Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   discuss our pilot study where the NN emulation technique developed previously for computing model radiation parameterizations was applied to the part of the NCEP GFS model physics, GBPHYS, that is complementary to the radiation parameterization. The results of the study shod that not all outputs of GBPHYS are emulated uniformly ll with the original approach. Significant differences beten the radiation parameterizations and GBPHYS block and challenges for the NN emulation approach due to these differences are demonstrated and discussed. Several approaches that will allow us to deal with the challenges and that will be used to complement the NN emulation approach for dealing with entire model physics are also introduced.
['Vladimir M. Krasnopolsky', 'Stephen Lord', 'Shrinivas Moorthi', 'Todd Spindler']
I am writing a research paper on a idea How to deal with inhomogeneous outputs and high dimensionality of neural network emulations of model physics in numerical climate and weather prediction models
[{"from": "human", "value": "I am writing a research paper on a idea How to deal with inhomogeneous outputs and high dimensionality of neural network emulations of model physics in numerical climate and weather prediction models"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   discuss our pilot study where the NN emulation technique developed previously for computing model radiation parameterizations was applied to the part of the NCEP GFS model physics, GBPHYS, that is complementary to the radiation parameterization. The results of the study shod that not all outputs of GBPHYS are emulated uniformly ll with the original approach. Significant differences beten the radiation parameterizations and GBPHYS block and challenges for the NN emulation approach due to these differences are demonstrated and discussed. Several approaches that will allow us to deal with the challenges and that will be used to complement the NN emulation approach for dealing with entire model physics are also introduced."}]