Data-driven model identification of guided wave propagation in composite structures

Detalhes bibliográficos
Autor(a) principal: da Silva, Samuel [UNESP]
Data de Publicação: 2018
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1007/s40430-018-1462-4
http://hdl.handle.net/11449/187016
Resumo: This paper shows the applicability of data-driven model identification to describe guided wave propagation in composite structures. The model identified can be useful to predict waveform or further conditions considering the dynamics of wave propagation in composites media, mainly when the geometry or boundary conditions are complex and make it very difficult to propose an analytical model. Thus, the main purpose of this paper is to use a simple autoregressive with exogenous terms model to fit the experimental data assuming different frequencies of excitation and the effect of temperature changes. An example using a composite plate is performed in this paper to show the steps and applicability. After these analyses, the results obtained demonstrate the practical benefits of the black-box model for modeling of guided wave propagation in complex composite structures for aeronautical applications.
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spelling Data-driven model identification of guided wave propagation in composite structuresARX modelComposite structuresGuided wave propagationLamb waveSystem identificationThis paper shows the applicability of data-driven model identification to describe guided wave propagation in composite structures. The model identified can be useful to predict waveform or further conditions considering the dynamics of wave propagation in composites media, mainly when the geometry or boundary conditions are complex and make it very difficult to propose an analytical model. Thus, the main purpose of this paper is to use a simple autoregressive with exogenous terms model to fit the experimental data assuming different frequencies of excitation and the effect of temperature changes. An example using a composite plate is performed in this paper to show the steps and applicability. After these analyses, the results obtained demonstrate the practical benefits of the black-box model for modeling of guided wave propagation in complex composite structures for aeronautical applications.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Departamento de Engenharia Mecânica Faculdade de Engenharia UNESP - Universidade Estadual PaulistaDepartamento de Engenharia Mecânica Faculdade de Engenharia UNESP - Universidade Estadual PaulistaFAPESP: 2017/15512-8CNPq: 307520/2016-1Universidade Estadual Paulista (Unesp)da Silva, Samuel [UNESP]2019-10-06T15:22:53Z2019-10-06T15:22:53Z2018-11-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1007/s40430-018-1462-4Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 40, n. 11, 2018.1806-36911678-5878http://hdl.handle.net/11449/18701610.1007/s40430-018-1462-42-s2.0-85055727526Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengJournal of the Brazilian Society of Mechanical Sciences and Engineeringinfo:eu-repo/semantics/openAccess2021-10-22T21:09:59Zoai:repositorio.unesp.br:11449/187016Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-22T21:09:59Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Data-driven model identification of guided wave propagation in composite structures
title Data-driven model identification of guided wave propagation in composite structures
spellingShingle Data-driven model identification of guided wave propagation in composite structures
da Silva, Samuel [UNESP]
ARX model
Composite structures
Guided wave propagation
Lamb wave
System identification
title_short Data-driven model identification of guided wave propagation in composite structures
title_full Data-driven model identification of guided wave propagation in composite structures
title_fullStr Data-driven model identification of guided wave propagation in composite structures
title_full_unstemmed Data-driven model identification of guided wave propagation in composite structures
title_sort Data-driven model identification of guided wave propagation in composite structures
author da Silva, Samuel [UNESP]
author_facet da Silva, Samuel [UNESP]
author_role author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv da Silva, Samuel [UNESP]
dc.subject.por.fl_str_mv ARX model
Composite structures
Guided wave propagation
Lamb wave
System identification
topic ARX model
Composite structures
Guided wave propagation
Lamb wave
System identification
description This paper shows the applicability of data-driven model identification to describe guided wave propagation in composite structures. The model identified can be useful to predict waveform or further conditions considering the dynamics of wave propagation in composites media, mainly when the geometry or boundary conditions are complex and make it very difficult to propose an analytical model. Thus, the main purpose of this paper is to use a simple autoregressive with exogenous terms model to fit the experimental data assuming different frequencies of excitation and the effect of temperature changes. An example using a composite plate is performed in this paper to show the steps and applicability. After these analyses, the results obtained demonstrate the practical benefits of the black-box model for modeling of guided wave propagation in complex composite structures for aeronautical applications.
publishDate 2018
dc.date.none.fl_str_mv 2018-11-01
2019-10-06T15:22:53Z
2019-10-06T15:22:53Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1007/s40430-018-1462-4
Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 40, n. 11, 2018.
1806-3691
1678-5878
http://hdl.handle.net/11449/187016
10.1007/s40430-018-1462-4
2-s2.0-85055727526
url http://dx.doi.org/10.1007/s40430-018-1462-4
http://hdl.handle.net/11449/187016
identifier_str_mv Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 40, n. 11, 2018.
1806-3691
1678-5878
10.1007/s40430-018-1462-4
2-s2.0-85055727526
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Journal of the Brazilian Society of Mechanical Sciences and Engineering
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
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
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