermophysicalProperties.liquid;
+}
+// * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * //
+
+#include "$FOAM_CASE/constant/globalVars"
+
+thermoType
+{
+    type            heRhoThermo;
+    mixture         multiComponentMixture;
+    transport       const;
+    thermo          eConst;//hConst;
+    equationOfState rhoConst;
+    specie          specie;
+    energy          sensibleInternalEnergy;
+}
+
+species
+(
+    CO2
+    CO
+    H2
+    water
+);
+
+inertSpecie water;
+
+"(mixture|water)"
+{
+    specie
+    {
+        molWeight   18.0153;
+    }
+    equationOfState
+    {
+        rho     997;
+    }
+    thermodynamics
+    {
+        Cv          $CpMixLiq;
+        Hf          -1.5879e+07;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          2.289;
+    }
+}
+
+CO2
+{
+    specie
+    {
+        molWeight   44.00995;
+    }
+    equationOfState
+    {
+        rho     997;
+    }
+    thermodynamics
+    {
+        Cv          $CpMixLiq;
+        Hf         -1.5879e+07;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrCO2;
+    }
+}
+
+CO
+{
+    specie
+    {
+        molWeight   28.0106;
+    }
+    equationOfState
+    {
+        rho     997;
+    }
+    thermodynamics
+    {
+        Cv          $CpMixLiq;
+        Hf         -1.5879e+07;//-9402451;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrCO;
+    }
+}
+
+H2
+{
+    specie
+    {
+        molWeight   2.01594;
+    }
+    equationOfState
+    {
+        rho     997;
+    }
+    thermodynamics
+    {
+        Cv          $CpMixLiq;
+        Hf         -1.5879e+07;//-9402451;
+    }
+    transport
+    {
+        mu          $muMixLiq;
+        Pr          $PrH2;
+    }
+}
+
+// mixture
+// {
+//     specie
+//     {
+//         molWeight   18;
+//     }
+//     equationOfState
+//     {
+//         rho         997;
+//     }
+//     thermodynamics
+//     {
+//         Cp          4195;
+//         Hf          0;
+//     }
+//     transport
+//     {
+//         mu          3.645e-4;
+//         Pr          2.289;
+//     }
+// }
+
+// ************************************************************************* //

From 3165e0b6e5032a50c627d997846f02ccae781e0e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 08:51:05 -0600
Subject: [PATCH 248/275] automatic reading of mol weight

---
 bird/postprocess/post_quantities.py |  8 ++++----
 bird/utilities/ofio.py              | 30 +++++++++++++++++++++++++----
 2 files changed, 30 insertions(+), 8 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index f7897526..868dc83d 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -695,7 +695,7 @@ def compute_ave_y_liq(
         field_name="alpha.liquid", field_dict=field_dict, **kwargs
     )
     y_liq, field_dict = read_field(
-        field_name=f"{spec_name}.liquid", field_dict=field_dict, **kwargs
+        field_name=f"{species_name}.liquid", field_dict=field_dict, **kwargs
     )
     ind_liq, field_dict = _get_ind_liq(field_dict=field_dict, **kwargs)
 
@@ -764,7 +764,7 @@ def compute_ave_conc_liq(
     if field_dict is None:
         field_dict = {}
 
-    mol_weight = _species_name_to_mw(
+    mol_weight = species_name_to_mw(
         case_folder=case_folder, species_name=species_name
     )
     logger.debug(
@@ -1021,7 +1021,7 @@ def compute_instantaneous_kla(
             err_msg = f"D_{species_name} was not found in globalVars."
             err_msg += f'\nIf you add it, it should be looking like #calc "1.173e-16 * pow($WC_psi * $WC_M,0.5) * $T0 / $muMixLiq / pow($WC_V_{species_name},0.6)";'
             raise KeyError(err_msg)
-        mw_species[species_name] = _species_name_to_mw(
+        mw_species[species_name] = species_name_to_mw(
             case_folder=case_folder, species_name=species_name
         )
 
@@ -1190,7 +1190,7 @@ def compute_fitted_kla(
     # Get Mw of the species
     mw_species = {}
     for species_name in species_names:
-        mw_species[species_name] = _species_name_to_mw(
+        mw_species[species_name] = species_name_to_mw(
             case_folder=case_folder, species_name=species_name
         )
 
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 78b4c9e6..e3551040 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1193,10 +1193,25 @@ def read_global_vars(
     return globalVars_dict
 
 
-def _species_name_to_mw(case_folder: str, species_name: str) -> float:
-    """
-    Get species molecular weight from thermophysical properties or globalVars
-    Return species molecular weight in kg/mol
+def species_name_to_mw(case_folder: str, species_name: str) -> float:
+    r"""
+    Get molecular weight in :math:`kg/mol` from the species name.
+    In order of availability, the molecular weight is read from the thermophysicalProperties.XXX,
+    and globalVars.
+    If nothing is found in globalVars (last resort) an error is raised.
+    This function is primarily useful to compute concentrations
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    species_name: str
+        The name of the species for which molecular weight is desired
+
+    Returns
+    ----------
+    mw : float
+        The species molecular weight
     """
     thermo_gas_filename = os.path.join(
         case_folder, "constant", "thermophysicalProperties.gas"
@@ -1206,6 +1221,13 @@ def _species_name_to_mw(case_folder: str, species_name: str) -> float:
     )
     globalVars_filename = os.path.join(case_folder, "constant", "globalVars")
 
+    # Handle corner case of len 1 list of strings, and interpret it as string
+    if (
+        isinstance(species_name, list)
+        and len(species_name) == 1
+        and isinstance(species_name[0], str)
+    ):
+        species_name = species_name[0]
     assert isinstance(species_name, str)
 
     # Special case for water

From 2c5f6b6984ee2f146c6228ad2e0648c650adf890 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 09:16:16 -0600
Subject: [PATCH 249/275] adding test for molecular weight reading

---
 .../data_conditional_mean/constant/globalVars |  1 +
 .../species_gen/setup_thermo_prop.py          | 28 ++++----
 bird/utilities/ofio.py                        | 26 ++++++++
 tests/io/test_chem.py                         | 65 +++++++++++++++++++
 tests/preprocess/test_spec_thermo_gen.py      | 16 ++---
 5 files changed, 116 insertions(+), 20 deletions(-)
 create mode 100644 tests/io/test_chem.py

diff --git a/bird/postprocess/data_conditional_mean/constant/globalVars b/bird/postprocess/data_conditional_mean/constant/globalVars
index 2d944d37..c1b3557d 100644
--- a/bird/postprocess/data_conditional_mean/constant/globalVars
+++ b/bird/postprocess/data_conditional_mean/constant/globalVars
@@ -10,6 +10,7 @@ He_CO2      0.64;
 Mw_CO2  0.044;//kg/mol
 Mw_CO   0.028;
 Mw_H2   0.002;
+Mw_H2O   0.018;
 //****Liquid properties**************
 CpMixLiq        4181;
 muMixLiq        0.001; // 1 cP  
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 0cb0d981..5e5485e3 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -27,13 +27,13 @@ def check_phase_name(phase: str):
         raise NotImplementedError(error_msg)
 
 
-def get_species_name(case_dir: str, phase: str = "gas") -> list[str]:
+def get_species_name(case_folder: str, phase: str = "gas") -> list[str]:
     """
     Get list of species name in a phase
 
     Parameters
     ----------
-    case_dir: str
+    case_folder: str
         Path to OpenFOAM case
     phase: str
         Name of phase where to find the species
@@ -47,7 +47,9 @@ def get_species_name(case_dir: str, phase: str = "gas") -> list[str]:
     logger.debug(f"Finding species in phase '{phase}'")
 
     thermo_properties = read_openfoam_dict(
-        os.path.join(case_dir, "constant", f"thermophysicalProperties.{phase}")
+        os.path.join(
+            case_folder, "constant", f"thermophysicalProperties.{phase}"
+        )
     )
 
     try:
@@ -447,22 +449,24 @@ def update_liq_thermo_prop(
     return thermo_properties
 
 
-def write_species_properties(case_dir: str, phase: str = "gas") -> None:
+def write_species_properties(case_folder: str, phase: str = "gas") -> None:
     """
     Write thermo properties open foam dict
 
     Parameters
     ----------
-    case_dir: str
+    case_folder: str
         Path to OpenFOAM case
     phase: str
         Name of phase where to find the species
     """
-    logger.debug(f"Writing properties for phase '{phase}' in case {case_dir}")
-    species_name = get_species_name(case_dir=case_dir, phase=phase)
+    logger.debug(
+        f"Writing properties for phase '{phase}' in case {case_folder}"
+    )
+    species_name = get_species_name(case_folder=case_folder, phase=phase)
     species_prop = get_species_properties(species_name)
     thermo_properties_file = os.path.join(
-        case_dir, "constant", f"thermophysicalProperties.{phase}"
+        case_folder, "constant", f"thermophysicalProperties.{phase}"
     )
     thermo_properties = read_openfoam_dict(thermo_properties_file)
     pair_species_keys = get_species_key_pair(
@@ -477,7 +481,7 @@ def write_species_properties(case_dir: str, phase: str = "gas") -> None:
             thermo_properties, species_prop, pair_species_keys
         )
     filename = os.path.join(
-        case_dir, "constant", f"thermophysicalProperties.{phase}"
+        case_folder, "constant", f"thermophysicalProperties.{phase}"
     )
     write_openfoam_dict(thermo_properties_update, filename=filename)
 
@@ -485,8 +489,8 @@ def write_species_properties(case_dir: str, phase: str = "gas") -> None:
 if __name__ == "__main__":
     from bird import BIRD_DIR
 
-    case_dir = os.path.join(BIRD_DIR, "../experimental_cases/deckwer17")
-    write_species_properties(case_dir, phase="gas")
-    write_species_properties(case_dir, phase="liquid")
+    case_folder = os.path.join(BIRD_DIR, "../experimental_cases/deckwer17")
+    write_species_properties(case_folder, phase="gas")
+    write_species_properties(case_folder, phase="liquid")
     # fill_global_prop(os.path.join(BIRD_DIR,"../experimental_cases_new/disengagement/bubble_column_pbe_20L/"))
     # fill_global_prop(os.path.join(BIRD_DIR, "../experimental_cases_new/deckwer17"))
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index e3551040..62da5d5a 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1248,6 +1248,19 @@ def species_name_to_mw(case_folder: str, species_name: str) -> float:
             if name in thermo:
                 mw = float(thermo[name]["specie"]["molWeight"]) * 1e-3
                 break
+        # Handle situation of type ("species1|species2") for the key
+        if mw is None:
+            for name in species_names:
+                for key in thermo:
+                    if name in key:
+                        try:
+                            mw = (
+                                float(thermo[name]["specie"]["molWeight"])
+                                * 1e-3
+                            )
+                            break
+                        except:
+                            pass
         if mw is not None:
             logger.debug(
                 f"Read the {species_name} molecular weight ({mw}) from thermophysicalProperties.liquid"
@@ -1264,6 +1277,19 @@ def species_name_to_mw(case_folder: str, species_name: str) -> float:
             if name in thermo:
                 mw = float(thermo[name]["specie"]["molWeight"]) * 1e-3
                 break
+        # Handle situation of type ("species1|species2") for the key
+        if mw is None:
+            for name in species_names:
+                for key in thermo:
+                    if name in key:
+                        try:
+                            mw = (
+                                float(thermo[name]["specie"]["molWeight"])
+                                * 1e-3
+                            )
+                            break
+                        except:
+                            pass
         if mw is not None:
             logger.debug(
                 f"Read the {species_name} molecular weight ({mw}) from thermophysicalProperties.gas"
diff --git a/tests/io/test_chem.py b/tests/io/test_chem.py
new file mode 100644
index 00000000..cda84820
--- /dev/null
+++ b/tests/io/test_chem.py
@@ -0,0 +1,65 @@
+import os
+import shutil
+from pathlib import Path
+
+import numpy as np
+
+from bird.preprocess.species_gen.setup_thermo_prop import (
+    get_species_name,
+)
+from bird.utilities.ofio import species_name_to_mw
+
+
+def test_species_mw():
+    """
+    Test for listing all time folders in a case
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    species_names = get_species_name(case_folder=case_folder, phase="liquid")
+    mw_species = {}
+    for species_name in species_names:
+        mw_species[species_name] = species_name_to_mw(
+            case_folder=case_folder, species_name=species_name
+        )
+    assert abs(mw_species["CO2"] - 44.00995 * 1e-3) < 1e-6
+    assert abs(mw_species["CO"] - 28.01055 * 1e-3) < 1e-6
+    assert abs(mw_species["H2"] - 2.01594 * 1e-3) < 1e-6
+    assert abs(mw_species["water"] - 18.01534 * 1e-3) < 1e-6
+
+    shutil.move(
+        os.path.join(
+            case_folder, "constant", "thermophysicalProperties.liquid"
+        ),
+        os.path.join(case_folder, "thermophysicalProperties.liquid_tmp"),
+    )
+    shutil.move(
+        os.path.join(case_folder, "constant", "thermophysicalProperties.gas"),
+        os.path.join(case_folder, "thermophysicalProperties.gas_tmp"),
+    )
+
+    for species_name in species_names:
+        mw_species[species_name] = species_name_to_mw(
+            case_folder=case_folder, species_name=species_name
+        )
+    assert abs(mw_species["CO2"] - 0.044) < 1e-6
+    assert abs(mw_species["CO"] - 0.028) < 1e-6
+    assert abs(mw_species["H2"] - 0.002) < 1e-6
+    assert abs(mw_species["water"] - 0.018) < 1e-6
+
+    shutil.move(
+        os.path.join(case_folder, "thermophysicalProperties.liquid_tmp"),
+        os.path.join(
+            case_folder, "constant", "thermophysicalProperties.liquid"
+        ),
+    )
+    shutil.move(
+        os.path.join(case_folder, "thermophysicalProperties.gas_tmp"),
+        os.path.join(case_folder, "constant", "thermophysicalProperties.gas"),
+    )
diff --git a/tests/preprocess/test_spec_thermo_gen.py b/tests/preprocess/test_spec_thermo_gen.py
index 41bf7df7..428e4bad 100644
--- a/tests/preprocess/test_spec_thermo_gen.py
+++ b/tests/preprocess/test_spec_thermo_gen.py
@@ -17,7 +17,7 @@ def test_species_thermo_write():
     Artificially modify the thermo properties and make sure they are written back
     """
 
