SHM-Agents is an LLM-plus-specialist-agent framework that claims to execute a wide range of SHM tasks end-to-end via natural language on data from a long-span cable-stayed bridge.
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2026 2verdicts
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A conditional diffusion model with quartile normalization and Huber loss assigns outlier probabilities to univariate structural monitoring data points and produces a global quality score, outperforming clustering, isolation, and reconstruction baselines on real structures.
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SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoring
SHM-Agents is an LLM-plus-specialist-agent framework that claims to execute a wide range of SHM tasks end-to-end via natural language on data from a long-span cable-stayed bridge.