An efficient simulation-based search method for reliability-based robust design optimization of mechanical components

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dc.authorid0000-0003-2669-5157en_US
dc.contributor.authorMayda, Murat
dc.date.accessioned2019-12-06T21:16:07Z
dc.date.available2019-12-06T21:16:07Z
dc.date.issued2017
dc.departmentKMÜ, Mühendislik Fakültesi, Makine Mühendisliği Bölümüen_US
dc.descriptionWOS:000415017200011en_US
dc.description.abstractReliability-based robust design optimization (RBRDO) aims to minimize the variation in the system, and ensure the levels of failure probability of the system. Despite significant improvements on RBRDO, several challenges have been emerging. First, the existing implementations of RBRDO are complex to apply them to design problems. Second, an efficient method of optimum search is needed to enhance the RBRDO process. To address these issues, in this work, a simulation-based search method for RBRDO is proposed by utilizing Monte-Carlo Simulation and Artificial Neural Network. Specifically, to accurately select an optimum searching direction and step lengths, a search vector based on correlation coefficients between design variables and responses is put forward. This proposed method is applied to the design of a car handle to show its effectiveness and efficacy. Results demonstrates that this method enables to efficiently and effectively find reliable and robust designs under uncertainty compared to the deterministic case.en_US
dc.identifier.citationMayda, M. (2017). An efficient simulation-based search method for reliability-based robust design optimization of mechanical components. Mechanics, 23, 5.
dc.identifier.doi10.5755/j01.mech.23.5.15745
dc.identifier.endpage702en_US
dc.identifier.issn1392-1207
dc.identifier.issue5en_US
dc.identifier.scopus2-s2.0-85032440356
dc.identifier.scopusqualityQ4
dc.identifier.startpage696en_US
dc.identifier.urihttps://dx.doi.org/10.5755/j01.mech.23.5.15745
dc.identifier.urihttps://hdl.handle.net/11492/2821
dc.identifier.volume23en_US
dc.identifier.wosWOS:000415017200011
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Sceince
dc.indekslendigikaynakScopus
dc.institutionauthorMayda, Murat
dc.language.isoen
dc.publisherKaunas Univ Technolen_US
dc.relation.journalMechanikaen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectMonte Carlo Methoden_US
dc.subjectReliabilityen_US
dc.subjectRobust Design Optimizationen_US
dc.subjectSearch Methoden_US
dc.titleAn efficient simulation-based search method for reliability-based robust design optimization of mechanical componentsen_US
dc.typeArticle

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