To address the susceptibility of fault features to environmental fluctuations, insufficient use of temporal information in continuous operation, and class imbalance in online photovoltaic (PV) array fault diagnosis, a CNN-GRU-Attention-based method is proposed. First, relative-ratio features, an irradiance-normalized D...
Jun He, Chun-Mei Xu, Dan-Hao Wang et al.· 2026 6th Power System and Gr...· 0 citations
An early-warning method combining TCN-Transformer prediction and PCA statistical monitoring is proposed for gas turbine bearings with weak early-fault features and noise interference. Multi-point vibration signals are denoised using median filtering and Savitzky-Golay smoothing. A TCN-Transformer model predicts normal...
Min-Jie Shi, Yu-Zhen Sun, Guo-Qiang Jin et al.· 2026 6th Power System and Gr...· 0 citations
To address ambiguous carbon emission boundaries and accounting lags in multi-energy industrial parks, this paper proposes a low-carbon economic optimization method based on integrated electricity-gas-hydrogen energy-carbon flow tracking. A unified three-energy flow tracking matrix is constructed to reveal dynamic carbo...
Luo-Quan Wang, Dan-Hao Wang, Hui-Rong Zhao et al.· 2026 6th Power System and Gr...· 0 citations
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