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Author

Jiangang Liu

3 papers indexed here

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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 Sep 2026

Domain-Robust Temporal Action Detection for Power Grid Operation Videos via Consistency-Guided Domain Modeling

Temporal action detection (TAD) should remain reliable when videos are collected by different sources, even if the action vocabulary is unchanged. We study this domain-generalization setting with pre-extracted temporal features and no target-domain videos during training. DRTAD models source-related feature factors, mi...

Ling-Wen Meng, Guang-Hui Xi, Jian-Gang Liu et al. · 0 citations
Review Open access 2026

Helmet-Aware Identity-Consistent Tracking for Safe and Intelligent Power-System Operation and Maintenance

A helmet-aware cross-modal identity-consistent tracking framework as an edge-deployable perception module for intelligent power-system operation and maintenance and results indicate that domain-aware helmet modeling, reliability-aware fusion, and memory-based association jointly improve identity continuity under realis...

Ling-Wen Meng, Guo-Bang Ban, Jin-Tong Ma et al. · 0 citations

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