Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation

Detalhes bibliográficos
Autor(a) principal: Oliveira, Mario A. de
Data de Publicação: 2015
Outros Autores: Vieira Filho, Jozue [UNESP], Lopes, Vicente [UNESP], Inman, Daniel J., Chang, F. K., Kopsaftopoulos, F.
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/161003
Resumo: This paper addresses a novel approach for damage identification in Structural Health Monitoring (SHM) systems based on Principal Component Analysis (PCA) and Delaunay Triangulation (DT). The proposed method explores Electromechanical Impedance (EMI) principle, in the time domain, to identify structural damage in an aircraft aluminum panel. The procedure is carried out exciting the PZT (Pb-Lead Zirconate Titanate) transducers using a wide band chirp signal and measuring their time responses. The PCA is performed using structural response signals and PCA loadings are considered as input to compute the DT. Root Mean Square Deviation (RMSD) metrics are computed from the area formed by the triangles obtained from the DT. Such areas vary due to the displacement of loadings caused by changes in the structural condition for each PZT sensor. These variations have provided good evidence about the effectiveness of the proposed method applied to SHM systems.
id UNSP_50a9f0b80d3cf09195c356df1ebe777f
oai_identifier_str oai:repositorio.unesp.br:11449/161003
network_acronym_str UNSP
network_name_str Repositório Institucional da UNESP
repository_id_str 2946
spelling Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay TriangulationThis paper addresses a novel approach for damage identification in Structural Health Monitoring (SHM) systems based on Principal Component Analysis (PCA) and Delaunay Triangulation (DT). The proposed method explores Electromechanical Impedance (EMI) principle, in the time domain, to identify structural damage in an aircraft aluminum panel. The procedure is carried out exciting the PZT (Pb-Lead Zirconate Titanate) transducers using a wide band chirp signal and measuring their time responses. The PCA is performed using structural response signals and PCA loadings are considered as input to compute the DT. Root Mean Square Deviation (RMSD) metrics are computed from the area formed by the triangles obtained from the DT. Such areas vary due to the displacement of loadings caused by changes in the structural condition for each PZT sensor. These variations have provided good evidence about the effectiveness of the proposed method applied to SHM systems.Fed Inst Educ Mato Grosso, Dept Elect & Elect, Cuiaba, MT, BrazilUniv Estadual Paulista, Dept Telecommun Engn, Sao Joao Da Boa Vistal, SP, BrazilUniv Estadual Paulista, Dept Mech Engn, Ilha Solteria, SP, BrazilUniv Michigan, Dept Aerosp Engn, Ann Arbor, MI 48109 USAUniv Estadual Paulista, Dept Telecommun Engn, Sao Joao Da Boa Vistal, SP, BrazilUniv Estadual Paulista, Dept Mech Engn, Ilha Solteria, SP, BrazilDestech Publications, IncFed Inst Educ Mato GrossoUniversidade Estadual Paulista (Unesp)Univ MichiganOliveira, Mario A. deVieira Filho, Jozue [UNESP]Lopes, Vicente [UNESP]Inman, Daniel J.Chang, F. K.Kopsaftopoulos, F.2018-11-26T16:18:45Z2018-11-26T16:18:45Z2015-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject687-695Structural Health Monitoring 2015: System Reliability For Verification And Implementation, Vols. 1 And 2. Lancaster: Destech Publications, Inc, p. 687-695, 2015.http://hdl.handle.net/11449/161003WOS:000365445300088Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengStructural Health Monitoring 2015: System Reliability For Verification And Implementation, Vols. 1 And 2info:eu-repo/semantics/openAccess2024-07-04T20:06:35Zoai:repositorio.unesp.br:11449/161003Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T15:30:15.386406Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
title Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
spellingShingle Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
Oliveira, Mario A. de
title_short Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
title_full Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
title_fullStr Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
title_full_unstemmed Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
title_sort Structural Damage Identification in an Aeronautical Panel Exploring the PCA and Delaunay Triangulation
author Oliveira, Mario A. de
author_facet Oliveira, Mario A. de
Vieira Filho, Jozue [UNESP]
Lopes, Vicente [UNESP]
Inman, Daniel J.
Chang, F. K.
Kopsaftopoulos, F.
author_role author
author2 Vieira Filho, Jozue [UNESP]
Lopes, Vicente [UNESP]
Inman, Daniel J.
Chang, F. K.
Kopsaftopoulos, F.
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Fed Inst Educ Mato Grosso
Universidade Estadual Paulista (Unesp)
Univ Michigan
dc.contributor.author.fl_str_mv Oliveira, Mario A. de
Vieira Filho, Jozue [UNESP]
Lopes, Vicente [UNESP]
Inman, Daniel J.
Chang, F. K.
Kopsaftopoulos, F.
description This paper addresses a novel approach for damage identification in Structural Health Monitoring (SHM) systems based on Principal Component Analysis (PCA) and Delaunay Triangulation (DT). The proposed method explores Electromechanical Impedance (EMI) principle, in the time domain, to identify structural damage in an aircraft aluminum panel. The procedure is carried out exciting the PZT (Pb-Lead Zirconate Titanate) transducers using a wide band chirp signal and measuring their time responses. The PCA is performed using structural response signals and PCA loadings are considered as input to compute the DT. Root Mean Square Deviation (RMSD) metrics are computed from the area formed by the triangles obtained from the DT. Such areas vary due to the displacement of loadings caused by changes in the structural condition for each PZT sensor. These variations have provided good evidence about the effectiveness of the proposed method applied to SHM systems.
publishDate 2015
dc.date.none.fl_str_mv 2015-01-01
2018-11-26T16:18:45Z
2018-11-26T16:18:45Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv Structural Health Monitoring 2015: System Reliability For Verification And Implementation, Vols. 1 And 2. Lancaster: Destech Publications, Inc, p. 687-695, 2015.
http://hdl.handle.net/11449/161003
WOS:000365445300088
identifier_str_mv Structural Health Monitoring 2015: System Reliability For Verification And Implementation, Vols. 1 And 2. Lancaster: Destech Publications, Inc, p. 687-695, 2015.
WOS:000365445300088
url http://hdl.handle.net/11449/161003
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Structural Health Monitoring 2015: System Reliability For Verification And Implementation, Vols. 1 And 2
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 687-695
dc.publisher.none.fl_str_mv Destech Publications, Inc
publisher.none.fl_str_mv Destech Publications, Inc
dc.source.none.fl_str_mv Web of Science
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
_version_ 1808128522301997056