Explainable Wind Forecasting — live demo on synthetic wind data

observed 觀測demo model 預測, gold (1 h ahead)persistence 持續, grey

Try it · 試試

Start of the 7-day window: day Add a gust to the latest reading: m/s

Bars below show the attention weight the model puts on each of the last 24 hours for the what-if forecast (the paper's attention view; SHAP/LIME run in the Python code).

Test-period metrics · 結果

Synthetic data, small demo model. Everything here uses computer-generated wind data, not the confidential SCADA data. The browser model is a small JavaScript port trained in about a minute; it is not the full method from the paper and these are not the paper's results. It predicts the change from the last reading and is compared honestly with persistence.