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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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11/15 Meeting Notes
#10
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panalluri
opened
2 weeks ago
panalluri
commented
2 weeks ago
create NNs to learn from
a very simple CNN case (output is sum of inputs) --> can NN predict this?
checks for bug in code
then, do the above for a more complex function (use CNN)
try inputting some fields and output the air-sea flux w/ HR data (use ANN)
try super-resolving inputs into aerobulk to get HR air-sea fluxes (CNN)
inter-model diagnostics project
read papers dhruv sends --> use as guidelines
come up w mini project proposal by next week
make github issue or ppt slide of different pathways to get to the final product based off board pic and today's discussion