-    case_dir = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -28,7 +28,7 @@ def test_species_thermo_write():
     # Output to temporary directory and delete when done
     with tempfile.TemporaryDirectory() as tmpdirname:
         shutil.copytree(
-            os.path.join(case_dir, "constant"),
+            os.path.join(case_folder, "constant"),
             os.path.join(tmpdirname, "constant"),
         )
 
@@ -68,7 +68,7 @@ def test_species_names():
     Make sure the species names of all the phases can be identified
     """
 
-    case_dir = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -76,14 +76,14 @@ def test_species_names():
         "bubble_column_20L",
     )
 
-    gas_spec_names = get_species_name(case_dir, phase="gas")
+    gas_spec_names = get_species_name(case_folder, phase="gas")
 
     assert len(gas_spec_names) == 3
     assert "O2" in gas_spec_names
     assert "N2" in gas_spec_names
     assert "water" in gas_spec_names
 
-    liq_spec_names = get_species_name(case_dir, phase="liquid")
+    liq_spec_names = get_species_name(case_folder, phase="liquid")
 
     assert len(liq_spec_names) == 2
     assert "O2" in liq_spec_names
@@ -150,7 +150,7 @@ def test_species_key_pair():
     Make sure the species names are linked to the correct openfoam dicts
     """
 
-    case_dir = os.path.join(
+    case_folder = os.path.join(
         Path(__file__).parent,
         "..",
         "..",
@@ -158,9 +158,9 @@ def test_species_key_pair():
         "deckwer17",
     )
 
-    liq_spec_names = get_species_name(case_dir, phase="liquid")
+    liq_spec_names = get_species_name(case_folder, phase="liquid")
     thermo_file = os.path.join(
-        case_dir, "constant", "thermophysicalProperties.liquid"
+        case_folder, "constant", "thermophysicalProperties.liquid"
     )
     foam_dict = read_openfoam_dict(thermo_file)
 

From 23171315c4c9ff373dd614a41525e2871986cefa Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 10:01:16 -0600
Subject: [PATCH 250/275] made sure kla runs with will's case

---
 bird/postprocess/kla_utils.py       |  8 ++++----
 bird/postprocess/post_quantities.py | 17 +++++++++++------
 docs/source/uq.rst                  |  9 ++++-----
 3 files changed, 19 insertions(+), 15 deletions(-)

diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index 31dcece6..7720ee27 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -365,11 +365,11 @@ def print_res_dict(res_dict: dict) -> None:
     bs = res_dict["bootstrapped"]
 
     if bs:
-        logger.info(f"\tkla = {kla:.4g} +/- {kla_err:.4g}")
-        logger.info(f"\tcstar = {cs:.4g} +/- {cs_err:.4g}")
+        logger.info(f"\tkla = {kla*3600:.4g} +/- {kla_err*3600:.4g} [h-1]")
+        logger.info(f"\tcstar = {cs:.4g} +/- {cs_err:.4g} [mol/m3]")
         logger.info(f"Without data bootstrap")
-    logger.info(f"\tkla = {kla_nb:.4g} +/- {kla_err_nb:.4g}")
-    logger.info(f"\tcstar = {cs_nb:.4g} +/- {cs_err_nb:.4g}")
+    logger.info(f"\tkla = {kla_nb*3600:.4g} +/- {kla_err_nb*3600:.4g} [h-1]")
+    logger.info(f"\tcstar = {cs_nb:.4g} +/- {cs_err_nb:.4g} [mol/m3]")
 
 
 if __name__ == "__main__":
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 868dc83d..2be1d17d 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -40,7 +40,7 @@ def _field_filter(
             filtered_field = field
         else:
             err_msg = f"Got field type {type(field)}."
-            err_msg += " Expected float of np.ndarray for scalar field"
+            err_msg += " Expected float or np.ndarray for scalar field"
             raise TypeError(err_msg)
 
     elif field_type.lower() == "vector":
@@ -802,7 +802,7 @@ def compute_ave_conc_liq(
         logger.warning(
             f"thermo:rho.liquid not found in {abs_time_path}, assuming it is 1000kg/m3"
         )
-        rho_liq = 1000
+        rho_liq = 1000.0
         field_dict["rho_liq"] = rho_liq
 
     # Only compute over the liquid
@@ -1170,7 +1170,7 @@ def compute_fitted_kla(
     if field_dict is None:
         field_dict = {}
 
-    if isinstance(species_names, "str"):
+    if isinstance(species_names, str):
         species_names = [species_names]
 
     # Read relevant fields
@@ -1205,6 +1205,8 @@ def compute_fitted_kla(
     else:
         mesh_field_dict["V"], _ = read_cell_volumes(case_folder)
 
+    logger.info("Reading the species concentration history")
+
     # Initialize the data structure for concentration
     c_history = {}
     for species_name in species_names:
@@ -1212,7 +1214,7 @@ def compute_fitted_kla(
 
     # Read concentration
     for itime, time_folder in enumerate(time_str_sorted):
-
+        logger.debug(f"Reading {time_folder}")
         # Reinitialize kla field dict
         kla_field_dict = {}
         for key in mesh_field_dict:
@@ -1228,6 +1230,9 @@ def compute_fitted_kla(
             )
         c_history[species_name][itime] = c_liq
 
+    breakpoint()
+
+    logger.info("Doing kla fit")
     # Compute kla
     kla_spec = {}
     cstar_spec = {}
@@ -1236,8 +1241,8 @@ def compute_fitted_kla(
             np.array(time_float_sorted), c_history[species_name]
         )
         kla_spec[species_name] = {
-            "mean": kla_res["kla"],
-            "std": kla_res["kla_err"],
+            "mean": kla_res["kla"] * 3600,
+            "std": kla_res["kla_err"] * 3600,
         }
         cstar_spec[species_name] = {
             "mean": kla_res["cstar"],
diff --git a/docs/source/uq.rst b/docs/source/uq.rst
index 02c0d2e8..1661bb39 100644
--- a/docs/source/uq.rst
+++ b/docs/source/uq.rst
@@ -63,12 +63,11 @@ Generates
    	 scenario 2
    	 scenario 3
    For bird/postprocess/data_kla/volume_avg.dat with time index: 0, concentration index: 1
-   	kla = 0.09005 +/- 0.0006387
-   	cstar = 0.3107 +/- 0.0006122
+   	kla = 324 +/- 2.446 [h-1]
+   	cstar = 0.3107 +/- 0.0006522 [mol/m3]
    Without data bootstrap
-   	kla = 0.09014 +/- 0.0005957
-   	cstar = 0.3105 +/- 0.0005472
-
+   	kla = 324.5 +/- 2.075 [h-1]
+   	cstar = 0.3105 +/- 0.0005444 [mol/m3]
 
 Compute mean statistics with uncertainty
 ------------

From d281035ebc7c1aacc886392cf537b76f4ffd4bd5 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 10:04:58 -0600
Subject: [PATCH 251/275] more explicit doc string

---
 bird/postprocess/post_quantities.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 2be1d17d..943d966d 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1159,11 +1159,11 @@ def compute_fitted_kla(
     kla_spec: dict
         Instantaneous volume averaged kLa for each species
         Keys are species names
-        Values are the kLa values
+        Values are dictionaries with key 'mean' (mean kLa value) and 'std' (1 standard deviation for the kLa value)
     cstar_spec: dict
         Instantaneous volume averaged cstar for each species
         Keys are species names
-        Values are the cstar values
+        Values are dictionaries with key 'mean' (mean cstar value) and 'std' (1 standard deviation for the cstar value)
     field_dict : dict
         Dictionary of fields read
     """

From f214e3e40bf7c19ccb4155e16cb4fb38acf58ad0 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 10:51:56 -0600
Subject: [PATCH 252/275] handle missing mu liq

---
 bird/postprocess/post_quantities.py           |   4 +-
 .../species_gen/setup_thermo_prop.py          |  75 +-------
 bird/utilities/ofio.py                        | 171 +++++++++++++++++-
 bird/version.py                               |   2 +-
 tests/io/test_chem.py                         |  32 +++-
 tests/io/test_read_foam_fields.py             |  32 +++-
 tests/preprocess/test_spec_thermo_gen.py      |  30 +--
 7 files changed, 237 insertions(+), 109 deletions(-)

diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index 943d966d..a7fbf0a6 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1045,9 +1045,7 @@ def compute_instantaneous_kla(
         field_name="U.liquid", field_dict=field_dict, **kwargs
     )
     d_gas, field_dict = read_bubble_diameter(field_dict=field_dict, **kwargs)
-    mu_liq, field_dict = read_field(
-        field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
-    )
+    mu_liq, field_dict = read_mu_liquid(field_dict=field_dict, **kwargs)
     species_gas = {}
     for species_name in species_names:
         species_gas[species_name], field_dict = read_field(
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 5e5485e3..95ff2138 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -6,79 +6,14 @@
 from ruamel.yaml import YAML
 
 from bird import BIRD_CONST_DIR, logger
-from bird.utilities.ofio import read_openfoam_dict, write_openfoam_dict
+from bird.utilities.ofio import (
+    get_species_name,
+    read_openfoam_dict,
+    write_openfoam_dict,
+)
 from bird.utilities.parser import parse_yaml
 
 
-def check_phase_name(phase: str):
-    """
-    Check that phase name is valid
-
-    Parameters
-    ----------
-    phase: str
-        Name of phase where to find the species
-    """
-    try:
-        assert phase in ["gas", "liquid"]
-    except AssertionError:
-        error_msg = f"Phase name ('{phase}') is not in ['gas', 'liquid']"
-        logger.error(error_msg)
-        raise NotImplementedError(error_msg)
-
-
-def get_species_name(case_folder: str, phase: str = "gas") -> list[str]:
-    """
-    Get list of species name in a phase
-
-    Parameters
-    ----------
-    case_folder: str
-        Path to OpenFOAM case
-    phase: str
-        Name of phase where to find the species
-
-    Returns
-    ----------
-    species_name: list[str]
-        List of species name in the phase
-    """
-    check_phase_name(phase)
-    logger.debug(f"Finding species in phase '{phase}'")
-
-    thermo_properties = read_openfoam_dict(
-        os.path.join(
-            case_folder, "constant", f"thermophysicalProperties.{phase}"
-        )
-    )
-
-    try:
-        species = thermo_properties["species"]
-        if not isinstance(species, list):
-            assert isinstance(species, str)
-            species = [species]
-    except KeyError:
-        species = []
-    try:
-        defaultSpecie = thermo_properties["defaultSpecie"]
-        if not isinstance(defaultSpecie, list):
-            assert isinstance(defaultSpecie, str)
-            defaultSpecie = [defaultSpecie]
-    except KeyError:
-        defaultSpecie = []
-    try:
-        inertSpecie = thermo_properties["inertSpecie"]
-        if not isinstance(inertSpecie, list):
-            assert isinstance(inertSpecie, str)
-            inertSpecie = [inertSpecie]
-    except KeyError:
-        inertSpecie = []
-
-    species_name = list(set(species + defaultSpecie + inertSpecie))
-    logger.debug(f"Species in phase '{phase}' are {species_name}")
-    return species_name
-
-
 def get_species_properties(species_name: list[str]) -> dict:
     """
     Get thermo properties of species
diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 62da5d5a..bb506256 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -7,6 +7,23 @@
 from bird import logger
 
 
+def _check_phase_name(phase: str):
+    """
+    Check that phase name is valid
+
+    Parameters
+    ----------
+    phase: str
+        Name of phase where to find the species
+    """
+    try:
+        assert phase in ["gas", "liquid"]
+    except AssertionError:
+        error_msg = f"Phase name ('{phase}') is not in ['gas', 'liquid']"
+        logger.error(error_msg)
+        raise NotImplementedError(error_msg)
+
+
 def _read_mesh(filename: str) -> np.ndarray:
     """
     Reads cell center location from meshCellCentres_X.obj
@@ -1037,7 +1054,7 @@ def read_bubble_diameter(
                 d_gas = float(
                     phaseProperties_dict["gas"]["constantCoeffs"]["d"]
                 )
-
+                field_dict["d.gas"] = d_gas
     else:
         # Get field from dict if it has been read before
         d_gas = field_dict["d.gas"]
@@ -1045,6 +1062,158 @@ def read_bubble_diameter(
     return d_gas, field_dict
 
