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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Cheng Pan

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2 papers indexed here

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Open access Aug 2026

Data anomaly detection for structural health monitoring based on Markov transition matrix features and XGBoost

Structural health monitoring (SHM) systems produce enormous amounts of data over time. However, abnormal data caused by sensor breakdowns and environmental interference greatly reduce the Accuracy of structural state evaluations. This study develops and evaluates a low-dimensional feature representation strategy for an...

Shi-Qing Jia, Fengzong Gong, Cheng Pan et al. · 0 citations
Open access Aug 2026

Missing-aware measurement correction and conformal uncertainty quantification for bridge modal-frequency anomaly detection

Modal frequencies identified from bridge vibration measurements are indirect structural measurands whose long-term interpretation is complicated by environmental and operational variability and asynchronous sensor outages. This study develops a missing-aware measurement-correction framework that maintains normal modal-...

Miao Xu, Cheng Pan, Guang Qu et al. · 0 citations

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