Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos

Detalhes bibliográficos
Ano de defesa: 2018
Autor(a) principal: Bozz, Claudia Beatriz lattes
Orientador(a): Kunz, Guilherme de Oliveira lattes
Banca de defesa: Frigo, Jiam Pires lattes, Battistella, Sandro lattes, Reginatto, Romeu
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Estadual do Oeste do Paraná
Foz do Iguaçu
Programa de Pós-Graduação: Programa de Pós-Graduação em Engenharia Elétrica e Computação
Departamento: Centro de Engenharias e Ciências Exatas
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://tede.unioeste.br/handle/tede/4045
Resumo: Real time systems that have continuous behavior associated with discrete elements are called hybrid systems. Among them, in this master’s research, a hydraulic system has been chosen as an object of study in order to perform the reliability analysis of it through modeling and formal verification. Much as several models for the reliability analysis of complex systems have been proposed in the literature, most of them are not suitable to represent the system when its behavior needs to be expressed by means of continuous variables, like the case of hybrid systems. Generally, simulation and experimental testing are used to analyze systems, and they give only approximate results from a large amount of samples. To eliminate the limitations of these techniques, the formal verification is an effective alternative, since it is characterized by performing a sweep in all possible states of the system automatically, verifying the behavior as a whole. The UPPAAL STRATEGO toolkit for modelling by stochastic hybrid automata and model checking has been used in this work, both classic formal verification and statistical formal verification. A benckmark has been used as object of study. Initially, the system has been modelling and its behavior (physical and controlled) verified through simulation and formal verification (property specification and model checking). The reliability parameters obtained in the statistical analysis of the system failures have been compared with results of literature, presenting a dispersion less than 2.5%, so it can be verify that the methodology used and the models constructed were adequate to analyze the reliability of this system hybrid.In a second step of this work, the probability distribution of failure of the components have been modified, in order to become the system more reliable with real hydraulic systems, and estimate the optimum mean time between maintenance (MTBM) of this system. Thus, it’s possible to conclude that the methodology is adequate to perform the reliability analysis of the hydraulic system, being that model checking is effective to estimate the reliability parameters of the hydraulic system.
id UNIOESTE-1_3d1754e0c9d4a59546d7bec56ca962cd
oai_identifier_str oai:tede.unioeste.br:tede/4045
network_acronym_str UNIOESTE-1
network_name_str Biblioteca Digital de Teses e Dissertações do UNIOESTE
repository_id_str
spelling Kunz, Guilherme de Oliveirahttp://lattes.cnpq.br/8703018604279193Frigo, Jiam PiresBattistella, Sandrohttp://lattes.cnpq.br/5487197769616594Reginatto, Romeuhttp://lattes.cnpq.br/9166033914580991http://lattes.cnpq.br/9844523915249528Bozz, Claudia Beatriz2018-11-30T17:04:04Z2018-07-26BOZZ, Claudia Beatriz. Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos. 2018. 113 f. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.http://tede.unioeste.br/handle/tede/4045Real time systems that have continuous behavior associated with discrete elements are called hybrid systems. Among them, in this master’s research, a hydraulic system has been chosen as an object of study in order to perform the reliability analysis of it through modeling and formal verification. Much as several models for the reliability analysis of complex systems have been proposed in the literature, most of them are not suitable to represent the system when its behavior needs to be expressed by means of continuous variables, like the case of hybrid systems. Generally, simulation and experimental testing are used to analyze systems, and they give only approximate results from a large amount of samples. To eliminate the limitations of these techniques, the formal verification is an effective alternative, since it is characterized by performing a sweep in all possible states of the system automatically, verifying the behavior as a whole. The UPPAAL STRATEGO toolkit for modelling by stochastic hybrid automata and model checking has been used in this work, both classic formal verification and statistical formal verification. A benckmark has been used as object of study. Initially, the system has been modelling and its behavior (physical and controlled) verified through simulation and formal verification (property specification and model checking). The reliability parameters obtained in the statistical analysis of the system failures have been compared with results of