ML4WX

Applications & impacts

Predicting day-ahead solar irradiance through gated recurrent unit using weather forecasting data

Bixuan Gao, Xiaoqiao Huang, Junsheng Shi, Yonghang Tai, Rui Xiao

Journal of Renewable and Sustainable Energy ·

Paper

In one sentence. GRU combined with weather forecasts predicts 24-hour-ahead solar irradiance, cutting RMSE 11.9% versus RNN and 23.3% versus backpropagation.

Labels

Topic
Applications & impacts, Post-processing & calibration
Type
New model or method
Method
RNN / LSTM / ConvLSTM
Time scale
6 h–3 days
Domain
Local / station
Data
NWP analysis or forecasts (IFS, GFS, ...)
Status
Research
Identifiers
DOI:10.1063/1.5110223 OpenAlex:W2969305200
Added
2026-10-22

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