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Open access Sep 2026

Safety risk point identification and localization in power equipment based on electromagnetic signals and a multiscale attention convolutional neural network

INTRODUCTION: Safety risk points in power equipment often produce weak and non-stationary electromagnetic responses. These responses are difficult to identify when partial discharge, contact anomalies, insulation deterioration, and shielding defects occur under complex operating conditions. OBJECTIVES: To improve risk...

Si-Wu Yu, Fan Song, Xing Liu et al. · 0 citations
Open access Aug 2026

Application of BERT-Free Pre-Training Model in Identifying Power Safety Risk Points

In intelligent power systems operating under increasingly complex electromagnetic environments, accurate identification of safety risk points is essential for ensuring reliable equipment operation and supporting electromagnetic compatibility assessment. Traditional rule-based methods suffer from limited semantic unders...

S.-W. Yu, Y.-M. He, G.-B. Ban et al. · 0 citations

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