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Issues: openclimatefix/predict_pv_yield

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21 Open 5 Closed
21 Open 5 Closed
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Issues list

Experiment with ensemble of models enhancement New feature or request machine learning model
#93 opened Nov 9, 2021 by JackKelly
Stop giving the ML model satellite images of the _future_! data Data processing, loading, or analysis machine learning model
#89 opened Oct 7, 2021 by JackKelly
2
Extend National Electricity Demand forecast data Data processing, loading, or analysis enhancement New feature or request machine learning model
#80 opened Sep 7, 2021 by JackKelly WP1 stretch goals
Try 2d, 3d CNN before attention machine learning model
#63 opened Jul 26, 2021 by JackKelly
6
Dropout PV system ID & PV metadata machine learning model
#48 opened Jul 10, 2021 by JackKelly
Ongoing thread: Research results & design ideas machine learning model
#44 opened Jul 6, 2021 by JackKelly
2
When using a transformer, try learning-rate warm up and/or layer norm inside the residual blocks machine learning model
#43 opened Jul 4, 2021 by JackKelly
Learning rate decay machine learning model
#40 opened Jul 2, 2021 by JackKelly
Try: no optical flow. Just last n satellite images as a stack of channels. And network predicts next few hours of PV. data Data processing, loading, or analysis enhancement New feature or request machine learning model
#38 opened Jul 2, 2021 by JackKelly
1
Try CoordConv machine learning model
#37 opened Jul 1, 2021 by JackKelly
3 tasks
1
Use Hydra for hyper params machine learning model
#36 opened Jun 24, 2021 by JackKelly
Try The Perceiver machine learning model
#35 opened Jun 19, 2021 by JackKelly WP1 essential tasks
9
Use surface measurements of aerosols / pollution data Data processing, loading, or analysis enhancement New feature or request machine learning model
#34 opened Jun 16, 2021 by JackKelly
1
Use satellite-estimated irradiance (perhaps just as a benchmark?) data Data processing, loading, or analysis enhancement New feature or request machine learning model
#33 opened Jun 16, 2021 by JackKelly
2 tasks
Use irradiance estimated from satellite(s) in low Earth orbit as training target data Data processing, loading, or analysis enhancement New feature or request machine learning model
#28 opened May 26, 2021 by JackKelly
Try predicting *just* clouds (not background) by subtracting 'non-cloudy' image from actual image enhancement New feature or request machine learning model
#17 opened May 12, 2021 by JackKelly
3 tasks
12
Feed PV metadata into ML model data Data processing, loading, or analysis enhancement New feature or request machine learning model
#13 opened May 7, 2021 by JackKelly
Probabilistic model output data Data processing, loading, or analysis enhancement New feature or request machine learning model
#12 opened May 7, 2021 by JackKelly WP1 essential tasks
Implement simple benchmark algos enhancement New feature or request machine learning model performance analysis: baselines & metrics
#11 opened May 7, 2021 by JackKelly
1 of 4 tasks
WP1 essential tasks
1
RNN enhancement New feature or request machine learning model
#9 opened May 7, 2021 by JackKelly WP1 essential tasks
ML: Use CNN to predict PV yield for historical timesteps & compare that to actual historical pv yield enhancement New feature or request machine learning model
#7 opened May 7, 2021 by JackKelly
1
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