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Guo-Bang Ban

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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. · 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
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. · 0 citations

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