桥梁监测中预警值及异常数据的处理研究
作者:
作者单位:

1.上海市建筑科学研究院有限公司,上海市 200032
2.上海市工程结构安全重点实验室,上海市 200032

作者简介:

赵斌(1988—), 男, 工学学士, 工程师, 从事结构检测与评估咨询、监测技术的研究工作。

通讯作者:

中图分类号:

U446.2

基金项目:

课题编号(23DZ1202901;沪建科2024-Z02-003)


Research on Processing of Early Warning Values and Abnormal Data in Bridge Monitoring
Author:
Affiliation:

1.Shanghai Institute of Building Research Co., Ltd., Shanghai 200032, China
2.Shanghai Key Laboratory of Engineering Structure Safety, Shanghai 200032, China

Fund Project:

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    摘要:

    以上海市某区县31座典型桥梁群(含简支装配式桥梁、预应力混凝土连续箱梁、系杆拱桥、钢筋混凝土连拱桥及主跨挂孔桥梁等结构特点)为实际工程案例,针对桥梁结构健康监测系统中监测数据的预警阈值设定与单传感器信号的数据异常诊断开展系统性研究。基于理论分析与工程参数设置,提出通过融合规范阈值法在不同桥型的监测预警初值的设定,针对单传感器信号异常问题,集成了中值滤波、差分检测、动态基线修正、高斯混合模型(GMM)等方法有效的在保留关键特征值的同时将误报率控制在4%以内。研究成果为桥梁群监测系统的阈值优化、异常诊断及养护决策提供了可靠的技术思路,对类似城市基础设施群的安全监测具有一定参考价值。

    Abstract:

    Taking 31 representative bridges in a district and a county of Shanghai (including the structural characteristics of simple-supported fabricated bridges, prestressed concrete continuous box girders, bowstring arch bridges, reinforced concrete multi-arch bridges and suspended-span bridges) as the practical engineering cases, a systematic research is conducted on the setting of early warning thresholds for monitoring data in the bridge structure health monitoring system and the abnormal diagnosis of data from single sensor signals. Based on the theoretical analysis and engineering parameter settings, it is proposed to set the initial values for monitoring and early warning of different bridge types by integrating the standard threshold method. For the problem of abnormal signals from a single sensor, the methods such as median filtering, differential detection, dynamic baseline correction, and Gaussian mixture (GMM) are integrated to keep the false alarm rate within 4% while effectively retaining the key feature values. The research results provide the reliable technical ideas for the threshold optimization, abnormal diagnosis and maintenance decision-making of the bridge group monitoring system, which has certain reference value for the safety monitoring of similar urban infrastructure clusters.

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引用本文

赵斌.桥梁监测中预警值及异常数据的处理研究[J].城市道桥与防洪,2025,(10):243-248.

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  • 收稿日期:2024-01-13
  • 最后修改日期:2025-10-10
  • 录用日期:2025-06-19
  • 在线发布日期: 2025-10-19
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