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Research article

First published 2020-10-21

Anomaly detection of bridge health monitoring data based on KNN algorithm

Zhen Lei, Liang Zhu, Youliang Fang [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2024-7

Bridge anomaly detection based on reconstruction error and structural similarity of unsupervised convolutional auto-encoder

Shuai Teng, Zongchao Liu, Wenjun Luo [...]

Structural Health Monitoring

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Research article

First published 2022-4

Probabilistic anomaly trend detection for cable-supported bridges using confidence interval estimation

Xiang Xu, Zhen-Dong Qian, Qiao Huang [...]

Advances in Structural Engineering

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Research article

First published 2025-11

Effective alerting for bridge monitoring via a machine learning-based anomaly detection method

Juntao Kang, Lei Wang, Wenbin Zhang [...]

Structural Health Monitoring

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Research article

First published 2023-3

Multi-index probabilistic anomaly detection for large span bridges using Bayesian estimation and evidential reasoning

Xiang Xu, Michael C Forde, Yuan Ren [...]

Structural Health Monitoring

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Research article

First published 2022-6

Detecting Anomalies in National Bridge Inventory Databases Using Machine Learning Methods

Ehsan Fereshtehnejad, Gianluca Gazzola, Pratik Parekh [...]

Transportation Research Record: Journal of the Transportation Research Board

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Research article

First published 2026

Long-term vibration monitoring of bridges with environmental variability mitigation by teacher–student clustering and regional anomaly detection

Mohammadreza Mahmoudkelayeh, Behnam Adhami, Behzad Saeedi Razavi

Structural Health Monitoring

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Research article

First published 2026

A deep learning-empowered data anomaly detection method based on a symmetric dot pattern for bridge monitoring data

Xiang Xu, Xin Liu, Yao Jin [...]

Structural Health Monitoring

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Research article

First published 2024-9

Optimal tuning of three deep learning methods with signal processing and anomaly detection for multi-class damage detection of a large-scale bridge

Rouzbeh Doroudi, Seyed Hossein Hosseini Lavassani, Mohsen Shahrouzi

Structural Health Monitoring

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Research article

First published 2026

SGFormer: prototype learning enhanced transformer for multi-sensor anomaly detection in lightweight bridge structural health monitoring systems

Yanjie Zhu, Luyao Sun, Yuchen Wang [...]

Structural Health Monitoring

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