Guided wave‐based damage assessment on welded steel I‐beam under ambient temperature variations
Summary Welded steel I‐beams are widely used in civil infrastructures and industrial facilities as the major load‐carrying members. The fillet weld zone, which connects the web plate and flange plate, is vulnerable to defects and fatigue cracks during the long service life, which may result in catas...
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Veröffentlicht in: | Structural control and health monitoring 2021-04, Vol.28 (4), p.n/a |
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creator | Tu, Jia‐Qi Tang, Zhi‐Feng Yun, Chung‐Bang Wu, Jian‐Jun Xu, Xian |
description | Summary
Welded steel I‐beams are widely used in civil infrastructures and industrial facilities as the major load‐carrying members. The fillet weld zone, which connects the web plate and flange plate, is vulnerable to defects and fatigue cracks during the long service life, which may result in catastrophic accidents. In this study, a guided wave‐based damage assessment method is presented to monitor the weld zone of a steel I‐beam under ambient temperature variations. The semi‐analytical finite element (SAFE) analysis was performed to investigate the characteristics of guided wave propagation in a welded I‐beam. A signal‐processing procedure that incorporates the principal component analysis (PCA) and independent component analysis (ICA) was proposed for damage assessment. The PCA was performed to identify and eliminate significant environmental effects from the guided wave signals. Reconstructed residual signals were obtained from the PCA for damage detection. The ICA was performed to improve the damage localization by identifying the wave packets that are closely related to the occurrence of damage. Lab‐scale experiments were performed on a steel I‐beam under various ambient temperatures. The results show that the inflicted cuts on the weld line have been successfully detected. The damage severity can be qualitatively evaluated based on the magnitudes of Q‐statistics through the PCA. The results of the damage localization can be effectively improved by incorporating the ICA‐based signal decomposition. |
doi_str_mv | 10.1002/stc.2696 |
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Welded steel I‐beams are widely used in civil infrastructures and industrial facilities as the major load‐carrying members. The fillet weld zone, which connects the web plate and flange plate, is vulnerable to defects and fatigue cracks during the long service life, which may result in catastrophic accidents. In this study, a guided wave‐based damage assessment method is presented to monitor the weld zone of a steel I‐beam under ambient temperature variations. The semi‐analytical finite element (SAFE) analysis was performed to investigate the characteristics of guided wave propagation in a welded I‐beam. A signal‐processing procedure that incorporates the principal component analysis (PCA) and independent component analysis (ICA) was proposed for damage assessment. The PCA was performed to identify and eliminate significant environmental effects from the guided wave signals. Reconstructed residual signals were obtained from the PCA for damage detection. The ICA was performed to improve the damage localization by identifying the wave packets that are closely related to the occurrence of damage. Lab‐scale experiments were performed on a steel I‐beam under various ambient temperatures. The results show that the inflicted cuts on the weld line have been successfully detected. The damage severity can be qualitatively evaluated based on the magnitudes of Q‐statistics through the PCA. The results of the damage localization can be effectively improved by incorporating the ICA‐based signal decomposition.</description><identifier>ISSN: 1545-2255</identifier><identifier>EISSN: 1545-2263</identifier><identifier>DOI: 10.1002/stc.2696</identifier><language>eng</language><publisher>Pavia: Wiley Subscription Services, Inc</publisher><subject>Ambient temperature ; Crack propagation ; Damage assessment ; Damage detection ; damage detection and localization ; Damage localization ; Environmental effects ; Fatigue cracks ; Fatigue failure ; Finite element method ; guided waves ; Independent component analysis ; Industrial plants ; Information processing ; Localization ; Mathematical analysis ; PCA ; Plates (structural members) ; Principal components analysis ; SAFE ; Service life ; Signal processing ; Statistical analysis ; Steel ; temperature effect ; Wave packets ; Wave propagation ; Weld lines ; welded steel I‐beam ; Welding</subject><ispartof>Structural control and health monitoring, 2021-04, Vol.28 (4), p.n/a</ispartof><rights>2021 John Wiley & Sons, Ltd.