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Genetic algorithm parameter optimisation using Taguchi method for a flexible manufacturing system scheduling problem

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dc.contributor.authors Candan, G; Yazgan, HR;
dc.date.accessioned 2020-02-25T11:40:45Z
dc.date.available 2020-02-25T11:40:45Z
dc.date.issued 2015
dc.identifier.citation Candan, G; Yazgan, HR; (2015). Genetic algorithm parameter optimisation using Taguchi method for a flexible manufacturing system scheduling problem. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 53, 915-897
dc.identifier.issn 0020-7543
dc.identifier.uri https://doi.org/10.1080/00207543.2014.939244
dc.identifier.uri https://hdl.handle.net/20.500.12619/48146
dc.description.abstract The flexible manufacturing system (FMS) scheduling problem is one of the most difficult NP-hard combinatorial optimisation problems. The exact solution of an FMS scheduling problem cannot be found within a reasonable amount of time, even for small size problems. Therefore, a metaheuristic algorithm is required to solve such a problem. The objective of this study is to develop a genetic algorithm (GA) approach to minimise makespan of the scheduling problem. A Taguchi orthogonal array is proposed instead of a full factorial experimental design for determining the parameters of the GA. The effects of the GA parameters on the minimum makespan values are determined and an analysis of variance is performed to investigate significance factors on the results.
dc.language English
dc.publisher TAYLOR & FRANCIS LTD
dc.subject Operations Research & Management Science
dc.title Genetic algorithm parameter optimisation using Taguchi method for a flexible manufacturing system scheduling problem
dc.type Article
dc.identifier.volume 53
dc.identifier.startpage 897
dc.identifier.endpage 915
dc.contributor.department Sakarya Üniversitesi/Siyasal Bilgiler Fakültesi/Ekonometri Bölümü
dc.contributor.saüauthor Candan, Gökçe
dc.contributor.saüauthor Yazğan, Harun Reşit
dc.relation.journal INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH
dc.identifier.wos WOS:000345372500012
dc.identifier.doi 10.1080/00207543.2014.939244
dc.identifier.eissn 1366-588X
dc.contributor.author Candan, Gökçe
dc.contributor.author Yazğan, Harun Reşit


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