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ocean-transport / air-sea-ML

This repo is meant to track Prani's research progress on their air-sea parametrization project through the summer of 2024.
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Different pathways to find subgrid heat flux forcing #11

Open panalluri opened 1 week ago

panalluri commented 1 week ago

make github issue or ppt slide of different pathways to get to the final product based off board pic and today's discussion Different ways to generate subgrid forcing of heat flux:

  1. CNN: input low-res variables + low-res heat flux ----> output SGS heat flux
  2. CNN + AeroBulk:
    • start with low-res variables ---> calculate low-res heat flux
    • start with low-res variables ---> super-resolve into high-res variables ---> calculate high-res heat flux
    • high-res heat flux - low-res heat flux = SGS heat flux
  3. CNN + ANN:
    • ANN is a replacement for AeroBulk
    • start with low-res variables ---> calculate low-res heat flux
    • start with low-res variables ---> super-resolve into high-res variables ---> calculate high-res heat flux
    • high-res heat flux - low-res heat flux = SGS heat flux