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Open access Jul 2026

Physics-Guided LLM Prompt Engineering for Distributed Acoustic Sensing Data Augmentation in Pipeline Intrusion Detection

It is shown that LLM-assisted data augmentation can effectively improve the generalization of DAS-based pipeline intrusion detection when field-labeled samples are scarce and the use of synthetic data improves detection performance overall.

Bing-Cai Sun, Xing-Cheng Zhao, Mo-Song Li et al. · 0 citations

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