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Author

Leqian Zhang

2 papers indexed here

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Review Sep 2026

Integrating intelligence and security: A review of large language models in smart grids with renewable energy

This paper comprehensively reviews large language models applications in renewable power systems and identifies major challenge dimensions and proposes a defence framework with endogenous security to promote the development of smarter and safer smart grids.

Hua-Cheng Zhang, Xing-Yu Zhu, Tong-Lai Liu et al. · 0 citations
Aug 2026

Second-order season-trend GRU for long time series forecasting

Empirical results demonstrate that the incorporation of seasonal-trend decomposition and a second-order GRU structure significantly improves the accuracy of long-term time series forecasting.

Leqian Zhang, Yu-Jian Li, Ruo-Yu Chen · 0 citations

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