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3276-5c797b5209c3515b0fe3aaf81dced980375ff599130da4d0469e5d04d7ae69a3</citedby><cites>FETCH-LOGICAL-c3276-5c797b5209c3515b0fe3aaf81dced980375ff599130da4d0469e5d04d7ae69a3</cites><orcidid>0000-0001-5267-6457</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fstc.2696$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fstc.2696$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,776,780,1411,27901,27902,45550,45551</link.rule.ids></links><search><creatorcontrib>Tu, Jia‐Qi</creatorcontrib><creatorcontrib>Tang, Zhi‐Feng</creatorcontrib><creatorcontrib>Yun, Chung‐Bang</creatorcontrib><creatorcontrib>Wu, Jian‐Jun</creatorcontrib><creatorcontrib>Xu, Xian</creatorcontrib><title>Guided wave‐based damage assessment on welded steel I‐beam under ambient temperature variations</title><title>Structural control and health monitoring</title><description>Summary
Welded steel I‐beams are widely used in civil infrastructures and industrial facilities as the major load‐carrying members. The fillet weld zone, which connects the web plate and flange plate, is vulnerable to defects and fatigue cracks during the long service life, which may result in catastrophic accidents. In this study, a guided wave‐based damage assessment method is presented to monitor the weld zone of a steel I‐beam under ambient temperature variations. The semi‐analytical finite element (SAFE) analysis was performed to investigate the characteristics of guided wave propagation in a welded I‐beam. A signal‐processing procedure that incorporates the principal component analysis (PCA) and independent component analysis (ICA) was proposed for damage assessment. The PCA was performed to identify and eliminate significant environmental effects from the guided wave signals. Reconstructed residual signals were obtained from the PCA for damage detection. The ICA was performed to improve the damage localization by identifying the wave packets that are closely related to the occurrence of damage. Lab‐scale experiments were performed on a steel I‐beam under various ambient temperatures. The results show that the inflicted cuts on the weld line have been successfully detected. The damage severity can be qualitatively evaluated based on the magnitudes of Q‐statistics through the PCA. The results of the damage localization can be effectively improved by incorporating the ICA‐based signal decomposition.</description><subject>Ambient temperature</subject><subject>Crack propagation</subject><subject>Damage assessment</subject><subject>Damage detection</subject><subject>damage detection and localization</subject><subject>Damage localization</subject><subject>Environmental effects</subject><subject>Fatigue cracks</subject><subject>Fatigue failure</subject><subject>Finite element method</subject><subject>guided waves</subject><subject>Independent component analysis</subject><subject>Industrial plants</subject><subject>Information processing</subject><subject>Localization</subject><subject>Mathematical analysis</subject><subject>PCA</subject><subject>Plates (structural members)</subject><subject>Principal components analysis</subject><subject>SAFE</subject><subject>Service life</subject><subject>Signal processing</subject><subject>Statistical analysis</subject><subject>Steel</subject><subject>temperature effect</subject><subject>Wave packets</subject><subject>Wave propagation</subject><subject>Weld lines</subject><subject>welded steel I‐beam</subject><subject>Welding</subject><issn>1545-2255</issn><issn>1545-2263</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp10M9Kw0AQBvBFFKxV8BEWvHhJ3Wyym-xRitZCwYO9L5PdiaTkT91NWnrzEXxGn6QbK948fTPwYwY-Qm5jNosZ4w--NzMulTwjk1ikIuJcJud_sxCX5Mr7TZCS52JCzGKoLFq6hx1-f34V4MNioYF3pOA9et9g29OupXusR-h7xJouR4vQ0KG16Cg0RTWyHpstOugHh3QHroK-6lp_TS5KqD3e_OaUrJ-f1vOXaPW6WM4fV5FJeCYjYTKVFYIzZRIRi4KVmACUeWwNWpWzJBNlKZSKE2YhtSyVCkUImwFKBcmU3J3Obl33MaDv9aYbXBs-ap4qJXKRySyo-5MyrvPeYam3rmrAHXTM9NigDg3qscFAoxPdVzUe_nX6bT3_8UeYCnTt</recordid><startdate>202104</startdate><enddate>202104</enddate><creator>Tu, Jia‐Qi</creator><creator>Tang, Zhi‐Feng</creator><creator>Yun, Chung‐Bang</creator><creator>Wu, Jian‐Jun</creator><creator>Xu, Xian</creator><general>Wiley Subscription Services, Inc</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7ST</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>KR7</scope><scope>SOI</scope><orcidid>https://orcid.org/0000-0001-5267-6457</orcidid></search><sort><creationdate>202104</creationdate><title>Guided wave‐based damage assessment