Remote sensing

Real-time estimation of cloud properties and surface downwelling longwave radiation from satellite imagery: A two-stage surrogate modeling approach

Passive sky radiative cooling systems, which utilize the universe as a natural heat sink, offer promising low-carbon solutions for urban cooling. Surface downwelling longwave radiation (SDLR), originating from the atmosphere, significantly influences …

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) …