literature, presenting a dispersion less than 2.5%, so it can be verify that the methodology used and the models constructed were adequate to analyze the reliability of this system hybrid.In a second step of this work, the probability distribution of failure of the components have been modified, in order to become the system more reliable with real hydraulic systems, and estimate the optimum mean time between maintenance (MTBM) of this system. Thus, it’s possible to conclude that the methodology is adequate to perform the reliability analysis of the hydraulic system, being that model checking is effective to estimate the reliability parameters of the hydraulic system.Sistemas de tempo real que possuem comportamento contínuo associado com elementos de características discretas são chamados de sistemas híbridos. Dentre estes, nesta pesquisa de mestrado, optou-se pelo emprego de um sistema hidráulico como objeto de estudo a fim de realizar a análise de confiabilidade do mesmo a partir de modelagem e verificação formal. Por mais que diversos modelos para a análise de confiabilidade de sistemas complexos tenham sido propostos na literatura, a maioria não são adequados para representar sistemas em que o comportamento é expresso em variáveis contínuas, como é o caso dos sistemas híbridos. De modo geral, para a análise de sistemas, a simulação e os testes experimentais são comumente utilizados, e geram apenas resultados aproximados a partir de uma grande quantidade de amostras. Para eliminar as limitações destas técnicas, a verificação formal é uma alternativa eficaz, visto que é caracterizada por realizar uma varredura em todos os estados possíveis do sistema de forma automática, verificando o comportamento como um todo do mesmo. Neste trabalho, foi utilizada a ferramenta computacional UPPAAL STRATEGO para a modelagem por autômatos estocásticos híbridos e verificação dos modelos, tanto verificação formal clássica como estatística. Um modelo padrão (benchmark) foi utilizado como objeto de estudo. Inicialmente o sistema foi modelado e seu comportamento (físico e controlado) verificado através da simulação e verificação formal (especificação de propriedades e verificação de modelos). Os parâmetros de confiabilidade obtidos na análise estatística de falha do sistema foram comparados com outros existentes na literatura, apresentado uma dispersão inferior a 2,5%, logo pôde se verificar que a metodologia empregada e os modelos construídos foram adequados para análise de confiabilidade deste sistema hibrido. Em uma segunda etapa do trabalho, foi modificada a distribuição de probabilidade de falha dos componentes, a fim de tornar o sistema mais fidedigno com sistemas hidráulicos reais, e estimar o tempo médio entre manutenções (MTBM – Mean Time Between Maintenance) ideal deste sistema. Portanto, conclui-se que a metodologia empregada foi adequada para realizar a análise de confiabilidade do sistema hidráulico, sendo efetivo levantar os parâmetros de confiabilidade através da verificação de modelos.Submitted by Wagner Junior (wagner.junior@unioeste.br) on 2018-11-30T17:04:04Z No. of bitstreams: 2 Claudia_Beatriz_Bozz_2018.pdf: 4791914 bytes, checksum: 0affba2e984ec7e6beefa83d0c3bdfeb (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Made available in DSpace on 2018-11-30T17:04:04Z (GMT). No. of bitstreams: 2 Claudia_Beatriz_Bozz_2018.pdf: 4791914 bytes, checksum: 0affba2e984ec7e6beefa83d0c3bdfeb (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Previous issue date: 2018-07-26application/pdfpor8774263440366006536500Universidade Estadual do Oeste do ParanáFoz do IguaçuPrograma de Pós-Graduação em Engenharia Elétrica e ComputaçãoUNIOESTEBrasilCentro de Engenharias e Ciências Exatashttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessAutômatos híbridosModel checkingVerificação formal estatísticaDisponibilidadeManutençãoHybrid automataModel CheckingStatistical formal verificationAvailabilityMaintenanceCIENCIAS EXATAS E DA TERRA::PROBABILIDADE E ESTATISTICAVerificação formal aplicada à análise de confiabilidade de sistemas hidráulicosFormal verification applied to reliability analysis of hydraulic systemsinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-1040084669565072649600600600-7734402124082146922-5836407828185143517reponame:Biblioteca Digital de Teses e Dissertações do UNIOESTEinstname:Universidade Estadual do Oeste do Paraná (UNIOESTE)instacron:UNIOESTEORIGINALClaudia_Beatriz_Bozz_2018.pdfClaudia_Beatriz_Bozz_2018.pdfapplication/pdf4791914http://tede.unioeste.br:8080/tede/bitstream/tede/4045/5/Claudia_Beatriz_Bozz_2018.pdf0affba2e984ec7e6beefa83d0c3bdfebMD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://tede.unioeste.br:8080/tede/bitstream/tede/4045/2/license_url4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-80http://tede.unioeste.br:8080/tede/bitstream/tede/4045/3/license_textd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-80http://tede.unioeste.br:8080/tede/bitstream/tede/4045/4/license_rdfd41d8cd98f00b204e9800998ecf8427eMD54LICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://tede.unioeste.br:8080/tede/bitstream/tede/4045/1/license.txtbd3efa91386c1718a7f26a329fdcb468MD51tede/40452018-11-30 16:19:08.721oai:tede.unioeste.br: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Biblioteca Digital de Teses e Dissertaçõeshttp://tede.unioeste.br/PUBhttp://tede.unioeste.br/oai/requestbiblioteca.repositorio@unioeste.bropendoar:2018-11-30T18:19:08Biblioteca Digital de Teses e Dissertações do UNIOESTE - Universidade Estadual do Oeste do Paraná (UNIOESTE)false
