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Open access Aug 2026

Research on deep learning construction of energy user profiles considering environmental awareness

A spatiotemporal deep learning framework (GCN-BiLSTM-Attention) is proposed that jointly models distribution network topology, temporal electricity consumption patterns, and dynamically updated environmental awareness features and successfully optimizes the joint extraction process of cross-node spatial spillover featu...

Dan Li, Xin Yang, Jing-Yu Xue · 0 citations

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