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Releases: peterukk/rte-rrtmgp-nn

2.0

08 Dec 10:15
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Dec 2022: "Official 2.0 release" corresponding to submitted GMD (previously a JAMES preprint earlier in the year) article describing RRTMGP-NN implementation in ecRad and prognostic testing in the IFS. I make no claims on code maturity/usability but some useful new methods for training more accurate gas optics neural networks are demonstrated in /examples/rrtmgp-nn-training:

  • Monitor flux errors with respect to LBL solution (RFMIP data) while training, by calling radiation scheme with models as they are being trained, and early stop on those
  • hybrid loss function to minimize the error in the difference in outputs y associated with different perturbation experiments (proxy for radiative forcing errors)

Fully working except for cloud optics

14 Sep 16:23
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Pre-release

Accelerated RTE+RRTMGP using neural networks for gas optics and a refactored+optimized solver, avoiding array transpositions. Computes clear-sky fluxes 1.8 - 3.5 times faster