dc.title.por.fl_str_mv Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
dc.title.alternative.eng.fl_str_mv Formal verification applied to reliability analysis of hydraulic systems
title Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
spellingShingle Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
Bozz, Claudia Beatriz
Autômatos híbridos
Model checking
Verificação formal estatística
Disponibilidade
Manutenção
Hybrid automata
Model Checking
Statistical formal verification
Availability
Maintenance
CIENCIAS EXATAS E DA TERRA::PROBABILIDADE E ESTATISTICA
title_short Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
title_full Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
title_fullStr Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
title_full_unstemmed Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
title_sort Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos
author Bozz, Claudia Beatriz
author_facet Bozz, Claudia Beatriz
author_role author
dc.contributor.advisor1.fl_str_mv Kunz, Guilherme de Oliveira
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/8703018604279193
dc.contributor.referee1.fl_str_mv Frigo, Jiam Pires
dc.contributor.referee2.fl_str_mv Battistella, Sandro
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/5487197769616594
dc.contributor.referee3.fl_str_mv Reginatto, Romeu
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/9166033914580991
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/9844523915249528
dc.contributor.author.fl_str_mv Bozz, Claudia Beatriz
contributor_str_mv Kunz, Guilherme de Oliveira
Frigo, Jiam Pires
Battistella, Sandro
Reginatto, Romeu
dc.subject.por.fl_str_mv Autômatos híbridos
Model checking
Verificação formal estatística
Disponibilidade
Manutenção
topic Autômatos híbridos
Model checking
Verificação formal estatística
Disponibilidade
Manutenção
Hybrid automata
Model Checking
Statistical formal verification
Availability
Maintenance
CIENCIAS EXATAS E DA TERRA::PROBABILIDADE E ESTATISTICA
dc.subject.eng.fl_str_mv Hybrid automata
Model Checking
Statistical formal verification
Availability
Maintenance
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::PROBABILIDADE E ESTATISTICA
description Real time systems that have continuous behavior associated with discrete elements are called hybrid systems. Among them, in this master’s research, a hydraulic system has been chosen as an object of study in order to perform the reliability analysis of it through modeling and formal verification. Much as several models for the reliability analysis of complex systems have been proposed in the literature, most of them are not suitable to represent the system when its behavior needs to be expressed by means of continuous variables, like the case of hybrid systems. Generally, simulation and experimental testing are used to analyze systems, and they give only approximate results from a large amount of samples. To eliminate the limitations of these techniques, the formal verification is an effective alternative, since it is characterized by performing a sweep in all possible states of the system automatically, verifying the behavior as a whole. The UPPAAL STRATEGO toolkit for modelling by stochastic hybrid automata and model checking has been used in this work, both classic formal verification and statistical formal verification. A benckmark has been used as object of study. Initially, the system has been modelling and its behavior (physical and controlled) verified through simulation and formal verification (property specification and model checking). The reliability parameters obtained in the statistical analysis of the system failures have been compared with results of literature, presenting a dispersion less than 2.5%, so it can be verify that the methodology used and the models constructed were adequate to analyze the reliability of this system hybrid.In a second step of this work, the probability distribution of failure of the components have been modified, in order to become the system more reliable with real hydraulic systems, and estimate the optimum mean time between maintenance (MTBM) of this system. Thus, it’s possible to conclude that the methodology is adequate to perform the reliability analysis of the hydraulic system, being that model checking is effective to estimate the reliability parameters of the hydraulic system.