 
+def get_species_name(case_folder: str, phase: str = "gas") -> list[str]:
+    """
+    Get list of species name in a phase
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to OpenFOAM case
+    phase: str
+        Name of phase where to find the species
+
+    Returns
+    ----------
+    species_name: list[str]
+        List of species name in the phase
+    """
+    _check_phase_name(phase)
+    logger.debug(f"Finding species in phase '{phase}'")
+
+    thermo_properties = read_openfoam_dict(
+        os.path.join(
+            case_folder, "constant", f"thermophysicalProperties.{phase}"
+        )
+    )
+
+    try:
+        species = thermo_properties["species"]
+        if not isinstance(species, list):
+            assert isinstance(species, str)
+            species = [species]
+    except KeyError:
+        species = []
+    try:
+        defaultSpecie = thermo_properties["defaultSpecie"]
+        if not isinstance(defaultSpecie, list):
+            assert isinstance(defaultSpecie, str)
+            defaultSpecie = [defaultSpecie]
+    except KeyError:
+        defaultSpecie = []
+    try:
+        inertSpecie = thermo_properties["inertSpecie"]
+        if not isinstance(inertSpecie, list):
+            assert isinstance(inertSpecie, str)
+            inertSpecie = [inertSpecie]
+    except KeyError:
+        inertSpecie = []
+
+    species_name = list(set(species + defaultSpecie + inertSpecie))
+    logger.debug(f"Species in phase '{phase}' are {species_name}")
+    return species_name
+
+
+def read_mu_liquid(
+    case_folder: str,
+    time_folder: str | None = None,
+    n_cells: int | None = None,
+    field_dict: dict | None = None,
+) -> tuple[np.ndarray | float, dict]:
+    """
+    Read mu_liquid at a given time and store it in dictionary for later reuse.
+    A specific function is constructed so that if thermo:mu.liquid is not available, the liquid viscosity is read from globalVars
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+    time_folder: str | None
+        Name of time folder to analyze.
+        If None, it will be found automatically
+    n_cells : int | None
+        Number of cells in the domain.
+        If None, it will deduced from the field reading
+    field_dict : dict | None
+        Dictionary of fields used to avoid rereading the same fields to calculate different quantities
+
+    Returns
+    ----------
+    cell_volumes : np.ndarray | float
+        Field of cell volumes
+    field_dict : dict
+        Dictionary of fields read
+    """
+
+    if field_dict is None:
+        field_dict = {}
+
+    kwargs = {
+        "case_folder": case_folder,
+        "time_folder": time_folder,
+        "n_cells": n_cells,
+    }
+
+    if (
+        not ("thermo:mu.liquid" in field_dict)
+        or field_dict["thermo:mu.liquid"] is None
+    ):
+        try:
+            mu_liq, field_dict = read_field(
+                field_name="thermo:mu.liquid", field_dict=field_dict, **kwargs
+            )
+
+        except FileNotFoundError as err:
+            logger.debug(
+                "Could not find thermo:mu.liquid, checking if it can be read from globalVars"
+            )
+            # thermo:mu.liquid does not exist
+            mu_liq = None
+            globalVars = read_global_vars(case_folder, cross_ref=True)
+            thermo = read_openfoam_dict(
+                os.path.join(
+                    case_folder, "constant", "thermophysicalProperties.liquid"
+                )
+            )
+            liquid_species = get_species_name(case_folder, phase="liquid")
+            main_liq_species = None
+            for species_name in liquid_species:
+                if "water" in liquid_species:
+                    main_liq_species = "water"
+                    break
+                if "WATER" in liquid_species:
+                    main_liq_species = "WATER"
+                    break
+                if "h2o" in liquid_species:
+                    main_liq_species = "h2o"
+                    break
+                if "H2O" in liquid_species:
+                    main_liq_species = "H2O"
+                    break
+            for key in thermo:
+                if main_liq_species in key:
+                    liq_species_prop = thermo[key]
+                    break
+            if liq_species_prop["transport"]["mu"] == "$muMixLiq":
+                # You are using a constant mu
+                mu_liq = globalVars["muMixLiq"]
+            if mu_liq is None:
+                logger.error(
+                    f"Liquid viscosity is not constant, yet could not find thermo:mu.liquid"
+                )
+                raise FileNotFoundError(err)
+            else:
+                # Get the constant bubble diameter
+                logger.debug("Reading liquid viscosity from globalVars")
+                field_dict["thermo:mu.liquid"] = mu_liq
+
+    else:
+        # Get field from dict if it has been read before
+        mu_liq = field_dict["thermo:mu.liquid"]
+
+    return mu_liq, field_dict
+
+
 def _cross_reference_global_vars(
     globalVars_dict: dict,
 ) -> dict:
diff --git a/bird/version.py b/bird/version.py
index 0461d1e7..9154fcd5 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.42"
+__version__ = "0.0.43"
diff --git a/tests/io/test_chem.py b/tests/io/test_chem.py
index cda84820..d366bfef 100644
--- a/tests/io/test_chem.py
+++ b/tests/io/test_chem.py
@@ -4,10 +4,7 @@
 
 import numpy as np
 
-from bird.preprocess.species_gen.setup_thermo_prop import (
-    get_species_name,
-)
-from bird.utilities.ofio import species_name_to_mw
+from bird.utilities.ofio import get_species_name, species_name_to_mw
 
 
 def test_species_mw():
@@ -63,3 +60,30 @@ def test_species_mw():
         os.path.join(case_folder, "thermophysicalProperties.gas_tmp"),
         os.path.join(case_folder, "constant", "thermophysicalProperties.gas"),
     )
+
+
+def test_species_names():
+    """
+    Make sure the species names of all the phases can be identified
+    """
+
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "tutorial_cases",
+        "bubble_column_20L",
+    )
+
+    gas_spec_names = get_species_name(case_folder, phase="gas")
+
+    assert len(gas_spec_names) == 3
+    assert "O2" in gas_spec_names
+    assert "N2" in gas_spec_names
+    assert "water" in gas_spec_names
+
+    liq_spec_names = get_species_name(case_folder, phase="liquid")
+
+    assert len(liq_spec_names) == 2
+    assert "O2" in liq_spec_names
+    assert "water" in liq_spec_names
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index c0beed96..44afb59e 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -9,6 +9,7 @@
     _readOFScal,
     _readOFVec,
     read_bubble_diameter,
+    read_mu_liquid,
 )
 
 
@@ -184,5 +185,34 @@ def test_read_bubble_diameter():
     assert abs(d_gas[2] - 0.00966694) < 1e-8
 
 
+def test_read_mu_liquid():
+    """
+    Test for reading bubble diameter
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    # Read bubble diameter
+    mu_liq, _ = read_mu_liquid(case_folder=case_folder, time_folder="80")
+    assert abs(mu_liq - 0.001) < 1e-8
+    # Read bubble diameter if no d.gas is available
+    # Manufacture a case without d.gas
+    shutil.move(
+        os.path.join(case_folder, "80", "thermo:mu.liquid"),
+        os.path.join(case_folder, "thermo:mu.liquid_tmp"),
+    )
+    mu_liq, _ = read_mu_liquid(case_folder=case_folder, time_folder="80")
+    assert abs(mu_liq - 0.001) < 1e-8
+    shutil.move(
+        os.path.join(case_folder, "thermo:mu.liquid_tmp"),
+        os.path.join(case_folder, "80", "thermo:mu.liquid"),
+    )
+
+
 if __name__ == "__main__":
-    test_read_bubble_diameter()
+    test_read_mu_liquid()
diff --git a/tests/preprocess/test_spec_thermo_gen.py b/tests/preprocess/test_spec_thermo_gen.py
index 428e4bad..8f9fd932 100644
--- a/tests/preprocess/test_spec_thermo_gen.py
+++ b/tests/preprocess/test_spec_thermo_gen.py
@@ -5,11 +5,10 @@
 
 from bird.preprocess.species_gen.setup_thermo_prop import (
     get_species_key_pair,
-    get_species_name,
     get_species_properties,
     write_species_properties,
 )
-from bird.utilities.ofio import read_openfoam_dict
+from bird.utilities.ofio import get_species_name, read_openfoam_dict
 
 
 def test_species_thermo_write():
@@ -63,33 +62,6 @@ def test_species_thermo_write():
         )
 
 
-def test_species_names():
-    """
-    Make sure the species names of all the phases can be identified
-    """
-
-    case_folder = os.path.join(
-        Path(__file__).parent,
-        "..",
-        "..",
-        "tutorial_cases",
-        "bubble_column_20L",
-    )
-
-    gas_spec_names = get_species_name(case_folder, phase="gas")
-
-    assert len(gas_spec_names) == 3
-    assert "O2" in gas_spec_names
-    assert "N2" in gas_spec_names
-    assert "water" in gas_spec_names
-
-    liq_spec_names = get_species_name(case_folder, phase="liquid")
-
-    assert len(liq_spec_names) == 2
-    assert "O2" in liq_spec_names
-    assert "water" in liq_spec_names
-
-
 def test_species_prop():
     """
     Make sure the species properties are correctly read

From fc63a38ffc51958732643fca767f0b24b3c0dd14 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Thu, 2 Oct 2025 10:54:19 -0600
Subject: [PATCH 253/275] fix docstring

---
 bird/utilities/ofio.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index bb506256..776c1204 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -1121,7 +1121,7 @@ def read_mu_liquid(
     field_dict: dict | None = None,
 ) -> tuple[np.ndarray | float, dict]:
     """
-    Read mu_liquid at a given time and store it in dictionary for later reuse.
+    Read liquid viscosity at a given time and store it in dictionary for later reuse.
     A specific function is constructed so that if thermo:mu.liquid is not available, the liquid viscosity is read from globalVars
 
     Parameters

From d5b287f97519fdab67dc475de2347ecdaacbc25d Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 3 Oct 2025 09:17:31 -0600
Subject: [PATCH 254/275] remove rogue breakpoint

---
 bird/postprocess/kla_utils.py       |  4 ++--
 bird/postprocess/post_quantities.py | 16 +++++++++++++---
 bird/version.py                     |  2 +-
 3 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index 7720ee27..b08bfd65 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -147,14 +147,14 @@ def check_data_size(time_obs: np.ndarray, concentration_obs: np.ndarray):
 def compute_kla(
     data_t: np.ndarray,
     data_c: np.ndarray,
+    num_warmup: int = 4000,
+    num_samples: int = 1000,
     max_chop: int | None = None,
     bootstrap: bool = True,
 ) -> dict:
     """
     Main loop to compute kla
     """
-    num_warmup = 4000
-    num_samples = 1000
     rng_key = random.PRNGKey(0)
     rng_key, rng_key_ = random.split(rng_key)
 
diff --git a/bird/postprocess/post_quantities.py b/bird/postprocess/post_quantities.py
index a7fbf0a6..13456859 100644
--- a/bird/postprocess/post_quantities.py
+++ b/bird/postprocess/post_quantities.py
@@ -1117,6 +1117,8 @@ def compute_fitted_kla(
     species_names: str | list[str],
     n_cells: int | None = None,
     volume_time: str | None = None,
+    num_warmup: int = 4000,
+    num_samples: int = 1000,
     field_dict: dict | None = None,
 ) -> tuple[dict, dict, dict]:
     r"""
@@ -1149,6 +1151,12 @@ def compute_fitted_kla(
     volume_time : str | None
         Time folder to read to get the cell volumes.
         If None, finds volume time automatically
+    num_warmup: int
+        Number of MCMC samples in the warmup phase
+        Defaults to 4000
+    num_samples: int
+        Number of posterior MCMC samples generated
+        Defaults to 1000
     field_dict : dict
         Dictionary of fields used to avoid rereading the same fields to calculate different quantities
 
@@ -1228,16 +1236,18 @@ def compute_fitted_kla(
             )
         c_history[species_name][itime] = c_liq
 
-    breakpoint()
-
     logger.info("Doing kla fit")
     # Compute kla
     kla_spec = {}
     cstar_spec = {}
     for species_name in species_names:
         kla_res = compute_kla(
-            np.array(time_float_sorted), c_history[species_name]
+            np.array(time_float_sorted),
+            c_history[species_name],
+            num_warmup=num_warmup,
+            num_samples=num_samples,
         )
+        # Convert to h-1
         kla_spec[species_name] = {
             "mean": kla_res["kla"] * 3600,
             "std": kla_res["kla_err"] * 3600,
diff --git a/bird/version.py b/bird/version.py
index 9154fcd5..68c45d06 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.43"
+__version__ = "0.0.45"

From 9ba625427024c47fbab994c1ba45ec831d538ca3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 3 Oct 2025 09:34:19 -0600
Subject: [PATCH 255/275] add test for kla compute

---
 tests/postprocess/test_post_quantities.py | 58 ++++++++++++++++++++++-
 1 file changed, 56 insertions(+), 2 deletions(-)

diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 05d0f6c1..9ecde554 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -315,8 +315,62 @@ def test_instantaneous_kla():
     )
 
 
+def test_fitted_kla():
+    """
+    Test for fitted kla calculation
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    field_dict = {}
+    # Check that assertion error is sent if too few snapshots
+    try:
+        kla_spec1, cstar_spec1, _ = compute_fitted_kla(
+            species_names=["CO2"],
+            case_folder=case_folder,
+        )
+    except AssertionError:
+        pass
+
+    # Create dummy time folders
+    for time_folder in [str(entry) for entry in range(81, 89)]:
+        shutil.copytree(
+            os.path.join(case_folder, "80"),
+            os.path.join(case_folder, time_folder),
+        )
+    kla_spec1, cstar_spec1, _ = compute_fitted_kla(
+        species_names=["CO2"],
+        case_folder=case_folder,
+        num_warmup=100,
+        num_samples=100,
+    )
+    for time_folder in [str(entry) for entry in range(81, 89)]:
+        shutil.rmtree(os.path.join(case_folder, time_folder))
+
+    # Create dummy time folders to trigger bootstrapping
+    for time_folder in [str(entry) for entry in range(81, 91)]:
+        shutil.copytree(
+            os.path.join(case_folder, "80"),
+            os.path.join(case_folder, time_folder),
+        )
+    kla_spec1, cstar_spec1, _ = compute_fitted_kla(
+        species_names=["CO2"],
+        case_folder=case_folder,
+        num_warmup=100,
+        num_samples=100,
+    )
+    for time_folder in [str(entry) for entry in range(81, 91)]:
+        shutil.rmtree(os.path.join(case_folder, time_folder))
+
+
 if __name__ == "__main__":
-    test_compute_superficial_gas_velocity()
-    test_compute_gh()
+    # test_compute_superficial_gas_velocity()
+    # test_compute_gh()
     # test_ave_y_liq()
     # test_ave_conc_liq()
+    test_fitted_kla()

From 77558502f486e5b6ec4b81046da17ffe2b8cd09a Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 3 Oct 2025 09:36:40 -0600
Subject: [PATCH 256/275] explicit doc

---
 docs/source/python_interface_tut.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/python_interface_tut.rst b/docs/source/python_interface_tut.rst
index a1547d41..5a6a0c0a 100644
--- a/docs/source/python_interface_tut.rst
+++ b/docs/source/python_interface_tut.rst
@@ -50,7 +50,7 @@ If we want to read the gas volume fraction ``alpha.gas``, the mass fraction of C
    print("cell alpha gas shape = ", alpha_gas.shape)
    print("cell u liq shape = ", u_liq.shape)
 
-The function ``read_field`` automatically detects whether the field is a vector or a scalar field.
+The function ``read_field`` automatically detects whether the field is a vector or a scalar field. The first returned results in (N,) for a scalar field and (N,3) for a vector field.
 
