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Model-free identification of multiple periodic excitations and detection of structural anomaly using noisy response measurements

机译:使用噪声响应测量的多种周期性激发和结构异常检测的无模型识别

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摘要

Anomaly and damage detection is an important research topic in the field of structural health monitoring (SHM). It is in general difficult to establish a precise computational model and measure multiple dynamic loads for complex structures. Model-free identification methods using only response measurements are therefore highly desired. Based on second-order statistics blind separation (SOSBS), this study explores response-only blind excitation separation and structural feature extraction when the structure is subject to multiple periodic excitations. The proposed method proceeds with two steps: (i) a transformation to convert the measurement space to eigenspace with identity covariance matrix and compact the measurement dimension to independent source dimension; and (ii) joint diagonalization of covariances with various time shifts to determine the mixture features. Neither structural model nor measurement of excitations is required in this method, and the extracted mixture matrix representative of structural dynamic characteristics can be used for structural anomaly detection and damage diagnosis. Both numerical simulation of a 3-degree-of-freedom vibration system and experimental study of a 5-story physical structure are conducted to verify the proposed method.
机译:异常和损伤检测是结构健康监测(SHM)领域的重要研究课题。它一般难以建立精确的计算模型并测量复杂结构的多个动态载荷。因此,非常需要使用仅使用响应测量的无模型识别方法。基于二阶统计盲分离(SOSBS),该研究探讨了当结构受到多次周期性激励时的响应盲激发分离和结构特征提取。所提出的方法采用两个步骤进行:(i)将测量空间转换为具有身份协方差矩阵的eIGenspace的变换,并将测量维度紧凑到独立的源极维; (ii)协方差与各种时间转移的联合对角化以确定混合物特征。在该方法中需要结构模型和激发的测量,并且提取的混合物代表结构动态特性的基质可用于结构异常检测和损伤诊断。进行了三维自由度振动系统的数值模拟和5层物理结构的实验研究以验证提出的方法。

著录项

  • 来源
    《Smart structures and systems》 |2021年第3期|407-423|共17页
  • 作者单位

    Hong Kong Polytech Univ Natl Rail Transit Electrificat & Automat Engn Tec Dept Civil & Environm Engn Hong Kong Branch Hung Hom Kowloon Hong Kong Peoples R China|Zhejiang Univ Sch Aeronaut & Astronaut Dept Mech Hangzhou 310027 Peoples R China;

    Hong Kong Polytech Univ Natl Rail Transit Electrificat & Automat Engn Tec Dept Civil & Environm Engn Hong Kong Branch Hung Hom Kowloon Hong Kong Peoples R China;

    Hong Kong Polytech Univ Natl Rail Transit Electrificat & Automat Engn Tec Dept Civil & Environm Engn Hong Kong Branch Hung Hom Kowloon Hong Kong Peoples R China;

    Hong Kong Polytech Univ Natl Rail Transit Electrificat & Automat Engn Tec Dept Civil & Environm Engn Hong Kong Branch Hung Hom Kowloon Hong Kong Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    blind excitation separation; model-free and response-only approach; multiple periodic excitations; second-order statistics; structural anomaly detection;

    机译:盲目激励分离;无模型和响应的方法;多次周期性激励;二阶统计;结构异常检测;

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