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Description
We recently find the model cycling issue may come back. Haidao, Chunhua, Ruifang and my retros all confirmed a similar behavior: forecasts from the hourly "mpasout" cycling (No DA) are evidently different from the cold start forecasts valid at the same time. We expect they should be very close. This means the model cycling issue may come back.
To confirm this, I further tested the latest ufs-community/MPAS-Model (version v8.3.0-1.13). I removed the packages attributes for relevant variables in the da_state stream, so no more warning messages as reported in #150. Hence I assume the mutable/immutable choice of da_state no longer affects the cycling test results.
Here is the slides of the MATS verification where cycling(NoDA) 1h forecasts from 11/23z are compared with cold start 12h forecasts from 00/12z:
https://docs.google.com/presentation/d/1G09dWTjhYYdOjrjoX6nXs7HQofP5DwgIdLF083DFFDY/edit?slide=id.p#slide=id.p
For convenience, here is the verification plot against the sounding data:

We will do more tests trying to digging this more.
But it will be good to get some inputs from the model experts. Thanks!
@clark-evans @barlage @AndersJensen-NOAA @joeolson42 @hu5970