New plan: Use ClimateHack.AI to predict future images. Then predict PV power.

openclimatefix / power_perceiver

Machine learning experiments using the Perceiver IO model to forecast the electricity system (starting with solar)

MIT License

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Closed JackKelly closed 2 years ago

JackKelly commented 2 years ago

[x] #50
[x] #52
[x] #54
[ ] Maybe try using HRV optical flow
[x] Try to remove the for loop by reshaping the data so each timestep is a different example
[x] Take all the other TODO items from #50
[x] #53
[ ] Use all PV systems in the "time transformer". Be careful to mask missing PV systems.
[x] Use all GSP timesteps in the mse loss. But only use the forecast timesteps for the nmae loss (so we don't get an overly flattering score).