Short-term multi-energy load forecasting for integrated energy systems based on CNN-BiGRU optimized by attention mechanism

•The dynamic coupling relationship among multi-energy loads was analyzed.•The CNN-BiGRU-Attention model was proposed for multi-energy loads forecasting.•Hard weight sharing can extract the inherent multi-energy coupling relationship.•A novel multi-task loss function weight optimization method was ap...

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