Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.

Detalhes bibliográficos
Autor(a) principal: Cury, Alexandre Abrahão
Data de Publicação: 2012
Outros Autores: Crémona, Christian, Dumoulin, John
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFOP
Texto Completo: http://www.repositorio.ufop.br/handle/123456789/1531
Resumo: For reliable performance of vibration-based damage detection algorithms, it is impor-tant to distinguish abnormal changes in modal parameters caused by structural damage from normal changes due to environmental fluctuations. This paper firstly addresses the modeling of temperature effects on modal frequencies of a PSC box girder bridge located on the A1 motorway in France. Based on a six-month monitoring experimental program, modal frequencies of the first seven mode shapes and temperatures have been measured at three hour intervals. Neural networks are then introduced to formulate regression models for quantifying the effect of temperature on modal parameters (frequencies and mode shapes). In 2009, this bridge underwent a strengthening procedure. In order to assess the effect of strengthening on the vibration characteristics of the bridge, modal properties had to be corrected from temperature influence. Thus, the first goal is to assess the changes on the vibration signature of this bridge induced by the strengthening. For this purpose, classical statistical analysis and clustering methods are applied to the data recorded over the period after strengthening. The second goal is to evaluate the influence of temperature effects on the clustering results. It comes that the temperature correction significantly improves the confidence in the novelty detection and in the strengthening efficiency.
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spelling Cury, Alexandre AbrahãoCrémona, ChristianDumoulin, John2012-10-03T18:25:21Z2012-10-03T18:25:21Z2012CURY, A. A.; CRÉMONA, C.; DUMOULIN, J. Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment. Mechanical Systems and Signal Processing, v. 33, p. 13-37, 2012. Disponível em: <https://www.sciencedirect.com/science/article/pii/S0888327012002683>. Acesso em: 03 dez. 2012.08883270http://www.repositorio.ufop.br/handle/123456789/1531For reliable performance of vibration-based damage detection algorithms, it is impor-tant to distinguish abnormal changes in modal parameters caused by structural damage from normal changes due to environmental fluctuations. This paper firstly addresses the modeling of temperature effects on modal frequencies of a PSC box girder bridge located on the A1 motorway in France. Based on a six-month monitoring experimental program, modal frequencies of the first seven mode shapes and temperatures have been measured at three hour intervals. Neural networks are then introduced to formulate regression models for quantifying the effect of temperature on modal parameters (frequencies and mode shapes). In 2009, this bridge underwent a strengthening procedure. In order to assess the effect of strengthening on the vibration characteristics of the bridge, modal properties had to be corrected from temperature influence. Thus, the first goal is to assess the changes on the vibration signature of this bridge induced by the strengthening. For this purpose, classical statistical analysis and clustering methods are applied to the data recorded over the period after strengthening. The second goal is to evaluate the influence of temperature effects on the clustering results. It comes that the temperature correction significantly improves the confidence in the novelty detection and in the strengthening efficiency.Bridge monitoringOperational modal analysisTemperature effectData normalizationNon linear regressionLong-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleO periódico Mechanical Systems and Signal Processing concede permissão para depósito no Repositório Institucional da UFOP. Número da licença: 3303030092445.info:eu-repo/semantics/openAccessengreponame:Repositório Institucional da UFOPinstname:Universidade Federal de Ouro Preto (UFOP)instacron:UFOPLICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://www.repositorio.ufop.br/bitstream/123456789/1531/5/license.txt8a4605be74aa9ea9d79846c1fba20a33MD55ORIGINALARTIGO_LongTermMonitoring.pdfARTIGO_LongTermMonitoring.pdfapplication/pdf2767625http://www.repositorio.ufop.br/bitstream/123456789/1531/1/ARTIGO_LongTermMonitoring.pdfd0b98992f8062c8ed45bcd709753c1e6MD51123456789/15312019-03-11 12:49:56.094oai:localhost: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Repositório InstitucionalPUBhttp://www.repositorio.ufop.br/oai/requestrepositorio@ufop.edu.bropendoar:32332019-03-11T16:49:56Repositório Institucional da UFOP - Universidade Federal de Ouro Preto (UFOP)false
dc.title.pt_BR.fl_str_mv Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
title Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
spellingShingle Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
Cury, Alexandre Abrahão
Bridge monitoring
Operational modal analysis
Temperature effect
Data normalization
Non linear regression
title_short Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
title_full Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
title_fullStr Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
title_full_unstemmed Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
title_sort Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment.
author Cury, Alexandre Abrahão
author_facet Cury, Alexandre Abrahão
Crémona, Christian
Dumoulin, John
author_role author
author2 Crémona, Christian
Dumoulin, John
author2_role author
author
dc.contributor.author.fl_str_mv Cury, Alexandre Abrahão
Crémona, Christian
Dumoulin, John
dc.subject.por.fl_str_mv Bridge monitoring
Operational modal analysis
Temperature effect
Data normalization
Non linear regression
topic Bridge monitoring
Operational modal analysis
Temperature effect
Data normalization
Non linear regression
description For reliable performance of vibration-based damage detection algorithms, it is impor-tant to distinguish abnormal changes in modal parameters caused by structural damage from normal changes due to environmental fluctuations. This paper firstly addresses the modeling of temperature effects on modal frequencies of a PSC box girder bridge located on the A1 motorway in France. Based on a six-month monitoring experimental program, modal frequencies of the first seven mode shapes and temperatures have been measured at three hour intervals. Neural networks are then introduced to formulate regression models for quantifying the effect of temperature on modal parameters (frequencies and mode shapes). In 2009, this bridge underwent a strengthening procedure. In order to assess the effect of strengthening on the vibration characteristics of the bridge, modal properties had to be corrected from temperature influence. Thus, the first goal is to assess the changes on the vibration signature of this bridge induced by the strengthening. For this purpose, classical statistical analysis and clustering methods are applied to the data recorded over the period after strengthening. The second goal is to evaluate the influence of temperature effects on the clustering results. It comes that the temperature correction significantly improves the confidence in the novelty detection and in the strengthening efficiency.
publishDate 2012
dc.date.accessioned.fl_str_mv 2012-10-03T18:25:21Z
dc.date.available.fl_str_mv 2012-10-03T18:25:21Z
dc.date.issued.fl_str_mv 2012
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.citation.fl_str_mv CURY, A. A.; CRÉMONA, C.; DUMOULIN, J. Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment. Mechanical Systems and Signal Processing, v. 33, p. 13-37, 2012. Disponível em: <https://www.sciencedirect.com/science/article/pii/S0888327012002683>. Acesso em: 03 dez. 2012.
dc.identifier.uri.fl_str_mv http://www.repositorio.ufop.br/handle/123456789/1531
dc.identifier.issn.none.fl_str_mv 08883270
identifier_str_mv CURY, A. A.; CRÉMONA, C.; DUMOULIN, J. Long-term monitoring of a PSC box girder bridge : operational modal analysis, data normalization and structural modification assessment. Mechanical Systems and Signal Processing, v. 33, p. 13-37, 2012. Disponível em: <https://www.sciencedirect.com/science/article/pii/S0888327012002683>. Acesso em: 03 dez. 2012.
08883270
url http://www.repositorio.ufop.br/handle/123456789/1531
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instname_str Universidade Federal de Ouro Preto (UFOP)
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reponame_str Repositório Institucional da UFOP
collection Repositório Institucional da UFOP
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