on welded steel I‐beam under ambient temperature variations</title><author>Tu, Jia‐Qi ; Tang, Zhi‐Feng ; Yun, Chung‐Bang ; Wu, Jian‐Jun ; Xu, Xian</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3276-5c797b5209c3515b0fe3aaf81dced980375ff599130da4d0469e5d04d7ae69a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Ambient temperature</topic><topic>Crack propagation</topic><topic>Damage assessment</topic><topic>Damage detection</topic><topic>damage detection and localization</topic><topic>Damage localization</topic><topic>Environmental effects</topic><topic>Fatigue cracks</topic><topic>Fatigue failure</topic><topic>Finite element method</topic><topic>guided waves</topic><topic>Independent component analysis</topic><topic>Industrial plants</topic><topic>Information processing</topic><topic>Localization</topic><topic>Mathematical analysis</topic><topic>PCA</topic><topic>Plates (structural members)</topic><topic>Principal components analysis</topic><topic>SAFE</topic><topic>Service life</topic><topic>Signal processing</topic><topic>Statistical analysis</topic><topic>Steel</topic><topic>temperature effect</topic><topic>Wave packets</topic><topic>Wave propagation</topic><topic>Weld lines</topic><topic>welded steel I‐beam</topic><topic>Welding</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Tu, Jia‐Qi</creatorcontrib><creatorcontrib>Tang, Zhi‐Feng</creatorcontrib><creatorcontrib>Yun, Chung‐Bang</creatorcontrib><creatorcontrib>Wu, Jian‐Jun</creatorcontrib><creatorcontrib>Xu, Xian</creatorcontrib><collection>CrossRef</collection><collection>Environment Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Environment Abstracts</collection><jtitle>Structural control and health monitoring</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Tu, Jia‐Qi</au><au>Tang, Zhi‐Feng</au><au>Yun, Chung‐Bang</au><au>Wu, Jian‐Jun</au><au>Xu, Xian</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Guided wave‐based damage assessment on welded steel I‐beam under ambient temperature variations</atitle><jtitle>Structural control and health monitoring</jtitle><date>2021-04</date><risdate>2021</risdate><volume>28</volume><issue>4</issue><epage>n/a</epage><issn>1545-2255</issn><eissn>1545-2263</eissn><abstract>Summary
Welded steel I‐beams are widely used in civil infrastructures and industrial facilities as the major load‐carrying members. The fillet weld zone, which connects the web plate and flange plate, is vulnerable to defects and fatigue cracks during the long service life, which may result in catastrophic accidents. In this study, a guided wave‐based damage assessment method is presented to monitor the weld zone of a steel I‐beam under ambient temperature variations. The semi‐analytical finite element (SAFE) analysis was performed to investigate the characteristics of guided wave propagation in a welded I‐beam. A signal‐processing procedure that incorporates the principal component analysis (PCA) and independent component analysis (ICA) was proposed for damage assessment. The PCA was performed to identify and eliminate significant environmental effects from the guided wave signals. Reconstructed residual signals were obtained from the PCA for damage detection. The ICA was performed to improve the damage localization by identifying the wave packets that are closely related to the occurrence of damage. Lab‐scale experiments were performed on a steel I‐beam under various ambient temperatures. The results show that the inflicted cuts on the weld line have been successfully detected. The damage severity can be qualitatively evaluated based on the magnitudes of Q‐statistics through the PCA. The results of the damage localization can be effectively improved by incorporating the ICA‐based signal decomposition.</abstract><cop>Pavia</cop><pub>Wiley Subscription Services, Inc</pub><doi>10.1002/stc.2696</doi><tpages>23</tpages><orcidid>https://orcid.org/0000-0001-5267-6457</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Ambient temperature Crack propagation Damage assessment Damage detection damage detection and localization Damage localization Environmental effects Fatigue cracks Fatigue failure Finite element method guided waves Independent component analysis Industrial plants Information processing Localization Mathematical analysis PCA Plates (structural members) Principal components analysis SAFE Service life Signal processing Statistical analysis Steel temperature effect Wave packets Wave propagation Weld lines welded steel I‐beam Welding |
title | Guided wave‐based damage assessment on welded steel I‐beam under ambient temperature variations |
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