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openclimatefix
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power_perceiver
Machine learning experiments using the Perceiver IO model to forecast the electricity system (starting with solar)
MIT License
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New plan: Use ClimateHack.AI to predict future images. Then predict PV power.
#49
JackKelly
closed
2 years ago
0
Single Transformer Encoder which sees all timesteps of history
#48
JackKelly
closed
2 years ago
1
Perceiver IO (with a completely learnt query)
#47
JackKelly
closed
2 years ago
1
Include land/sea mask?
#46
JackKelly
closed
2 years ago
0
Add surface height as a position encoding feature
#45
JackKelly
closed
2 years ago
0
`ReduceNumTimesteps` should select random timesteps (so it sees different timesteps on each epoch).
#44
JackKelly
closed
2 years ago
0
Plot attention matrix
#43
JackKelly
opened
2 years ago
0
Smaller batches so we can train a larger net
#42
JackKelly
closed
2 years ago
0
Maybe only predict, say, 8 PV systems at a time
#41
JackKelly
closed
2 years ago
0
try full multiheadattention, by concatenating the satellite and query and passing that in together
#40
JackKelly
closed
2 years ago
0
Predict the "error" of pvlib's PV prediction given clearsky irradiance
#39
JackKelly
opened
2 years ago
0
Include Sun's angle and elevation in query.
#38
JackKelly
closed
2 years ago
0
Send metrics to Weights and Biases
#37
JackKelly
closed
2 years ago
0
Get `donatello` ready to run ML model
#36
JackKelly
closed
2 years ago
1
Implement first ML model (based on Perceiver IO). It just handles one timestep at a time. It takes an HRV satellite image and predicts PV power for all the PV systems near the middle of the image.
#35
JackKelly
closed
2 years ago
2
[ML Idea] Graph neural networks
#34
JackKelly
opened
2 years ago
0
MyPy
#33
JackKelly
closed
2 years ago
1
Implement `PatchSatellite`
#32
JackKelly
closed
2 years ago
0
Implement `np_batch_processor.EncodeSpaceTime`
#31
JackKelly
closed
2 years ago
0
write a test for the rolling average code
#30
JackKelly
closed
2 years ago
0
rename `DataSourceName` to `DataLoaderName`?
#29
JackKelly
closed
2 years ago
1
Pass `DataLoader` subclass objects into `NowcastingDataset` constructor
#28
JackKelly
closed
2 years ago
0
Create a PV data transform which resamples PV power data
#27
JackKelly
closed
2 years ago
1
Give all DataLoaders a `transforms` attribute
#26
JackKelly
closed
2 years ago
0
Create a SelectPVSystemsNearCenterOfImage xr_batch_processor
#25
JackKelly
closed
2 years ago
0
Remove any mention of `encode_pixel_positions_relative_to_pv_system` from `Select1PVSystem`
#24
JackKelly
closed
2 years ago
0
[Meta] Plan :)
#23
JackKelly
opened
2 years ago
2
Implement `PVSystemDataset`
#22
JackKelly
closed
2 years ago
1
[ML Idea] Nowcasting & forecasting clouds & PV using multi-level NWPs
#21
JackKelly
opened
2 years ago
0
[ML Idea] Simple PV power predictions using single timestep of satellite data
#20
JackKelly
opened
2 years ago
2
[Data exploration] Compare clouds in NWPs to satellite imagery
#19
JackKelly
opened
2 years ago
2
[ML Idea] Predict PV power for a single PV system using an ML model and a rectangle of NWP data, orientated towards the Sun
#18
JackKelly
opened
2 years ago
0
Select a long rectangle of NWP data, pointing along the direction of the Sun's rays, with the PV system near one end
#17
JackKelly
opened
2 years ago
0
Smooth PV data
#16
JackKelly
closed
2 years ago
1
Log model performance to Weights and Biases
#15
JackKelly
closed
2 years ago
1
[ML Idea] Hierarchical Perceiver
#14
jacobbieker
opened
2 years ago
9
Do some geometry :)
#13
JackKelly
opened
2 years ago
5
Plot timeseries of multiple nearby PV systems
#12
JackKelly
closed
2 years ago
1
[ML Idea] Share pretrained ML model on HuggingFace to predict PV power from NWP and recent history
#11
JackKelly
opened
2 years ago
0
Experiment with physical PV prediction using pvlib
#10
JackKelly
opened
2 years ago
12
Move experiments on physics-based PV forecasting into this repo
#9
JackKelly
closed
2 years ago
0
[pre-commit.ci] pre-commit autoupdate
#8
pre-commit-ci[bot]
closed
2 years ago
0
[ML Ideal] Staged PV prediction, where each stage predicts the residual of the previous stage
#7
JackKelly
opened
2 years ago
0
Load multiple prepared datasets
#6
JackKelly
opened
2 years ago
1
Implement `Dataset` and `DataLoader`
#5
JackKelly
opened
2 years ago
0
Implement & test spatio-temporal position encoding
#4
JackKelly
closed
2 years ago
1
Learn from the lightning-hydra-template
#3
JackKelly
opened
2 years ago
0
Data for testing
#2
JackKelly
closed
2 years ago
5
Enable pre-commit hooks
#1
JackKelly
closed
2 years ago
0
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