Inverse analysis method using MPP-based dimension reduction for reliability-based design optimization of nonlinear and multi-dimensional systems

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dc.contributor.authorLee, Ikjinko
dc.contributor.authorChoi, K. K.ko
dc.contributor.authorDu, Liuko
dc.contributor.authorGorsich, Davidko
dc.date.accessioned2013-08-22T02:35:12Z-
dc.date.available2013-08-22T02:35:12Z-
dc.date.created2013-08-19-
dc.date.created2013-08-19-
dc.date.issued2008-11-
dc.identifier.citationCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, v.198, no.1, pp.14 - 27-
dc.identifier.issn0045-7825-
dc.identifier.urihttp://hdl.handle.net/10203/175648-
dc.description.abstractThere are two commonly used analytical reliability analysis methods: linear approximation - first-order reliability method (FORM), and quadratic approximation - second-order reliability method (SORM), of the performance function. The reliability analysis using FORM could be acceptable in accuracy for mildly nonlinear performance functions, whereas the reliability analysis using SORM may be necessary for accuracy of nonlinear and multi-dimensional performance functions. Even though the reliability analysis using SORM may be accurate, it is not as much used for probability of failure calculation since SORM requires the second-order sensitivities. Moreover. the SORM-based inverse reliability analysis is rather difficult to develop. This paper proposes an inverse reliability analysis method that can be used to obtain accurate probability of failure calculation without requiring the second-order sensitivities for reliability-based design optimization (RBDO) of nonlinear and multi-dimensional systems. For the inverse reliability analysis, the most probable point (MPP)-based dimension reduction method (DRM) is developed. Since the FORM-based reliability index (beta) is inaccurate for the MPP search of the nonlinear performance function, a three-step Computational procedure is proposed to improve accuracy of the inverse reliability analysis: probability of failure calculation using constraint shift, reliability index update, and MPP update. Using the three steps, a new DRM-based MPP is obtained, which estimates the probability of failure of the performance function more accurately than FORM and more efficiently than SORM. The DRM-based MPP is then used for the next design iteration of REDO to obtain an accurate optimum design even for nonlinear and/or multi-dimensional system. Since the DRM-based RBDO requires more function evaluations, the enriched performance measure approach (PMA+) with new tolerances for constraint activeness and reduced rotation matrix is used to reduce the number of function evaluations. (C) 2008 Elsevier B.V. All rights reserved.-
dc.languageEnglish-
dc.publisherELSEVIER SCIENCE SA-
dc.subjectSTOCHASTIC MECHANICS-
dc.subjectINTEGRATION-
dc.titleInverse analysis method using MPP-based dimension reduction for reliability-based design optimization of nonlinear and multi-dimensional systems-
dc.typeArticle-
dc.identifier.wosid000261249700003-
dc.identifier.scopusid2-s2.0-54849408991-
dc.type.rimsART-
dc.citation.volume198-
dc.citation.issue1-
dc.citation.beginningpage14-
dc.citation.endingpage27-
dc.citation.publicationnameCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING-
dc.identifier.doi10.1016/j.cma.2008.03.004-
dc.contributor.localauthorLee, Ikjin-
dc.contributor.nonIdAuthorChoi, K. K.-
dc.contributor.nonIdAuthorDu, Liu-
dc.contributor.nonIdAuthorGorsich, David-
dc.type.journalArticleArticle-
dc.subject.keywordAuthorDimension reduction method (DRM)-
dc.subject.keywordAuthorInverse reliability analysis-
dc.subject.keywordAuthorFirst-order reliability method (FORM)-
dc.subject.keywordAuthorSecond-order reliability method (SORM)-
dc.subject.keywordAuthorMost probable point (MPP) update-
dc.subject.keywordAuthorReliability-based design optimization (RBDO)-
dc.subject.keywordPlusSTOCHASTIC MECHANICS-
dc.subject.keywordPlusINTEGRATION-
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