issues
search
openclimatefix
/
power_perceiver
Machine learning experiments using the Perceiver IO model to forecast the electricity system (starting with solar)
MIT License
7
stars
1
forks
source link
Predict multiple GSPs at once
#175
Open
JackKelly
opened
2 years ago
JackKelly
commented
2 years ago
This should help:
increase the diversity of the training set
improve national PV
Implementation
in the data loader, pick a random gsp. Then find other GSPs within the ROI.
pick a random subset of GSPs (so the example is centered randomly), up to some defined limit (say, 8).
compute the centroid of all those chosen GSPs. That's the center of the example. (need to figure out how to "remember" the chosen GSPs)
in the model, need to handle multiple GSPs, and mask missing ones.
and need to give the GSP ID of each patch of satellite, and each PV system
This should help:
Implementation