Spectral satellite data

Improved satellite-based intra-day solar forecasting with a chain of deep learning models

Satellite data and satellite-derived irradiance products have been extensively used in solar forecasting to better capture the spatio-temporal variations of solar irradiance. However, the potential advantages of using satellitederived irradiance and …

Global and direct solar irradiance estimation using deep learning and selected spectral satellite images

To fully exploit the spectral information of modern geostationary satellites, this work proposes a deep learning framework using convolutional neural networks (CNNs) and attention mechanism for 5-min ground-level global horizontal irradiance (GHI) …