260 citations · 296 across the 6 of their papers we have counts for
3 papers · 1 filter
PING: physics informed graph neural network for advection-diffusion processes with applications to solar power forecasting
Jelena Simeunović, Baptiste Schubnel, Pierre-Jean Alet +2
Advection-diffusion plays an essential role in transport phenomena such as atmospheric and cloud dynamics. Improved forecasting of cloud motion, in turn, enhances solar power produ…
SolarCrossFormer: Improving day-ahead Solar Irradiance Forecasting by Integrating Satellite Imagery and Ground Sensors
Baptiste Schubnel, Jelena Simeunović, Corentin Tissier +2
Accurate day-ahead forecasts of solar irradiance are required for the large-scale integration of solar photovoltaic (PV) systems into the power grid. However, current forecasting s…
Spatio-temporal graph neural networks for multi-site PV power forecasting
Jelena Simeunović, Baptiste Schubnel, Pierre-Jean Alet +1
Accurate forecasting of solar power generation with fine temporal and spatial resolution is vital for the operation of the power grid. However, state-of-the-art approaches that com…