Facility layout using weighted association rule-based data mining algorithms: Evaluation with simulation

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dc.authorid43661044500
dc.authorid7005231608
dc.contributor.authorAltuntas S.
dc.contributor.authorSelim H.
dc.date.accessioned20.04.201910:49:12
dc.date.accessioned2019-04-20T21:44:40Z
dc.date.available20.04.201910:49:12
dc.date.available2019-04-20T21:44:40Z
dc.date.issued2012
dc.departmentBayburt Üniversitesien_US
dc.description.abstractFacility layout has considerable effects on the operational productivity and efficiency of a facility because of its direct effect on material handling costs. The objective of this study is to propose new weighted association rule-based data mining approaches for facility layout problem. Classic association rule-based approaches assume that each item has the same level of significance. On the other hand, in weighted association rule-based approaches, each item is assigned a weight according to its significance with respect to some user defined criteria. In this study, different weighted association rule-based data mining approaches, namely MINWAL(O), MINWAL(W), WARM and BWARM, are applied to facility layout problem. To confirm the viability of the proposed approaches, two case studies are presented. The approaches are compared in terms of general performance criteria for the facility layout problems using simulation. This is the first study that applies weighted association rule-based data mining approaches to facility layout problem. To address the needs in practice, "demand", "part handling factor" and "efficiency of material handling equipment" are used as the weighting criteria. Then, this study differs from the previous works in that it considers the three key location factors together. © 2011 Elsevier Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.eswa.2011.06.045
dc.identifier.endpage13
dc.identifier.issn0957-4174
dc.identifier.issue1
dc.identifier.scopus2-s2.0-81855170041en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage3
dc.identifier.urihttps://dx.doi.org/10.1016/j.eswa.2011.06.045
dc.identifier.urihttps://hdl.handle.net/20.500.12403/910
dc.identifier.volume39
dc.identifier.wosWOS:000296214900002en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.relation.ispartofExpert Systems with Applicationsen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectData mining
dc.subjectFacility layout
dc.subjectSimulation
dc.subjectWeighted association rule
dc.subjectData mining algorithm
dc.subjectFacility layout
dc.subjectFacility layout problems
dc.subjectKey location
dc.subjectMaterial handling costs
dc.subjectMaterial handling equipments
dc.subjectPerformance criterion
dc.subjectRule based
dc.subjectRule-based approach
dc.subjectSimulation
dc.subjectWeighted association rules
dc.subjectAssociation rules
dc.subjectMaterials handling
dc.subjectPlant layout
dc.subjectData mining
dc.subjectData mining
dc.subjectFacility layout
dc.subjectSimulation
dc.subjectWeighted association rule
dc.subjectData mining algorithm
dc.subjectFacility layout
dc.subjectFacility layout problems
dc.subjectKey location
dc.subjectMaterial handling costs
dc.subjectMaterial handling equipments
dc.subjectPerformance criterion
dc.subjectRule based
dc.subjectRule-based approach
dc.subjectSimulation
dc.subjectWeighted association rules
dc.subjectAssociation rules
dc.subjectMaterials handling
dc.subjectPlant layout
dc.subjectData mining
dc.titleFacility layout using weighted association rule-based data mining algorithms: Evaluation with simulationen_US
dc.typeArticleen_US

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