 
 

From e38eaf99f7976516a8278ed1eb17cf06364174be Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 17 Oct 2025 09:14:25 -0600
Subject: [PATCH 257/275] use pathlib instead of makedirs to handle
 intermediate directory creation

---
 bird/calibration/param_nn.py                 | 5 +++--
 bird/preprocess/json_gen/generate_designs.py | 5 +++--
 bird/utilities/folderManagement.py           | 8 --------
 tests/meshing/test_block_cyl_mesh.py         | 2 +-
 tests/meshing/test_block_rect_mesh.py        | 2 +-
 5 files changed, 8 insertions(+), 14 deletions(-)

diff --git a/bird/calibration/param_nn.py b/bird/calibration/param_nn.py
index c0cc8255..5847fdb0 100644
--- a/bird/calibration/param_nn.py
+++ b/bird/calibration/param_nn.py
@@ -1,6 +1,7 @@
 import argparse
 import os
 import time
+from pathlib import Path
 
 import joblib
 import numpy as np
@@ -306,8 +307,8 @@ def load(self, weight_file):
         self.model.load_weights(weight_file)
 
     def prepareLog(self):
-        os.makedirs(self.model_folder, exist_ok=True)
-        os.makedirs(self.log_loss_folder, exist_ok=True)
+        Path(self.model_folder).mkdir(parents=True, exist_ok=True)
+        Path(self.log_loss_folder).mkdir(parents=True, exist_ok=True)
         try:
             os.remove(os.path.join(self.log_loss_folder, "log.csv"))
         except FileNotFoundError as err:
diff --git a/bird/preprocess/json_gen/generate_designs.py b/bird/preprocess/json_gen/generate_designs.py
index cdf06514..862de36a 100644
--- a/bird/preprocess/json_gen/generate_designs.py
+++ b/bird/preprocess/json_gen/generate_designs.py
@@ -1,6 +1,7 @@
 import os
 import pickle
 import shutil
+from pathlib import Path
 
 import numpy as np
 
@@ -174,7 +175,7 @@ def generate_small_reactor_cases(
         shutil.rmtree(study_folder)
     except:
         pass
-    os.makedirs(study_folder)
+    Path(study_folder).mkdir(parents=True, exist_ok=True)
     for sim_id in config_dict:
         sim_folder = id2simfolder(sim_id)
         shutil.copytree(
@@ -292,7 +293,7 @@ def generate_scaledup_reactor_cases(
         shutil.rmtree(study_folder)
     except:
         pass
-    os.makedirs(study_folder)
+    Path(study_folder).mkdir(parents=True, exist_ok=True)
     for sim_id in config_dict:
         sim_folder = id2simfolder(sim_id)
         shutil.copytree(
diff --git a/bird/utilities/folderManagement.py b/bird/utilities/folderManagement.py
index 3c31efa1..1147900b 100644
--- a/bird/utilities/folderManagement.py
+++ b/bird/utilities/folderManagement.py
@@ -4,14 +4,6 @@
 from bird import logger
 
 
-def makeRecursiveFolder(path):
-    folder_list = path.split("/")
-    localFolder = ""
-    for folder in folder_list:
-        localFolder = os.path.join(localFolder, folder)
-        os.makedirs(localFolder, exist_ok=True)
-
-
 def getManyFolders(rootFolder, prefix="flat_donut"):
     # Read Time
     fold_tmp = os.listdir(rootFolder)
diff --git a/tests/meshing/test_block_cyl_mesh.py b/tests/meshing/test_block_cyl_mesh.py
index c5d181a1..c9924ef9 100644
--- a/tests/meshing/test_block_cyl_mesh.py
+++ b/tests/meshing/test_block_cyl_mesh.py
@@ -13,7 +13,7 @@
 
 
 def base_mesh(input_file, topo_file, output_folder):
-    os.makedirs(output_folder, exist_ok=True)
+    Path(output_folder).mkdir(parents=True, exist_ok=True)
     geomDict = assemble_geom(input_file, topo_file)
     meshDict = assemble_mesh(input_file, geomDict)
     writeBlockMeshDict(output_folder, geomDict, meshDict)
diff --git a/tests/meshing/test_block_rect_mesh.py b/tests/meshing/test_block_rect_mesh.py
index 32e7c855..f651161f 100644
--- a/tests/meshing/test_block_rect_mesh.py
+++ b/tests/meshing/test_block_rect_mesh.py
@@ -13,7 +13,7 @@
 
 
 def base_mesh(input_file, output_folder):
-    os.makedirs(output_folder, exist_ok=True)
+    Path(output_folder).mkdir(parents=True, exist_ok=True)
     geomDict = assemble_geom(input_file)
     meshDict = assemble_mesh(input_file)
     writeBlockMeshDict(output_folder, geomDict, meshDict)

From 387de5ae0274cc360a5b600c1509aeafc8edcba3 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 17 Oct 2025 10:47:16 -0600
Subject: [PATCH 258/275] remove folderManagement and path appends

---
 bird/utilities/folderManagement.py            | 28 -------------
 papers/co2_model/validation/compareToExp.py   |  4 +-
 papers/sparger/process_geom/compare_qoi.py    | 13 +++---
 papers/sparger/process_geom/plot_cond.py      | 38 +++++++++++++----
 .../process_geom/plot_cond_multiFold.py       | 13 +++---
 papers/sparger/process_geom/plot_qoi.py       | 42 ++++++++++++++-----
 .../process_geom/plot_qoi_multiFold.py        | 15 +++----
 7 files changed, 80 insertions(+), 73 deletions(-)
 delete mode 100644 bird/utilities/folderManagement.py

diff --git a/bird/utilities/folderManagement.py b/bird/utilities/folderManagement.py
deleted file mode 100644
index 1147900b..00000000
--- a/bird/utilities/folderManagement.py
+++ /dev/null
@@ -1,28 +0,0 @@
-import os
-import re
-
-from bird import logger
-
-
-def getManyFolders(rootFolder, prefix="flat_donut"):
-    # Read Time
-    fold_tmp = os.listdir(rootFolder)
-    fold_num = []
-    # remove non floats
-    for i, entry in reversed(list(enumerate(fold_tmp))):
-        if not entry.startswith(prefix) or entry.endswith("N2"):
-            a = fold_tmp.pop(i)
-            # print('removed ', a)
-    for entry in fold_tmp:
-        num = re.findall(r"\d+", entry)
-        if len(num) > 1:
-            msg = f"Cannot find num of folder {entry}."
-            msg += "\nDo not trust the spearman stat"
-            logger.warning(msg)
-        else:
-            fold_num.append(int(num[0]))
-
-    sortedFold = [
-        x for _, x in sorted(zip(fold_num, fold_tmp), key=lambda pair: pair[0])
-    ]
-    return sortedFold
diff --git a/papers/co2_model/validation/compareToExp.py b/papers/co2_model/validation/compareToExp.py
index 5291917a..6f6964c3 100644
--- a/papers/co2_model/validation/compareToExp.py
+++ b/papers/co2_model/validation/compareToExp.py
@@ -1,11 +1,11 @@
 import argparse
 import os
 import sys
+from pathlib import Path
 
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels, pretty_legend
 
-from bird.utilities.folderManagement import *
 from bird.utilities.ofio import *
 
 parser = argparse.ArgumentParser(description="Case folder")
@@ -50,7 +50,7 @@
 
 figureFolder = "Figures"
 figureFolder = os.path.join(figureFolder, args.figureFolder)
-makeRecursiveFolder(figureFolder)
+Path(figureFolder).mkdir(exist_ok=True, parents=True)
 
 conv17 = np.load(os.path.join(args.caseFolder17, "convergence_gh.npz"))
 conv19 = np.load(os.path.join(args.caseFolder19, "convergence_gh.npz"))
diff --git a/papers/sparger/process_geom/compare_qoi.py b/papers/sparger/process_geom/compare_qoi.py
index f526e344..e0e607b9 100644
--- a/papers/sparger/process_geom/compare_qoi.py
+++ b/papers/sparger/process_geom/compare_qoi.py
@@ -1,17 +1,14 @@
 import argparse
-import sys
-
-import numpy as np
-
-sys.path.append("../utilities")
 import os
 import pickle
+import sys
+from pathlib import Path
 
-from folderManagement import *
-from ofio import *
+import numpy as np
 from prettyPlot.plotting import plt, pretty_labels, pretty_legend
 
 from bird.utilities.label_plot import label_conv
+from bird.utilities.ofio import *
 
 parser = argparse.ArgumentParser(description="Compare Qoi")
 parser.add_argument(
@@ -88,7 +85,7 @@
 dataFiles = args.dataFiles
 mode = args.mode
 
-makeRecursiveFolder(figureFolder)
+Path(figureFolder).mkdir(parents=True, exist_ok=True)
 data_structs = [np.load(dataFile) for dataFile in dataFiles]
 
 symbol_list = ["o", "s", "^"]
diff --git a/papers/sparger/process_geom/plot_cond.py b/papers/sparger/process_geom/plot_cond.py
index 04bf9c0a..91f6cda0 100644
--- a/papers/sparger/process_geom/plot_cond.py
+++ b/papers/sparger/process_geom/plot_cond.py
@@ -1,17 +1,39 @@
 import argparse
-import sys
-
-import numpy as np
-
-sys.path.append("../utilities")
 import os
 import pickle
+import sys
+from pathlib import Path
 
-from folderManagement import *
-from ofio import *
+import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.label_plot import label_conv
+from bird.utilities.ofio import *
+
+
+def getManyFolders(rootFolder, prefix="flat_donut"):
+    # Read Time
+    fold_tmp = os.listdir(rootFolder)
+    fold_num = []
+    # remove non floats
+    for i, entry in reversed(list(enumerate(fold_tmp))):
+        if not entry.startswith(prefix) or entry.endswith("N2"):
+            a = fold_tmp.pop(i)
+            # print('removed ', a)
+    for entry in fold_tmp:
+        num = re.findall(r"\d+", entry)
+        if len(num) > 1:
+            msg = f"Cannot find num of folder {entry}."
+            msg += "\nDo not trust the spearman stat"
+            logger.warning(msg)
+        else:
+            fold_num.append(int(num[0]))
+
+    sortedFold = [
+        x for _, x in sorted(zip(fold_num, fold_tmp), key=lambda pair: pair[0])
+    ]
+    return sortedFold
+
 
 parser = argparse.ArgumentParser(description="Plot cond qoi")
 parser.add_argument(
@@ -96,7 +118,7 @@
 args = parser.parse_args()
 figureFolder = "Figures"
 figureFolder = os.path.join(figureFolder, args.figureFolder, "cond")
-makeRecursiveFolder(figureFolder)
+Path(figureFolder).mkdir(parents=True, exist_ok=True)
 field_names = args.field_list
 param_file = args.paramFile
 study_folder = args.studyFolder
diff --git a/papers/sparger/process_geom/plot_cond_multiFold.py b/papers/sparger/process_geom/plot_cond_multiFold.py
index b2ef5582..01ec82dc 100644
--- a/papers/sparger/process_geom/plot_cond_multiFold.py
+++ b/papers/sparger/process_geom/plot_cond_multiFold.py
@@ -1,17 +1,14 @@
 import argparse
-import sys
-
-import numpy as np
-
-sys.path.append("../utilities")
 import os
 import pickle
+import sys
+from pathlib import Path
 
-from folderManagement import *
-from ofio import *
+import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.label_plot import label_conv
+from bird.utilities.ofio import *
 
 parser = argparse.ArgumentParser(description="Plot cond qoi")
 parser.add_argument(
@@ -80,7 +77,7 @@
 args = parser.parse_args()
 figureFolder = "Figures"
 figureFolder = os.path.join(figureFolder, args.figureFolder, "cond")
-makeRecursiveFolder(figureFolder)
+Path(figureFolder).mkdir(exist_ok=True, parents=True)
 field_names = args.field_list
 param_name = args.param_name
 param_vals = args.param_value
diff --git a/papers/sparger/process_geom/plot_qoi.py b/papers/sparger/process_geom/plot_qoi.py
index 76227422..0a5a9d54 100644
--- a/papers/sparger/process_geom/plot_qoi.py
+++ b/papers/sparger/process_geom/plot_qoi.py
@@ -1,17 +1,39 @@
 import argparse
-import sys
-
-import numpy as np
-
-sys.path.append("../utilities")
 import os
 import pickle
+import sys
+from pathlib import Path
 
-from folderManagement import *
-from ofio import *
+import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.label_plot import label_conv
+from bird.utilities.ofio import *
+
+
+def getManyFolders(rootFolder, prefix="flat_donut"):
+    # Read Time
+    fold_tmp = os.listdir(rootFolder)
+    fold_num = []
+    # remove non floats
+    for i, entry in reversed(list(enumerate(fold_tmp))):
+        if not entry.startswith(prefix) or entry.endswith("N2"):
+            a = fold_tmp.pop(i)
+            # print('removed ', a)
+    for entry in fold_tmp:
+        num = re.findall(r"\d+", entry)
+        if len(num) > 1:
+            msg = f"Cannot find num of folder {entry}."
+            msg += "\nDo not trust the spearman stat"
+            logger.warning(msg)
+        else:
+            fold_num.append(int(num[0]))
+
+    sortedFold = [
+        x for _, x in sorted(zip(fold_num, fold_tmp), key=lambda pair: pair[0])
+    ]
+    return sortedFold
+
 
 parser = argparse.ArgumentParser(description="Plot Qoi")
 parser.add_argument(
@@ -124,9 +146,9 @@
 )
 
