Prediction of Solar Radiation Based on Spatial and Temporal Embeddings for Solar Generation Forecast. (arXiv:2206.08832v1 [cs.LG])

Web: http://arxiv.org/abs/2206.08832

A novel method for real-time solar generation forecast using weather data,
while exploiting both spatial and temporal structural dependencies is proposed.
The network observed over time is projected to a lower-dimensional
representation where a variety of weather measurements are used to train a
structured regression model while weather forecast is used at the inference
stage. Experiments were conducted at 288 locations in the San Antonio, TX area
on obtained from the National Solar Radiation Database. The model predicts
solar irradiance …

arxiv forecast generation lg on prediction solar temporal