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...
Main Authors: | , , , |
---|---|
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 |
id |
doaj-325234fb06ce426fa70d8c8f10d2b594 |
---|---|
record_format |
Article |
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 |
_version_ |
1724838571092738048 |