 
-makeRecursiveFolder(figure_qoi_folder)
-makeRecursiveFolder(figure_qoiNP_folder)
-makeRecursiveFolder(figure_qoiConv_folder)
+Path(figure_qoi_folder).mkdir(exist_ok=True, parents=True)
+Path(figure_qoiNP_folder).mkdir(exist_ok=True, parents=True)
+Path(figure_qoiConv_folder).mkdir(exist_ok=True, parents=True)
 var_names = args.var_list
 vmin = args.vmin
 vmax = args.vmax
diff --git a/papers/sparger/process_geom/plot_qoi_multiFold.py b/papers/sparger/process_geom/plot_qoi_multiFold.py
index 587ea49b..c3ad48ff 100644
--- a/papers/sparger/process_geom/plot_qoi_multiFold.py
+++ b/papers/sparger/process_geom/plot_qoi_multiFold.py
@@ -1,17 +1,14 @@
 import argparse
-import sys
-
-import numpy as np
-
-sys.path.append("../utilities")
 import os
 import pickle
+import sys
+from pathlib import Path
 
-from folderManagement import *
-from ofio import *
+import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
 from bird.utilities.label_plot import label_conv
+from bird.utilities.ofio import *
 
 parser = argparse.ArgumentParser(description="Plot Qoi")
 parser.add_argument(
@@ -82,8 +79,8 @@
 figure_qoiConv_Folder = os.path.join(
     figureFolder, args.figureFolder, "qoi_conv"
 )
-makeRecursiveFolder(figure_qoi_Folder)
-makeRecursiveFolder(figure_qoiConv_Folder)
+Path(figure_qoi_Folder).mkdir(parents=True, exist_ok=True)
+Path(figure_qoiConv_Folder).mkdir(parents=True, exist_ok=True)
 var_names = args.var_list
 param_name = args.param_name
 param_vals = args.param_value

From a45d4ff50830c7bba7935f7d0bae0dc4d622b573 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Fri, 17 Oct 2025 10:52:40 -0600
Subject: [PATCH 259/275] print bird on warning

---
 bird/logging_config.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/bird/logging_config.py b/bird/logging_config.py
index 0df52260..5e246367 100644
--- a/bird/logging_config.py
+++ b/bird/logging_config.py
@@ -6,9 +6,7 @@ class ConditionalFormatter(logging.Formatter):
     def format(self, record):
         """Change how to log if it is an INFO or a WARNING/ERROR"""
         if record.levelno >= logging.WARNING:
-            self._style._fmt = (
-                "%(asctime)s [%(levelname)s] %(name)s: %(message)s"
-            )
+            self._style._fmt = "%(asctime)s [%(levelname)s] bird: %(message)s"
         else:
             self._style._fmt = "%(asctime)s [%(levelname)s] bird: %(message)s"
         return super().format(record)

From 7ff751576685c45357cab5743172977801b6a593 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 10:23:29 -0600
Subject: [PATCH 260/275] remove value error warning

---
 bird/postprocess/early_pred.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/bird/postprocess/early_pred.py b/bird/postprocess/early_pred.py
index d96edf26..2ce81e1a 100644
--- a/bird/postprocess/early_pred.py
+++ b/bird/postprocess/early_pred.py
@@ -102,7 +102,9 @@ def multi_data_load(data_root, tmax=600, data_files=None, color_files=None):
         A = np.loadtxt(filename)
         data_dict[datf] = {}
         data_dict[datf]["t"] = A[:, 0]
-        data_dict[datf]["y"] = A[:, 5] / (A[:, 4] * 16 / 44 + A[:, 5])
+        data_dict[datf]["y"] = A[:, 5] / np.clip(
+            (A[:, 4] * 16 / 44 + A[:, 5]), a_min=1e-12, a_max=None
+        )
         # chop data before increase and right after t=10s
         increase_ind_arr = np.argwhere(np.diff(data_dict[datf]["y"]) > 0)
         increase_ind = increase_ind_arr[

From 5c0143090227096929dac3af6f94c42a6907643b Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 10:25:00 -0600
Subject: [PATCH 261/275] remove more bird utilities

---
 applications/write_stl_patch.py               |  4 ++--
 bird/utilities/stl_plotting.py                | 24 +++++++++++++++----
 papers/sparger/process_geom/compare_qoi.py    |  3 ++-
 .../sparger/process_geom}/label_plot.py       |  0
 papers/sparger/process_geom/plot_cond.py      |  3 ++-
 .../process_geom/plot_cond_multiFold.py       |  3 ++-
 papers/sparger/process_geom/plot_qoi.py       |  3 ++-
 .../process_geom/plot_qoi_multiFold.py        |  3 ++-
 tests/preprocess/test_stl_patch.py            |  8 +++----
 9 files changed, 36 insertions(+), 15 deletions(-)
 rename {bird/utilities => papers/sparger/process_geom}/label_plot.py (100%)

diff --git a/applications/write_stl_patch.py b/applications/write_stl_patch.py
index fe7d9f24..655156a2 100644
--- a/applications/write_stl_patch.py
+++ b/applications/write_stl_patch.py
@@ -32,8 +32,8 @@
 
     if args.verbose:
         # plot
-        from bird.utilities.stl_plotting import plotSTL, plt, pretty_labels
+        from bird.utilities.stl_plotting import plot_stl, plt, pretty_labels
 
-        axes = plotSTL("inlets.stl")
+        axes = plot_stl("inlets.stl")
         pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
         plt.show()
diff --git a/bird/utilities/stl_plotting.py b/bird/utilities/stl_plotting.py
index 19fdaabb..e6b8b835 100644
--- a/bird/utilities/stl_plotting.py
+++ b/bird/utilities/stl_plotting.py
@@ -1,10 +1,25 @@
+import matplotlib
 import numpy as np
+from mpl_toolkits import mplot3d
 from prettyPlot.plotting import plt, pretty_labels, pretty_legend
+from stl import mesh
 
 
-def plotSTL(stl_file):
-    from mpl_toolkits import mplot3d
-    from stl import mesh
+def plot_stl(stl_file: str) -> matplotlib.axes.Axes:
+    """
+    Plot a 2D STL file with matplotlib
+    This is useful to check boundary condition definition with STL
+
+    Parameters
+    ----------
+    stl_file: str
+        Name of the STL file to display
+
+    Returns
+    ----------
+    axes: matplotlib.axes.Axes
+        Axes of the plot created
+    """
 
     # Create a new plot
     figure = plt.figure()
@@ -25,7 +40,8 @@ def plotSTL(stl_file):
     max_z = np.amax(your_mesh.points[:, 2])
 
     amp = np.array([max_x - min_x, max_y - min_y, max_z - min_z])
-    # 2D view
+
+    # Rotate so we have a 2D view
     if abs(amp[0]) < 1e-12:
         axes.view_init(0, 90)
     elif abs(amp[1]) < 1e-12:
diff --git a/papers/sparger/process_geom/compare_qoi.py b/papers/sparger/process_geom/compare_qoi.py
index e0e607b9..0f5d3012 100644
--- a/papers/sparger/process_geom/compare_qoi.py
+++ b/papers/sparger/process_geom/compare_qoi.py
@@ -7,9 +7,10 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels, pretty_legend
 
-from bird.utilities.label_plot import label_conv
 from bird.utilities.ofio import *
 
+from .label_plot import label_conv
+
 parser = argparse.ArgumentParser(description="Compare Qoi")
 parser.add_argument(
     "-df",
diff --git a/bird/utilities/label_plot.py b/papers/sparger/process_geom/label_plot.py
similarity index 100%
rename from bird/utilities/label_plot.py
rename to papers/sparger/process_geom/label_plot.py
diff --git a/papers/sparger/process_geom/plot_cond.py b/papers/sparger/process_geom/plot_cond.py
index 91f6cda0..6bebeb5d 100644
--- a/papers/sparger/process_geom/plot_cond.py
+++ b/papers/sparger/process_geom/plot_cond.py
@@ -7,9 +7,10 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
-from bird.utilities.label_plot import label_conv
 from bird.utilities.ofio import *
 
+from .label_plot import label_conv
+
 
 def getManyFolders(rootFolder, prefix="flat_donut"):
     # Read Time
diff --git a/papers/sparger/process_geom/plot_cond_multiFold.py b/papers/sparger/process_geom/plot_cond_multiFold.py
index 01ec82dc..a571a62f 100644
--- a/papers/sparger/process_geom/plot_cond_multiFold.py
+++ b/papers/sparger/process_geom/plot_cond_multiFold.py
@@ -7,9 +7,10 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
-from bird.utilities.label_plot import label_conv
 from bird.utilities.ofio import *
 
+from .label_plot import label_conv
+
 parser = argparse.ArgumentParser(description="Plot cond qoi")
 parser.add_argument(
     "-sf",
diff --git a/papers/sparger/process_geom/plot_qoi.py b/papers/sparger/process_geom/plot_qoi.py
index 0a5a9d54..81e4ec4f 100644
--- a/papers/sparger/process_geom/plot_qoi.py
+++ b/papers/sparger/process_geom/plot_qoi.py
@@ -7,9 +7,10 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
-from bird.utilities.label_plot import label_conv
 from bird.utilities.ofio import *
 
+from .label_plot import label_conv
+
 
 def getManyFolders(rootFolder, prefix="flat_donut"):
     # Read Time
diff --git a/papers/sparger/process_geom/plot_qoi_multiFold.py b/papers/sparger/process_geom/plot_qoi_multiFold.py
index c3ad48ff..6f2e2547 100644
--- a/papers/sparger/process_geom/plot_qoi_multiFold.py
+++ b/papers/sparger/process_geom/plot_qoi_multiFold.py
@@ -7,9 +7,10 @@
 import numpy as np
 from prettyPlot.plotting import plt, pretty_labels
 
-from bird.utilities.label_plot import label_conv
 from bird.utilities.ofio import *
 
+from .label_plot import label_conv
+
 parser = argparse.ArgumentParser(description="Plot Qoi")
 parser.add_argument(
     "-sf",
diff --git a/tests/preprocess/test_stl_patch.py b/tests/preprocess/test_stl_patch.py
index ea339480..f76c2309 100644
--- a/tests/preprocess/test_stl_patch.py
+++ b/tests/preprocess/test_stl_patch.py
@@ -7,7 +7,7 @@
 
 from bird.preprocess.stl_patch.stl_bc import write_boundaries
 from bird.utilities.parser import parse_json
-from bird.utilities.stl_plotting import plotSTL
+from bird.utilities.stl_plotting import plot_stl
 
 
 def test_spider_sparger():
@@ -28,7 +28,7 @@ def test_spider_sparger():
     # Output to temporary directory and delete when done
     with tempfile.TemporaryDirectory() as tmpdirname:
         write_boundaries(input_dict, output_folder=tmpdirname)
-        axes = plotSTL(os.path.join(tmpdirname, "inlets.stl"))
+        axes = plot_stl(os.path.join(tmpdirname, "inlets.stl"))
         pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
 
@@ -51,7 +51,7 @@ def test_loop_reactor():
     # Output to temporary directory and delete when done
     with tempfile.TemporaryDirectory() as tmpdirname:
         write_boundaries(input_dict, output_folder=tmpdirname)
-        axes = plotSTL(os.path.join(tmpdirname, "inlets.stl"))
+        axes = plot_stl(os.path.join(tmpdirname, "inlets.stl"))
         pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
 
@@ -73,7 +73,7 @@ def test_loop_reactor_branch():
     # Output to temporary directory and delete when done
     with tempfile.TemporaryDirectory() as tmpdirname:
         write_boundaries(input_dict, output_folder=tmpdirname)
-        axes = plotSTL(os.path.join(tmpdirname, "inlets.stl"))
+        axes = plot_stl(os.path.join(tmpdirname, "inlets.stl"))
         pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
 

From 33a92d9a55df87fdbb19db98988442c1482d8670 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 10:25:27 -0600
Subject: [PATCH 262/275] move bissection to mathtools

---
 bird/meshing/_mesh_tools.py | 66 +++++++++++--------------------------
 bird/utilities/mathtools.py | 60 +++++++++++++++++++++++++++++++++
 bird/version.py             |  2 +-
 3 files changed, 80 insertions(+), 48 deletions(-)

diff --git a/bird/meshing/_mesh_tools.py b/bird/meshing/_mesh_tools.py
index 0fef1067..bc4955a1 100644
--- a/bird/meshing/_mesh_tools.py
+++ b/bird/meshing/_mesh_tools.py
@@ -1,6 +1,7 @@
 import numpy as np
 
 from bird import logger
+from bird.utilities.mathtools import bissection
 
 
 def make_walls_from_topo(topo_dict: dict) -> dict:
@@ -70,8 +71,8 @@ def make_bound_from_topo(topo_dict):
     }
 
 
-def stretch_fun(G, N1):
-    result = (1.0 - G) / (G * (1 - np.power(G, 1.0 / N1)))
+def stretch_fun(G, N):
+    result = (1.0 - G) / (G * (1 - np.power(G, 1.0 / N)))
     return result
 
