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solar-radiation-prediction

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DWD Global Radiation Observation and Forecast Data Library - a Python package providing access to Surface Incoming Solar Radiation (SIS) or Global Horizontal Irradiance (GHI) data from Deutscher Wetterdienst (DWD). Covers Germany, Austria, and Switzerland. Useful for photovoltaic systems and Smart Home scenarios.

  • Updated May 14, 2026
  • Python

Bayesian Long Short-Term Memory (LSTM) neural network to demonstrate uncertainty-aware forecasting of solar irradiance. The model predicts daily Global Horizontal Irradiance (GHI) and provides confidence intervals for predictions, allowing us to understand both the forecast and its associated uncertainty.

  • Updated Mar 24, 2026
  • Jupyter Notebook

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