: 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
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
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
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
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