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Author

Qiang Zhang

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Open access Sep 2026

HIC-LLM: Health-Indicator Consistency Scoring and Optional Evidence-Grounded Large Language Model Reporting

Pack-level state-of-health assessment can conceal the cell that first reaches its lower-voltage limit and constrains a series-connected backup battery string. Cell-level localization is therefore required, but the scarcity of labeled field events and high-resolution telemetry does not support training or validating a s...

Yu-Long Xing, Qiang Zhang, Su-Wen Li et al. · 0 citations
Conference Aug 2026

Lightweight anomaly detection for power grid microservices based on temporal-aware fusion and graph neural networks

A lightweight anomaly detection method integrating temporal-aware multimodal fusion and Graph Neural Network, which enhances fusion accuracy without complex pre-training and provides an efficient solution for the operation and maintenance of smart grid microservices.

Xin Liu, Boyan Tian, Jianfei Chen et al. · 0 citations

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