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Shaoqing Liu

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2026

LLM-Driven Semantic Consistency Analysis for TRDP Implementations in Train Networks

To address the difficulty of detecting silent inconsistencies in Train Real-time Data Protocol implementations, we propose TRDP-Guard, an automated protocol consistency checking architecture based on large language model (LLM)-driven semantic analysis. TRDP-Guard extracts structured rules from the IEC 61375 standard, l...

Jiewei Du, Bo Ai, Yun-Long Lu et al. · 0 citations

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