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This repository was archived by the owner on Sep 7, 2023. It is now read-only.

Issues: openclimatefix/predict_pv_yield

44 Open 33 Closed
44 Open 33 Closed
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Issues list

Use PV metadata (tilt angle etc.) data Data processing, loading, or analysis
#42 opened Jul 3, 2021 by JackKelly
2
Plot tSNE of the pv_system_id embedding to identify bad PV systems enhancement New feature or request performance analysis: baselines & metrics
#41 opened Jul 3, 2021 by JackKelly
Learning rate decay machine learning model
#40 opened Jul 2, 2021 by JackKelly
Baseline: Predict PV from just NWP enhancement New feature or request performance analysis: baselines & metrics
#39 opened Jul 2, 2021 by JackKelly WP1 essential tasks
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
Build separate multi-process optical flow library data Data processing, loading, or analysis enhancement New feature or request
#32 opened Jun 10, 2021 by JackKelly
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
Try CUDA optical flow & image warping enhancement New feature or request priority-low
#1 opened Nov 13, 2020 by JackKelly
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