 
@@ -80,29 +81,6 @@ def stretch_fun(G, N1):
 #    return result
 
 
-def bissection(val, stretch_fun, N1):
-    Gmin = 0.00001
-    Gmax = 1000000
-    resultmin = stretch_fun(Gmin, N1) - val
-    resultmax = stretch_fun(Gmax, N1) - val
-    if resultmin * resultmax > 0:
-        error_msg = "Initial bounds of grading do not encompass the solution"
-        logger.error(error_msg)
-        raise ValueError(error_msg)
-
-    for i in range(1000):
-        Gmid = 0.5 * (Gmax + Gmin)
-        resultmid = stretch_fun(Gmid, N1) - val
-        if resultmid * resultmax < 0:
-            Gmin = Gmid
-            resultmin = resultmid
-        else:
-            Gmax = Gmid
-            resultmax = resultmid
-
-    return Gmid
-
-
 def is_wall(l_wall: list[int], r_wall: list[int], ir: int, il: int) -> int:
     """
     Is the present block a wall (not meshed)
@@ -223,9 +201,8 @@ def verticalCoarsening(
                 raise ValueError(error_msg)
 
             if ratio_dir[ind] == "+":
-                gradVert[ind] = 1.0 / bissection(
-                    length / deltaE, stretch_fun, NVert[ind]
-                )
+                nl_func = lambda x: stretch_fun(x, NVert[ind])
+                gradVert[ind] = 1.0 / bissection(length / deltaE, nl_func)
                 iterate = False
                 origNVert = NVert[ind]
                 while gradVert[ind] < 1 and NVert[ind] > 1:
@@ -233,9 +210,8 @@ def verticalCoarsening(
                     NVert[ind] = max(
                         int(round(min(0.99 * NVert[ind], NVert[ind] - 1))), 1
                     )
-                    gradVert[ind] = 1.0 / bissection(
-                        length / deltaE, stretch_fun, NVert[ind]
-                    )
+                    nl_func = lambda x: stretch_fun(x, NVert[ind])
+                    gradVert[ind] = 1.0 / bissection(length / deltaE, nl_func)
                 if iterate:
                     logger.warning(
                         f"reduced NVert[{ind}] from {origNVert} to {NVert[ind]}"
@@ -245,9 +221,8 @@ def verticalCoarsening(
 
             elif ratio_dir[ind] == "-":
                 deltaE = block_cell_minus_length[ind - 1]
-                gradVert[ind] = bissection(
-                    length / deltaE, stretch_fun, NVert[ind]
-                )
+                nl_func = lambda x: stretch_fun(x, NVert[ind])
+                gradVert[ind] = bissection(length / deltaE, nl_func)
 
                 iterate = False
                 origNVert = NVert[ind]
@@ -256,9 +231,8 @@ def verticalCoarsening(
                     NVert[ind] = max(
                         int(round(min(0.99 * NVert[ind], NVert[ind] - 1))), 1
                     )
-                    gradVert[ind] = bissection(
-                        length / deltaE, stretch_fun, NVert[ind]
-                    )
+                    nl_func = lambda x: stretch_fun(x, NVert[ind])
+                    gradVert[ind] = bissection(length / deltaE, nl_func)
                 if iterate:
                     logger.warning(
                         f"reduced NVert[{ind}] from {origNVert} to {NVert[ind]}"
@@ -337,9 +311,8 @@ def radialCoarsening(
                 raise ValueError(error_msg)
 
             if ratio_dir[ind] == "+":
-                gradR[ind] = 1.0 / bissection(
-                    length / deltaE, stretch_fun, NR[ind]
-                )
+                nl_func = lambda x: stretch_fun(x, NR[ind])
+                gradR[ind] = 1.0 / bissection(length / deltaE, nl_func)
                 iterate = False
                 origNR = NR[ind]
                 while gradR[ind] < 1 and NR[ind] > 1:
@@ -347,9 +320,8 @@ def radialCoarsening(
                     NR[ind] = max(
                         int(round(min(0.99 * NR[ind], NR[ind] - 1))), 1
                     )
-                    gradR[ind] = 1.0 / bissection(
-                        length / deltaE, stretch_fun, NR[ind]
-                    )
+                    nl_func = lambda x: stretch_fun(x, NR[ind])
+                    gradR[ind] = 1.0 / bissection(length / deltaE, nl_func)
                 if iterate:
                     logger.warning(
                         f"reduced NR[{ind}] from {origNR} to {NR[ind]}"
@@ -359,15 +331,15 @@ def radialCoarsening(
 
             elif ratio_dir[ind] == "-":
                 deltaE = block_cell_minus_length[ind - 1]
-                gradR[ind] = bissection(length / deltaE, stretch_fun, NR[ind])
+                nl_func = lambda x: stretch_fun(x, NR[ind])
+                gradR[ind] = bissection(length / deltaE, nl_func)
                 iterate = False
                 origNR = NR[ind]
                 while gradR[ind] > 1 and NR[ind] > 1:
                     iterate = True
                     NR[ind] = max(int(round(min(0.99 * NR[ind], -1))), 1)
-                    gradR[ind] = bissection(
-                        length / deltaE, stretch_fun, NR[ind]
-                    )
+                    nl_func = lambda x: stretch_fun(x, NR[ind])
+                    gradR[ind] = bissection(length / deltaE, nl_func)
                 if iterate:
                     logger.warning(
                         f"reduced NR[{ind}] from {origNR} to {NR[ind]}"
diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index 159d8b88..27e97307 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -1,3 +1,5 @@
+from typing import Callable
+
 import numpy as np
 
 from bird import logger
@@ -90,3 +92,61 @@ def conditional_average(
     y_cond = weightVal / (weight)
 
     return x_cond, y_cond
+
+
+def bissection(
+    func_val: float,
+    nonlin_fun: Callable,
+    num_iter: int = 1000,
+    x_min: float = 1e-6,
+    x_max: float = 1e6,
+):
+    """
+    Solve a 1D non linear equation with a bissection method
+    This is useful for adjusting the mesh grading so that mesh size varies smoothly
+
+    Parameters
+    ----------
+    func_val:
+        Target value for the non linear function
+    nonlin_fun:
+        Non linear function
+    num_iter: int
+        Number of bissection iterations
+        Defaults to 1000
+    x_min : float
+        Lower bound of the search interval
+        Defaults to 1e-6
+    x_max : float
+        Upper bound of the search interval
+        Defaults to 1e6
+
+
+    Returns
+    ----------
+    x_mid: float
+        The argument that achieves the desired function value
+    """
+
+    # Make sure residual sign changes over the search interval
+    residual_min = nonlin_fun(x_min) - func_val
+    residual_max = nonlin_fun(x_max) - func_val
+    if residual_min * residual_max > 0:
+        error_msg = "No guaranteed bissection solution"
+        error_msg += (
+            "\nSearch interval [{x_min:.4g}, {x_max:.4g}] may be too narrow"
+        )
+        raise ValueError(error_msg)
+
+    # Do the bissection search
+    for i in range(num_iter):
+        x_mid = 0.5 * (x_max + x_min)
+        residual_mid = nonlin_fun(x_mid) - func_val
+        if residual_mid * residual_max < 0:
+            x_min = x_mid
+            residual_min = residual_mid
+        else:
+            x_max = x_mid
+            residual_max = residual_mid
+
+    return x_mid
diff --git a/bird/version.py b/bird/version.py
index 68c45d06..460ec86b 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.45"
+__version__ = "0.0.47"

From e9b6b43feb8edd450ad7788ba6e7d04f6a970a27 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 10:33:44 -0600
Subject: [PATCH 263/275] consistency func/fun

---
 bird/utilities/mathtools.py | 12 ++++++------
 bird/version.py             |  2 +-
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/bird/utilities/mathtools.py b/bird/utilities/mathtools.py
index 27e97307..4cf528ea 100644
--- a/bird/utilities/mathtools.py
+++ b/bird/utilities/mathtools.py
@@ -95,19 +95,19 @@ def conditional_average(
 
 
 def bissection(
-    func_val: float,
+    fun_val: float,
     nonlin_fun: Callable,
     num_iter: int = 1000,
     x_min: float = 1e-6,
     x_max: float = 1e6,
-):
+) -> float:
     """
     Solve a 1D non linear equation with a bissection method
     This is useful for adjusting the mesh grading so that mesh size varies smoothly
 
     Parameters
     ----------
-    func_val:
+    fun_val:
         Target value for the non linear function
     nonlin_fun:
         Non linear function
@@ -129,8 +129,8 @@ def bissection(
     """
 
     # Make sure residual sign changes over the search interval
-    residual_min = nonlin_fun(x_min) - func_val
-    residual_max = nonlin_fun(x_max) - func_val
+    residual_min = nonlin_fun(x_min) - fun_val
+    residual_max = nonlin_fun(x_max) - fun_val
     if residual_min * residual_max > 0:
         error_msg = "No guaranteed bissection solution"
         error_msg += (
@@ -141,7 +141,7 @@ def bissection(
     # Do the bissection search
     for i in range(num_iter):
         x_mid = 0.5 * (x_max + x_min)
-        residual_mid = nonlin_fun(x_mid) - func_val
+        residual_mid = nonlin_fun(x_mid) - fun_val
         if residual_mid * residual_max < 0:
             x_min = x_mid
             residual_min = residual_mid
diff --git a/bird/version.py b/bird/version.py
index 460ec86b..24558041 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.47"
+__version__ = "0.0.48"

From ef7a482374988372316f9f056954f61658e3370e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:09:39 -0600
Subject: [PATCH 264/275] test size group read and make sure bubble size groups
 are correctly read from phaseProperties

---
 bird/utilities/ofio.py          | 126 +++++++++++++++++++++++---------
 tests/io/test_read_foam_dict.py |  37 ++++++++++
 tests/io/test_read_ndf.py       |  26 +++++++
 3 files changed, 156 insertions(+), 33 deletions(-)
 create mode 100644 tests/io/test_read_ndf.py

diff --git a/bird/utilities/ofio.py b/bird/utilities/ofio.py
index 776c1204..a1e51b3c 100644
--- a/bird/utilities/ofio.py
+++ b/bird/utilities/ofio.py
@@ -479,47 +479,92 @@ def read_field(
     return field, field_dict
 
 
-def readSizeGroups(file):
-    sizeGroup = {}
-    f = open(file, "r")
-    lines = f.readlines()
-    f.close()
-    begin = None
-    for iline, line in enumerate(lines):
-        if "sizeGroups" in line:
-            begin = iline + 2
-        if not begin is None and ");" in line:
-            end = iline - 1
-            break
-    for line in lines[begin : end + 1]:
-        tmp = line.split("{")
-        name = tmp[0].strip()
-        size = tmp[1].split(";")[0].split()[1]
-        sizeGroup[name] = float(size)
-    # Sort by size
-    sizeGroup = dict(sorted(sizeGroup.items(), key=lambda item: item[1]))
-    binGroup = {}
-    groups = list(sizeGroup.keys())
-    for igroup, group in enumerate(groups):
+def read_size_groups(case_folder: str) -> dict:
+    """
+    Get the bubble size groups represented by the number density fields (fX.gas)
+
+    Parameters
+    ----------
+    case_folder: str
+        Path to case folder
+
+    Returns
+    ----------
+    ndf_groups: dict
+        Dictionary describing the number density fields
+        Key is the name of the number density field (fX)
+        Value is a dictionary with keys 'diam' and 'bin_size'
+        corresponding to the bubble diameter and the bin size in m
+    """
+
+    phaseProperties_file = os.path.join(
+        case_folder, "constant", "phaseProperties"
+    )
+    phaseProperties = read_openfoam_dict(phaseProperties_file)
+
+    # Make sure that population balance is used
+    try:
+        assert phaseProperties["populationBalances"] == ["bubbles"]
+        assert phaseProperties["gas"]["diameterModel"] == "velocityGroup"
+        assert (
+            phaseProperties["gas"]["velocityGroupCoeffs"]["populationBalance"]
+            == "bubbles"
+        )
+    except AssertionError:
+        logger.warning(
+            "Reading size groups for a case where population balance is not used"
+        )
+
+    size_grouptmp = phaseProperties["gas"]["velocityGroupCoeffs"]["sizeGroups"]
+    logger.debug(f"Found {len(size_grouptmp)} number density fields")
+
+    # Associate number density field to size
+    size_group = {}
+    for name in size_grouptmp:
+        size_group[name] = float(size_grouptmp[name]["dSph"])
+
+    # Sort by size in ascending order
+    size_group = dict(sorted(size_group.items(), key=lambda item: item[1]))
+
+    # Get the bin size
+    bin_size_group = {}
+    group_names = list(size_group.keys())
+    logger.warning(
+        "The bin sizes definition make assumption of uniformity and need to be revisited if used"
+    )
+    for igroup, name in enumerate(group_names):
         if igroup == 0:
             bin_size = (
-                sizeGroup[groups[igroup + 1]] - sizeGroup[groups[igroup]]
+                size_group[group_names[igroup + 1]]
+                - size_group[group_names[igroup]]
             )
-        elif igroup == len(groups) - 1:
+        elif igroup == len(group_names) - 1:
             bin_size = (
-                sizeGroup[groups[igroup]] - sizeGroup[groups[igroup - 1]]
+                size_group[group_names[igroup]]
+                - size_group[group_names[igroup - 1]]
             )
         else:
             bin_size_p = (
-                sizeGroup[groups[igroup + 1]] - sizeGroup[groups[igroup]]
+                size_group[group_names[igroup + 1]]
+                - size_group[group_names[igroup]]
             )
             bin_size_m = (
-                sizeGroup[groups[igroup]] - sizeGroup[groups[igroup - 1]]
+                size_group[group_names[igroup]]
+                - size_group[group_names[igroup - 1]]
             )
             assert abs(bin_size_p - bin_size_m) < 1e-12
             bin_size = bin_size_m
-        binGroup[group] = bin_size
-    return sizeGroup, binGroup
+        bin_size_group[name] = bin_size
+
+    # Put size and bin size together
+    ndf_groups = {}
+    for name in group_names:
+        ndf_groups[name] = {
+            "diam": size_group[name],
+            "bin_size": bin_size_group[name],
+        }
+
+    return ndf_groups
 
 
 def get_case_times(
@@ -748,15 +793,30 @@ def parse_block(index: int) -> tuple:
                         index += 1
                     result[key] = dictlist
                 else:
-                    # Standard list
+                    # Standard list or dict-like list (e.g. sizeGroups)
                     lst = []
+                    dictlist = {}
+
                     while tokens[index] != ")":
-                        lst.append(tokens[index])
+                        label = tokens[index]
                         index += 1
-                    index += 1
+
+                        if index < len(tokens) and tokens[index] == "{":
+                            # Inline dict entry like: f1 { dSph 1e-3; value 0.0; }
+                            index += 1
+                            subdict, index = parse_block(index)
+                            dictlist[label] = subdict
+                        else:
+                            # Skip semicolons if present (e.g. in lists like species)
+                            if label != ";":
+                                lst.append(label)
+
+                    index += 1  # skip ')'
                     if index < len(tokens) and tokens[index] == ";":
                         index += 1
-                    result[key] = lst
+
+                    # Choose dictlist only if it has content; otherwise, use lst
+                    result[key] = dictlist if dictlist else lst
 
