Detection of Simultaneous Faults Using State Observer Methodology

Detalhes bibliográficos
Autor(a) principal: Araújo, Camilo Rocha [UNESP]
Data de Publicação: 2021
Outros Autores: de Melo, Gilberto Pechoto [UNESP]
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1007/978-3-030-75680-2_61
http://hdl.handle.net/11449/229216
Resumo: Due to the big interest of industries in predictive maintenance, the development of techniques to diagnose failures has been gradually acquiring a relevant role in the current industrial scenario. For this reason, this paper aims to evaluate a fault diagnosis methodology based on the state observer theory, considering simultaneous failures. In order to validate this methodology, a system of vibrating tables was built to perform experimental tests, which consist of inputting two failure modes in a mechanical structure: mass loss and stiffness loss. The system is, then, excited by a shaker, and its response is measured. Applying the measured signals (the input and output) in the mathematical system model, the state observer methodology was, thus, executed to estimate the observable system states. The estimated state corresponding to the measured state is compared to the measured signal, resulting in a fault metric that can be used for failures characterization.
id UNSP_a6ac5c3c2cfb57f44e557c23c474abcc
oai_identifier_str oai:repositorio.unesp.br:11449/229216
network_acronym_str UNSP
network_name_str Repositório Institucional da UNESP
repository_id_str 2946
spelling Detection of Simultaneous Faults Using State Observer MethodologySimultaneous failuresState observer methodologyDue to the big interest of industries in predictive maintenance, the development of techniques to diagnose failures has been gradually acquiring a relevant role in the current industrial scenario. For this reason, this paper aims to evaluate a fault diagnosis methodology based on the state observer theory, considering simultaneous failures. In order to validate this methodology, a system of vibrating tables was built to perform experimental tests, which consist of inputting two failure modes in a mechanical structure: mass loss and stiffness loss. The system is, then, excited by a shaker, and its response is measured. Applying the measured signals (the input and output) in the mathematical system model, the state observer methodology was, thus, executed to estimate the observable system states. The estimated state corresponding to the measured state is compared to the measured signal, resulting in a fault metric that can be used for failures characterization.Department of Mechanical Engineering UNESP - Ilha Solteira, Av. Brasil Centro, 56Department of Mechanical Engineering UNESP - Ilha Solteira, Av. Brasil Centro, 56Universidade Estadual Paulista (UNESP)Araújo, Camilo Rocha [UNESP]de Melo, Gilberto Pechoto [UNESP]2022-04-29T08:31:17Z2022-04-29T08:31:17Z2021-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject553-560http://dx.doi.org/10.1007/978-3-030-75680-2_61Smart Innovation, Systems and Technologies, v. 233, p. 553-560.2190-30262190-3018http://hdl.handle.net/11449/22921610.1007/978-3-030-75680-2_612-s2.0-85111362815Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengSmart Innovation, Systems and Technologiesinfo:eu-repo/semantics/openAccess2022-04-29T08:31:17Zoai:repositorio.unesp.br:11449/229216Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462022-04-29T08:31:17Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Detection of Simultaneous Faults Using State Observer Methodology
title Detection of Simultaneous Faults Using State Observer Methodology
spellingShingle Detection of Simultaneous Faults Using State Observer Methodology
Araújo, Camilo Rocha [UNESP]
Simultaneous failures
State observer methodology
title_short Detection of Simultaneous Faults Using State Observer Methodology
title_full Detection of Simultaneous Faults Using State Observer Methodology
title_fullStr Detection of Simultaneous Faults Using State Observer Methodology
title_full_unstemmed Detection of Simultaneous Faults Using State Observer Methodology
title_sort Detection of Simultaneous Faults Using State Observer Methodology
author Araújo, Camilo Rocha [UNESP]
author_facet Araújo, Camilo Rocha [UNESP]
de Melo, Gilberto Pechoto [UNESP]
author_role author
author2 de Melo, Gilberto Pechoto [UNESP]
author2_role author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (UNESP)
dc.contributor.author.fl_str_mv Araújo, Camilo Rocha [UNESP]
de Melo, Gilberto Pechoto [UNESP]
dc.subject.por.fl_str_mv Simultaneous failures
State observer methodology
topic Simultaneous failures
State observer methodology
description Due to the big interest of industries in predictive maintenance, the development of techniques to diagnose failures has been gradually acquiring a relevant role in the current industrial scenario. For this reason, this paper aims to evaluate a fault diagnosis methodology based on the state observer theory, considering simultaneous failures. In order to validate this methodology, a system of vibrating tables was built to perform experimental tests, which consist of inputting two failure modes in a mechanical structure: mass loss and stiffness loss. The system is, then, excited by a shaker, and its response is measured. Applying the measured signals (the input and output) in the mathematical system model, the state observer methodology was, thus, executed to estimate the observable system states. The estimated state corresponding to the measured state is compared to the measured signal, resulting in a fault metric that can be used for failures characterization.
publishDate 2021
dc.date.none.fl_str_mv 2021-01-01
2022-04-29T08:31:17Z
2022-04-29T08:31:17Z
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 http://dx.doi.org/10.1007/978-3-030-75680-2_61
Smart Innovation, Systems and Technologies, v. 233, p. 553-560.
2190-3026
2190-3018
http://hdl.handle.net/11449/229216
10.1007/978-3-030-75680-2_61
2-s2.0-85111362815
url http://dx.doi.org/10.1007/978-3-030-75680-2_61
http://hdl.handle.net/11449/229216
identifier_str_mv Smart Innovation, Systems and Technologies, v. 233, p. 553-560.
2190-3026
2190-3018
10.1007/978-3-030-75680-2_61
2-s2.0-85111362815
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Smart Innovation, Systems and Technologies
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 553-560
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
_version_ 1799965633687846912