Author

Ling-Wen Meng

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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

: Safe and reliable operation of critical energy infrastructure requires continuous situational awareness of personnel during substation inspection, power-grid maintenance, and emergency repair. In these safety-critical power-system environments, identity-continuous worker trajectories can provide a perception basis fo...

L. Meng, G. Ban, Jintong Ma et al. · Energy Engineering · 0 citations

Open access Aug 2026

Knowledge Distillation Method for Compressing Large Language Model of Power Risk Identification and Improving Deployment Efficiency

Experiments show that, after applying the proposed knowledge distillation method, the inference latency is reduced from 235 ms to a minimum of 26 ms, which is better than DistilBERT’s 35 ms, verifying the efficiency and practicality of the lightweight model in resource-constrained scenarios involving power-risk identif...

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