Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage

This paper presents a robust damage identification scheme in which damage is predicted by solving the cross-modal strain energy (CMSE) linear system of equations. This study aims to address the excessive equations issue faced in the assemblage of the CMSE system. A sensitivity index that, to some ex...

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Main Authors: Mingqiang Xu, Shuqing Wang, Jian Guo, Yingchao Li
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/8/2826
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spelling doaj-325234fb06ce426fa70d8c8f10d2b5942020-11-25T02:28:22ZengMDPI AGApplied Sciences2076-34172020-04-01102826282610.3390/app10082826Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to DamageMingqiang Xu0Shuqing Wang1Jian Guo2Yingchao Li3Shandong Provincial Key Laboratory of Ocean Engineering, Ocean University of China, Qingdao 266100, ChinaShandong Provincial Key Laboratory of Ocean Engineering, Ocean University of China, Qingdao 266100, ChinaShandong Provincial Key Laboratory of Ocean Engineering, Ocean University of China, Qingdao 266100, ChinaDepartment of Port and Waterway Engineering, College of Civil Engineering, Ludong University, Yantai 264000, ChinaThis paper presents a robust damage identification scheme in which damage is predicted by solving the cross-modal strain energy (CMSE) linear system of equations. This study aims to address the excessive equations issue faced in the assemblage of the CMSE system. A sensitivity index that, to some extent, measures how the actual damage level vector satisfies each CMSE equation, is derived by performing an analysis of the defined residual’s sensitivity to damage. The index can be used to eliminate redundant equations and enhance the robustness of the CMSE system. Moreover, to circumvent a potentially ill-conditioned problem, a previously published iterative Tikhonov regularization method is adopted to solve the CMSE system. Some improvements to this method for determining the iterative regularization parameter and regularization operator are given. The numerical robustness of the proposed damage identification scheme against measurement noise is proved by analyzing a 2-D truss structure. The effects of location and extent of damage on the damage identification results are investigated. Furthermore, the feasibility of the proposed scheme for damage identification is experimentally validated on a beam structure.https://www.mdpi.com/2076-3417/10/8/2826noise robustnesssensitivity analysiscross-modal strain energydamage detection
collection DOAJ
language English
format Article
sources DOAJ
author Mingqiang Xu
Shuqing Wang
Jian Guo
Yingchao Li
spellingShingle Mingqiang Xu
Shuqing Wang
Jian Guo
Yingchao Li
Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage
Applied Sciences
noise robustness
sensitivity analysis
cross-modal strain energy
damage detection
author_facet Mingqiang Xu
Shuqing Wang
Jian Guo
Yingchao Li
author_sort Mingqiang Xu
title Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage
title_short Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage
title_full Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage
title_fullStr Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage
title_full_unstemmed Robust Structural Damage Detection Using Analysis of the CMSE Residual’s Sensitivity to Damage
title_sort robust structural damage detection using analysis of the cmse residual’s sensitivity to damage
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2020-04-01
description This paper presents a robust damage identification scheme in which damage is predicted by solving the cross-modal strain energy (CMSE) linear system of equations. This study aims to address the excessive equations issue faced in the assemblage of the CMSE system. A sensitivity index that, to some extent, measures how the actual damage level vector satisfies each CMSE equation, is derived by performing an analysis of the defined residual’s sensitivity to damage. The index can be used to eliminate redundant equations and enhance the robustness of the CMSE system. Moreover, to circumvent a potentially ill-conditioned problem, a previously published iterative Tikhonov regularization method is adopted to solve the CMSE system. Some improvements to this method for determining the iterative regularization parameter and regularization operator are given. The numerical robustness of the proposed damage identification scheme against measurement noise is proved by analyzing a 2-D truss structure. The effects of location and extent of damage on the damage identification results are investigated. Furthermore, the feasibility of the proposed scheme for damage identification is experimentally validated on a beam structure.
topic noise robustness
sensitivity analysis
cross-modal strain energy
damage detection
url https://www.mdpi.com/2076-3417/10/8/2826
work_keys_str_mv AT mingqiangxu robuststructuraldamagedetectionusinganalysisofthecmseresidualssensitivitytodamage
AT shuqingwang robuststructuraldamagedetectionusinganalysisofthecmseresidualssensitivitytodamage
AT jianguo robuststructuraldamagedetectionusinganalysisofthecmseresidualssensitivitytodamage
AT yingchaoli robuststructuraldamagedetectionusinganalysisofthecmseresidualssensitivitytodamage
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