Author

Jintong Ma

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Open access 2026

Zoom-Adaptive Personnel Tracking for Intelligent Energy Infrastructure and Reliable Power Grid Operation

: Reliable operation of intelligent energy infrastructure increasingly depends on continuous, identity-consistent awareness of personnel working near critical grid assets. Zoom-adaptive cameras enable flexible switching between site-wide situational awareness and close-range inspection, but focal-length changes alter p...

Ling-Wen Meng, Jin-Tong Ma, Si-Qi Guo et al. · Energy Engineering · 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. · Electronics · 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. · Energy Engineering · 0 citations