             # key followed by scalar
             elif index < len(tokens):
diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
index b8051d24..fe5989a1 100644
--- a/tests/io/test_read_foam_dict.py
+++ b/tests/io/test_read_foam_dict.py
@@ -41,6 +41,41 @@ def test_read_phaseProperties():
     )
 
 
+def test_read_ndf():
+    """
+    Test for reading content of `constant/phaseProperties` with population balance
+    """
+    const_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+        "constant",
+    )
+    # Read non uniform field
+    foam_dict = read_openfoam_dict(
+        filename=os.path.join(const_folder, "phaseProperties")
+    )
+
+    assert foam_dict["phases"] == ["gas", "liquid"]
+    assert foam_dict["populationBalances"] == ["bubbles"]
+    assert foam_dict["gas"]["diameterModel"] == "velocityGroup"
+    assert len(foam_dict["gas"]["velocityGroupCoeffs"]["sizeGroups"]) == 21
+    assert (
+        abs(
+            float(
+                foam_dict["gas"]["velocityGroupCoeffs"]["sizeGroups"]["f4"][
+                    "dSph"
+                ]
+            )
+            - 2.5e-3
+        )
+        < 1e-12
+    )
+
+
 def test_read_thermophysicalProperties():
     """
     Test for reading content of `constant/thermophysicalProperties`
@@ -58,6 +93,7 @@ def test_read_thermophysicalProperties():
         filename=os.path.join(const_folder, "thermophysicalProperties.gas")
     )
 
+    print(foam_dict)
     assert foam_dict["species"] == ["H2", "CO2", "N2"]
     assert (
         foam_dict["CO2"]["thermodynamics"]["highCpCoeffs"][0] == "3.85746029"
@@ -108,6 +144,7 @@ def test_read_controlDict():
 
 
 if __name__ == "__main__":
+    test_read_thermophysicalProperties()
     test_read_phaseProperties()
     test_read_thermophysicalProperties()
     test_read_momentumTransport()
diff --git a/tests/io/test_read_ndf.py b/tests/io/test_read_ndf.py
new file mode 100644
index 00000000..2ea0b069
--- /dev/null
+++ b/tests/io/test_read_ndf.py
@@ -0,0 +1,26 @@
+import os
+from pathlib import Path
+
+import numpy as np
+
+from bird.utilities.ofio import read_size_groups
+
+
+def test_read_size_groups():
+    """
+    Test for getting size group info
+    """
+    case_folder = os.path.join(
+        Path(__file__).parent,
+        "..",
+        "..",
+        "bird",
+        "postprocess",
+        "data_conditional_mean",
+    )
+    ndf_groups = read_size_groups(case_folder)
+
+    assert len(ndf_groups) == 21
+    assert abs(ndf_groups["f4"]["diam"] - 2.5e-3) < 1e-12
+    assert abs(ndf_groups["f20"]["diam"] - 10.5e-3) < 1e-12
+    # Place holder for bin size

From 15d89983c272ce37f37cff848f7d726edfa3804e Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:10:56 -0600
Subject: [PATCH 265/275] update version

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index 24558041..a0013d91 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.48"
+__version__ = "0.0.49"

From 123c91b36bf8f2b1f0815fee2659efca5e840abc Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:19:16 -0600
Subject: [PATCH 266/275] add a retry in case conda fails

---
 .github/workflows/ci.yml | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 03f0bc95..b9bb1f0b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -76,6 +76,10 @@ jobs:
 
       - name: Install dependencies
         run: |
+          conda config --set remote_read_timeout_secs 60
+          conda config --set remote_connect_timeout_secs 30
+          conda config --set retry_max 10
+          conda config --set retry_wait_seconds 10
           conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install .
@@ -112,6 +116,10 @@ jobs:
 
       - name: Install dependencies
         run: |
+          conda config --set remote_read_timeout_secs 60
+          conda config --set remote_connect_timeout_secs 30
+          conda config --set retry_max 10
+          conda config --set retry_wait_seconds 10
           conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install nrel-bird
@@ -151,6 +159,10 @@ jobs:
 
       - name: Install dependencies
         run: |
+          conda config --set remote_read_timeout_secs 60
+          conda config --set remote_connect_timeout_secs 30
+          conda config --set retry_max 10
+          conda config --set retry_wait_seconds 10
           conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install .

From e13e9737c971ddf860709e97f6bdabdc56824588 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:23:40 -0600
Subject: [PATCH 267/275] add a retry in case conda fails

---
 .github/workflows/ci.yml | 21 ++++++++++++---------
 1 file changed, 12 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index b9bb1f0b..2dc955e1 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -73,13 +73,14 @@ jobs:
           python-version: ${{matrix.python-version}}
           channels: conda-forge
           channel-priority: strict
-
-      - name: Install dependencies
         run: |
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
-          conda config --set retry_max 10
+          conda config --set remote_max_retries 10
           conda config --set retry_wait_seconds 10
+
+      - name: Install dependencies
+        run: |
           conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install .
@@ -113,13 +114,14 @@ jobs:
           python-version: ${{matrix.python-version}}
           channels: conda-forge
           channel-priority: strict
-
-      - name: Install dependencies
         run: |
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
-          conda config --set retry_max 10
+          conda config --set remote_max_retries 10
           conda config --set retry_wait_seconds 10
+
+      - name: Install dependencies
+        run: |
           conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install nrel-bird
@@ -156,13 +158,14 @@ jobs:
           python-version: ${{matrix.python-version}}
           channels: conda-forge
           channel-priority: strict
-
-      - name: Install dependencies
         run: |
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
-          conda config --set retry_max 10
+          conda config --set remote_max_retries 10
           conda config --set retry_wait_seconds 10
+
+      - name: Install dependencies
+        run: |
           conda install -y -c conda-forge paraview
           pip install --upgrade pip
           pip install .

From cb7e6ad397a26660572dd99d4a860ac19aa338bd Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:28:48 -0600
Subject: [PATCH 268/275] add a retry in case conda fails

---
 .github/workflows/ci.yml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2dc955e1..a389767b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -73,6 +73,8 @@ jobs:
           python-version: ${{matrix.python-version}}
           channels: conda-forge
           channel-priority: strict
+
+      - name: Configure conda retries
         run: |
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
@@ -114,6 +116,8 @@ jobs:
           python-version: ${{matrix.python-version}}
           channels: conda-forge
           channel-priority: strict
+
+      - name: Configure conda retries
         run: |
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
@@ -158,6 +162,8 @@ jobs:
           python-version: ${{matrix.python-version}}
           channels: conda-forge
           channel-priority: strict
+
+      - name: Configure conda retries
         run: |
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30

From d64b53470f29744bffe3a6fc7dc90a07bc883eb8 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:33:09 -0600
Subject: [PATCH 269/275] add a retry in case conda fails

---
 .github/workflows/ci.yml | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index a389767b..1d95b6ad 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -79,7 +79,6 @@ jobs:
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
           conda config --set remote_max_retries 10
-          conda config --set retry_wait_seconds 10
 
       - name: Install dependencies
         run: |
@@ -122,7 +121,6 @@ jobs:
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
           conda config --set remote_max_retries 10
-          conda config --set retry_wait_seconds 10
 
       - name: Install dependencies
         run: |
@@ -168,7 +166,6 @@ jobs:
           conda config --set remote_read_timeout_secs 60
           conda config --set remote_connect_timeout_secs 30
           conda config --set remote_max_retries 10
-          conda config --set retry_wait_seconds 10
 
       - name: Install dependencies
         run: |

From 79bbf48213c89d363daefed853619c0e8779f6b6 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 12:55:20 -0600
Subject: [PATCH 270/275] try with mamba instead

---
 .github/workflows/ci.yml | 59 +++++++++++++++++-----------------------
 1 file changed, 25 insertions(+), 34 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 1d95b6ad..14f066c1 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -66,25 +66,22 @@ jobs:
         with:
           python-version: ${{matrix.python-version}}
 
-      - name: Set up Miniconda
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@v1
         with:
-          activate-environment: test-env
-          python-version: ${{matrix.python-version}}
+          environment-name: test-env
+          create-args: >-
+            python=${{ matrix.python-version }}
           channels: conda-forge
           channel-priority: strict
-
-      - name: Configure conda retries
-        run: |
-          conda config --set remote_read_timeout_secs 60
-          conda config --set remote_connect_timeout_secs 30
-          conda config --set remote_max_retries 10
+          cache-downloads: true
+          cache-env: true
 
       - name: Install dependencies
         run: |
-          conda install -y -c conda-forge paraview
+          micromamba install --yes -n test-env -c conda-forge paraview
           pip install --upgrade pip
-          pip install .
+          pip install . 
           pip install pytest
 
       - name: Test
@@ -108,23 +105,20 @@ jobs:
         with:
           python-version: ${{matrix.python-version}}
 
-      - name: Set up Miniconda
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@v1
         with:
-          activate-environment: test-env
-          python-version: ${{matrix.python-version}}
+          environment-name: test-env
+          create-args: >-
+            python=${{ matrix.python-version }}
           channels: conda-forge
           channel-priority: strict
-
-      - name: Configure conda retries
-        run: |
-          conda config --set remote_read_timeout_secs 60
-          conda config --set remote_connect_timeout_secs 30
-          conda config --set remote_max_retries 10
+          cache-downloads: true
+          cache-env: true
 
       - name: Install dependencies
         run: |
-          conda install -y -c conda-forge paraview
+          micromamba install --yes -n test-env -c conda-forge paraview
           pip install --upgrade pip
           pip install nrel-bird
           pip install pytest
@@ -153,23 +147,20 @@ jobs:
         with:
           openfoam-version: 9
 
-      - name: Set up Miniconda
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@v1
         with:
-          activate-environment: test-env
-          python-version: ${{matrix.python-version}}
+          environment-name: test-env
+          create-args: >-
+            python=${{ matrix.python-version }}
           channels: conda-forge
           channel-priority: strict
-
-      - name: Configure conda retries
-        run: |
-          conda config --set remote_read_timeout_secs 60
-          conda config --set remote_connect_timeout_secs 30
-          conda config --set remote_max_retries 10
+          cache-downloads: true
+          cache-env: true
 
       - name: Install dependencies
         run: |
-          conda install -y -c conda-forge paraview
+          micromamba install --yes -n test-env -c conda-forge paraview
           pip install --upgrade pip
           pip install .
 

From caf77ab2815064131b463ee456253ed4f87edafb Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 13:02:23 -0600
Subject: [PATCH 271/275] switch everything to mamba

---
 .github/workflows/build_docs.yml  | 15 +++++++++------
 .github/workflows/codecov.yml     | 13 ++++++++-----
 .github/workflows/deploy_docs.yml | 15 +++++++++------
 3 files changed, 26 insertions(+), 17 deletions(-)

diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml
index 40f3315a..3497584c 100644
--- a/.github/workflows/build_docs.yml
+++ b/.github/workflows/build_docs.yml
@@ -25,19 +25,22 @@ jobs:
           python-version: '3.10'
           cache: 'pip'
 
-      - name: Set up Miniconda
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@v1
         with:
-          activate-environment: test-env
-          python-version: ${{matrix.python-version}}
+          environment-name: test-env
+          create-args: >-
+            python=${{ matrix.python-version }}
           channels: conda-forge
           channel-priority: strict
+          cache-downloads: true
+          cache-env: true
 
       - name: Install dependencies
         run: |
-          conda install -y -c conda-forge paraview
+          micromamba install --yes -n test-env -c conda-forge paraview
           python -m pip install --upgrade pip
-          pip install -e .
+          pip install -e . 
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints
 
       - name: Build documentation
diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
index 6defac05..28e9b622 100644
--- a/.github/workflows/codecov.yml
+++ b/.github/workflows/codecov.yml
@@ -27,17 +27,20 @@ jobs:
           python-version: '3.13'
           cache: 'pip'
 
-      - name: Set up Miniconda
-        uses: conda-incubator/setup-miniconda@v3
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@v1
         with:
-          activate-environment: test-env
-          python-version: ${{matrix.python-version}}
+          environment-name: test-env
+          create-args: >-
+            python=${{ matrix.python-version }}
           channels: conda-forge
           channel-priority: strict
+          cache-downloads: true
+          cache-env: true
 
       - name: Install dependencies
         run: |
-          conda install -y -c conda-forge paraview
+          micromamba install --yes -n test-env -c conda-forge paraview
           pip install --upgrade pip
           pip install pytest
           pip install pytest-cov
diff --git a/.github/workflows/deploy_docs.yml b/.github/workflows/deploy_docs.yml
index ef1ee504..3751c0dc 100644
--- a/.github/workflows/deploy_docs.yml
+++ b/.github/workflows/deploy_docs.yml
@@ -26,18 +26,21 @@ jobs:
         with:
           python-version: '3.10'
           cache: 'pip'
- 
-      - name: Set up Miniconda
-        uses: conda-incubator/setup-miniconda@v3
+
+      - name: Set up micromamba
+        uses: mamba-org/setup-micromamba@v1
         with:
-          activate-environment: test-env
-          python-version: ${{matrix.python-version}}
+          environment-name: test-env
+          create-args: >-
+            python=${{ matrix.python-version }}
           channels: conda-forge
           channel-priority: strict
+          cache-downloads: true
+          cache-env: true
 
       - name: Install dependencies
         run: |
-          conda install -y -c conda-forge paraview
+          micromamba install --yes -n test-env -c conda-forge paraview
           pip install --upgrade pip
           pip install -e .
           pip install sphinx sphinx_rtd_theme sphinx-autodoc-typehints