publishDate 2018
dc.date.accessioned.fl_str_mv 2018-11-30T17:04:04Z
dc.date.issued.fl_str_mv 2018-07-26
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv BOZZ, Claudia Beatriz. Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos. 2018. 113 f. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.
dc.identifier.uri.fl_str_mv http://tede.unioeste.br/handle/tede/4045
identifier_str_mv BOZZ, Claudia Beatriz. Verificação formal aplicada à análise de confiabilidade de sistemas hidráulicos. 2018. 113 f. Dissertação (Mestrado em Engenharia Elétrica e Computação) - Universidade Estadual do Oeste do Paraná, Foz do Iguaçu, 2018.
url http://tede.unioeste.br/handle/tede/4045
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv -1040084669565072649
dc.relation.confidence.fl_str_mv 600
600
600
dc.relation.department.fl_str_mv -7734402124082146922
dc.relation.cnpq.fl_str_mv -5836407828185143517
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Estadual do Oeste do Paraná
Foz do Iguaçu
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia Elétrica e Computação
dc.publisher.initials.fl_str_mv UNIOESTE
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Centro de Engenharias e Ciências Exatas
publisher.none.fl_str_mv Universidade Estadual do Oeste do Paraná
Foz do Iguaçu
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações do UNIOESTE
instname:Universidade Estadual do Oeste do Paraná (UNIOESTE)
instacron:UNIOESTE
instname_str Universidade Estadual do Oeste do Paraná (UNIOESTE)
instacron_str UNIOESTE
institution UNIOESTE
reponame_str Biblioteca Digital de Teses e Dissertações do UNIOESTE
collection Biblioteca Digital de Teses e Dissertações do UNIOESTE
bitstream.url.fl_str_mv http://tede.unioeste.br:8080/tede/bitstream/tede/4045/5/Claudia_Beatriz_Bozz_2018.pdf
http://tede.unioeste.br:8080/tede/bitstream/tede/4045/2/license_url
http://tede.unioeste.br:8080/tede/bitstream/tede/4045/3/license_text
http://tede.unioeste.br:8080/tede/bitstream/tede/4045/4/license_rdf
http://tede.unioeste.br:8080/tede/bitstream/tede/4045/1/license.txt
bitstream.checksum.fl_str_mv 0affba2e984ec7e6beefa83d0c3bdfeb
4afdbb8c545fd630ea7db775da747b2f
d41d8cd98f00b204e9800998ecf8427e
d41d8cd98f00b204e9800998ecf8427e
bd3efa91386c1718a7f26a329fdcb468
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações do UNIOESTE - Universidade Estadual do Oeste do Paraná (UNIOESTE)
repository.mail.fl_str_mv biblioteca.repositorio@unioeste.br
_version_ 1801124674794422272