From 744ee1a6664d507c05931c773ebe17130eda6e40 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 16:30:07 -0600
Subject: [PATCH 272/275] remove in file tests

---
 bird/meshing/block_cyl_mesh.py                   |  9 ---------
 bird/postprocess/early_pred.py                   | 10 ----------
 bird/postprocess/kla_utils.py                    |  4 ----
 bird/preprocess/dynamic_mixer/mixing_fvModels.py |  6 ------
 bird/preprocess/species_gen/setup_thermo_prop.py |  9 ---------
 bird/preprocess/stl_patch/stl_bc.py              | 11 -----------
 tests/io/test_case.py                            |  5 -----
 tests/io/test_read_foam_dict.py                  |  7 -------
 tests/io/test_read_foam_fields.py                |  3 ---
 tests/io/test_read_global_vars.py                |  3 ---
 tests/postprocess/test_cond_mean.py              |  3 ---
 tests/postprocess/test_post_quantities.py        |  7 -------
 tests/preprocess/test_stl_patch.py               |  6 ------
 13 files changed, 83 deletions(-)

diff --git a/bird/meshing/block_cyl_mesh.py b/bird/meshing/block_cyl_mesh.py
index 8dbf25c2..518ba23d 100644
--- a/bird/meshing/block_cyl_mesh.py
+++ b/bird/meshing/block_cyl_mesh.py
@@ -550,12 +550,3 @@ def writeBlockMeshDict(out_folder, geom_dict, mesh_dict):
 
     fw.close()
 
-
-def main(input_file, topo_file, output_folder):
-    geom_dict = assemble_geom(input_file, topo_file)
-    mesh_dict = assemble_mesh(input_file, geom_dict)
-    writeBlockMeshDict(output_folder, geom_dict, mesh_dict)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/bird/postprocess/early_pred.py b/bird/postprocess/early_pred.py
index 2ce81e1a..2e491048 100644
--- a/bird/postprocess/early_pred.py
+++ b/bird/postprocess/early_pred.py
@@ -266,13 +266,3 @@ def bayes_fit(data_dict, num_warmup=1000, num_samples=500):
 
     return data_dict
 
-
-if __name__ == "__main__":
-    from bird import BIRD_EARLY_PRED_DATA_DIR
-
-    data_dict, color_files = multi_data_load(BIRD_EARLY_PRED_DATA_DIR)
-    data_dict = fit_and_ext(data_dict)
-    plotAllEarly(data_dict, color_files=color_files, chop=True, extrap=True)
-    bayes_fit(data_dict)
-    plotAllEarly_uq(data_dict, color_files=color_files)
-    plt.show()
diff --git a/bird/postprocess/kla_utils.py b/bird/postprocess/kla_utils.py
index b08bfd65..c7a5af4d 100644
--- a/bird/postprocess/kla_utils.py
+++ b/bird/postprocess/kla_utils.py
@@ -371,7 +371,3 @@ def print_res_dict(res_dict: dict) -> None:
     logger.info(f"\tkla = {kla_nb*3600:.4g} +/- {kla_err_nb*3600:.4g} [h-1]")
     logger.info(f"\tcstar = {cs_nb:.4g} +/- {cs_err_nb:.4g} [mol/m3]")
 
-
-if __name__ == "__main__":
-    res_dict = compute_kla("data_kla/volume_avg.dat", time_ind=0, conc_ind=1)
-    print_res_dict(res_dict)
diff --git a/bird/preprocess/dynamic_mixer/mixing_fvModels.py b/bird/preprocess/dynamic_mixer/mixing_fvModels.py
index 80b0df2b..69cc48f4 100644
--- a/bird/preprocess/dynamic_mixer/mixing_fvModels.py
+++ b/bird/preprocess/dynamic_mixer/mixing_fvModels.py
@@ -55,9 +55,3 @@ def write_fvModel(input_dict, output_folder=".", force_sign=False):
 
     write_end(output_folder)
 
-
-if __name__ == "__main__":
-    input_dict = parse_json(
-        os.path.join("mixing_template", "loop_reactor_list", "mixers.json"),
-    )
-    write_fvModel(input_dict)
diff --git a/bird/preprocess/species_gen/setup_thermo_prop.py b/bird/preprocess/species_gen/setup_thermo_prop.py
index 95ff2138..31c68dc6 100644
--- a/bird/preprocess/species_gen/setup_thermo_prop.py
+++ b/bird/preprocess/species_gen/setup_thermo_prop.py
@@ -420,12 +420,3 @@ def write_species_properties(case_folder: str, phase: str = "gas") -> None:
     )
     write_openfoam_dict(thermo_properties_update, filename=filename)
 
-
-if __name__ == "__main__":
-    from bird import BIRD_DIR
-
-    case_folder = os.path.join(BIRD_DIR, "../experimental_cases/deckwer17")
-    write_species_properties(case_folder, phase="gas")
-    write_species_properties(case_folder, phase="liquid")
-    # fill_global_prop(os.path.join(BIRD_DIR,"../experimental_cases_new/disengagement/bubble_column_pbe_20L/"))
-    # fill_global_prop(os.path.join(BIRD_DIR, "../experimental_cases_new/deckwer17"))
diff --git a/bird/preprocess/stl_patch/stl_bc.py b/bird/preprocess/stl_patch/stl_bc.py
index 216c762c..855c09cb 100644
--- a/bird/preprocess/stl_patch/stl_bc.py
+++ b/bird/preprocess/stl_patch/stl_bc.py
@@ -47,14 +47,3 @@ def write_boundaries(input_dict, output_folder="."):
             boundary_mesh.save(
                 os.path.join(output_folder, f"{boundary_name}.stl")
             )
-
-
-if __name__ == "__main__":
-    input_dict = parse_json(
-        "bc_patch_mesh_template/loop_reactor_expl/inlets_outlets.json"
-    )
-    write_boundaries(input_dict)
-    input_dict = parse_json(
-        "bc_patch_mesh_template/loop_reactor_branch/inlets_outlets.json"
-    )
-    write_boundaries(input_dict)
diff --git a/tests/io/test_case.py b/tests/io/test_case.py
index 2d80f37f..b0b9c636 100644
--- a/tests/io/test_case.py
+++ b/tests/io/test_case.py
@@ -80,8 +80,3 @@ def test_mesh_vol():
 
     assert np.linalg.norm(volumes - volumes2) < 1e-12
 
-
-if __name__ == "__main__":
-    test_case_time()
-    test_mesh()
-    test_mesh_vol()
diff --git a/tests/io/test_read_foam_dict.py b/tests/io/test_read_foam_dict.py
index fe5989a1..b93f7e23 100644
--- a/tests/io/test_read_foam_dict.py
+++ b/tests/io/test_read_foam_dict.py
@@ -142,10 +142,3 @@ def test_read_controlDict():
     assert foam_dict["writeControl"] == "adjustableRunTime"
     assert foam_dict["maxCo"] == "0.5"
 
-
-if __name__ == "__main__":
-    test_read_thermophysicalProperties()
-    test_read_phaseProperties()
-    test_read_thermophysicalProperties()
-    test_read_momentumTransport()
-    test_read_controlDict()
diff --git a/tests/io/test_read_foam_fields.py b/tests/io/test_read_foam_fields.py
index 44afb59e..e75f1ce4 100644
--- a/tests/io/test_read_foam_fields.py
+++ b/tests/io/test_read_foam_fields.py
@@ -213,6 +213,3 @@ def test_read_mu_liquid():
         os.path.join(case_folder, "80", "thermo:mu.liquid"),
     )
 
-
-if __name__ == "__main__":
-    test_read_mu_liquid()
diff --git a/tests/io/test_read_global_vars.py b/tests/io/test_read_global_vars.py
index edc164c8..560e7bd4 100644
--- a/tests/io/test_read_global_vars.py
+++ b/tests/io/test_read_global_vars.py
@@ -105,6 +105,3 @@ def test_read_global_vars():
         < 1e-3
     )
 
-
-if __name__ == "__main__":
-    test_read_global_vars()
diff --git a/tests/postprocess/test_cond_mean.py b/tests/postprocess/test_cond_mean.py
index a3ec6785..f89e6c6f 100644
--- a/tests/postprocess/test_cond_mean.py
+++ b/tests/postprocess/test_cond_mean.py
@@ -44,6 +44,3 @@ def test_compute_cond():
         pretty_labels(plot_name, "y [m]", 14)
         plt.close()
 
-
-if __name__ == "__main__":
-    test_compute_cond()
diff --git a/tests/postprocess/test_post_quantities.py b/tests/postprocess/test_post_quantities.py
index 9ecde554..faf8e205 100644
--- a/tests/postprocess/test_post_quantities.py
+++ b/tests/postprocess/test_post_quantities.py
@@ -367,10 +367,3 @@ def test_fitted_kla():
     for time_folder in [str(entry) for entry in range(81, 91)]:
         shutil.rmtree(os.path.join(case_folder, time_folder))
 
-
-if __name__ == "__main__":
-    # test_compute_superficial_gas_velocity()
-    # test_compute_gh()
-    # test_ave_y_liq()
-    # test_ave_conc_liq()
-    test_fitted_kla()
diff --git a/tests/preprocess/test_stl_patch.py b/tests/preprocess/test_stl_patch.py
index f76c2309..bb5f9e90 100644
--- a/tests/preprocess/test_stl_patch.py
+++ b/tests/preprocess/test_stl_patch.py
@@ -76,9 +76,3 @@ def test_loop_reactor_branch():
         axes = plot_stl(os.path.join(tmpdirname, "inlets.stl"))
         pretty_labels("x", "y", zlabel="z", fontsize=14, ax=axes)
 
-
-if __name__ == "__main__":
-    from prettyPlot.plotting import plt
-
-    test_spider_sparger()
-    plt.show()

From 67a1ae68fd789dec7d00461f9e065f05d41814b5 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 16:30:21 -0600
Subject: [PATCH 273/275] report 95% confidence

---
 bird/postprocess/stats.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/bird/postprocess/stats.py b/bird/postprocess/stats.py
index 34565b47..e79f69b0 100644
--- a/bird/postprocess/stats.py
+++ b/bird/postprocess/stats.py
@@ -153,6 +153,10 @@ def calc_mean(
     """
     Compute mean and the uncertainty about the mean, from a time-series
 
+    Following Trenberth, "Some Effects of Finite Sample Size and Persistence on Meteorological Statistics. Part I: Autocorrelations", 1984
+    And Oliver et al., "Estimating uncertainties in statistics computed from direct numerical simulation", 2014
+
+
     Parameters
     ----------
     time_series: np.ndarray
@@ -167,7 +171,7 @@ def calc_mean(
     mean_val: float
         Mean value of the time_series
     unc_val: float
-        68% uncertainty (1 sigma) about the mean
+        95% uncertainty (1.96 sigma) about the mean
 
     """
 
@@ -181,4 +185,4 @@ def calc_mean(
     sigsq = np.var(time_series) * N / (N - T0)
     unc_val = np.sqrt(sigsq * T0 / N)
 
-    return mean_val, unc_val
+    return mean_val, unc_val * 1.96

From 6943225681b352c876cb33dd316d06424cc2fccb Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 16:30:52 -0600
Subject: [PATCH 274/275] cleanup public facing API doc

---
 docs/source/bird.postprocess.rst | 47 ++++++++++++++++----------------
 docs/source/bird.rst             |  8 ++++--
 2 files changed, 29 insertions(+), 26 deletions(-)

diff --git a/docs/source/bird.postprocess.rst b/docs/source/bird.postprocess.rst
index 9ac22476..8dfe4b94 100644
--- a/docs/source/bird.postprocess.rst
+++ b/docs/source/bird.postprocess.rst
@@ -1,29 +1,30 @@
 bird.postprocess package
 ========================
 
-bird.postprocess.conditional\_mean module
------------------------------------------
-
-.. automodule:: bird.postprocess.conditional_mean
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.postprocess.early\_pred module
------------------------------------
-
-.. automodule:: bird.postprocess.early_pred
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-bird.postprocess.kla\_utils module
-----------------------------------
-
-.. automodule:: bird.postprocess.kla_utils
-   :members:
-   :undoc-members:
-   :show-inheritance:
+.. comment API for now
+   bird.postprocess.conditional\_mean module
+   -----------------------------------------
+   
+   .. automodule:: bird.postprocess.conditional_mean
+      :members:
+      :undoc-members:
+      :show-inheritance:
+   
+   bird.postprocess.early\_pred module
+   -----------------------------------
+   
+   .. automodule:: bird.postprocess.early_pred
+      :members:
+      :undoc-members:
+      :show-inheritance:
+   
+   bird.postprocess.kla\_utils module
+   ----------------------------------
+   
+   .. automodule:: bird.postprocess.kla_utils
+      :members:
+      :undoc-members:
+      :show-inheritance:
 
 bird.postprocess.post\_quantities module
 ----------------------------------------
diff --git a/docs/source/bird.rst b/docs/source/bird.rst
index e8fb4a96..9d4cc2d5 100644
--- a/docs/source/bird.rst
+++ b/docs/source/bird.rst
@@ -7,9 +7,11 @@ Subpackages
 .. toctree::
    :maxdepth: 1
 
-   bird.calibration
-   bird.meshing
+   .. comment API for now
+      bird.calibration
+      bird.meshing
+      bird.preprocess
+   
    bird.postprocess
-   bird.preprocess
    bird.utilities
 

From bcf48d8f362657d519ff7e963b585fa455e2cc04 Mon Sep 17 00:00:00 2001
From: Malik <malik.hassanaly@gmail.com>
Date: Sun, 19 Oct 2025 16:31:02 -0600
Subject: [PATCH 275/275] update v

---
 bird/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/bird/version.py b/bird/version.py
index a0013d91..6825d034 100644
--- a/bird/version.py
+++ b/bird/version.py
@@ -1,3 +1,3 @@
 """Bio reactor design version"""
 
-__version__ = "0.0.49"
+__version__ = "0.0.50"