Comparisons of metaheuristic algorithms for unrelated parallel machine weighted earliness/tardiness scheduling problems

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dc.authoridArik, Oguzhan Ahmet/0000-0002-7088-2104
dc.contributor.authorArık, Oğuzhan Ahmet
dc.date.accessioned2025-02-24T17:18:34Z
dc.date.available2025-02-24T17:18:34Z
dc.date.issued2020
dc.departmentFakülteler, Mühendislik Fakültesi, Endüstri Mühendisliği Bölümü
dc.description.abstractThis paper investigates unrelated parallel machine scheduling problems where the objectives are to minimize total weighted sum of earliness/tardiness costs. Three different metaheuristic algorithms are compared with others to determine what kind (swarm intelligence based, evolutionary or single solution) of metaheuristics is effective to solve these problems. In this study, artificial bee colony (ABC), genetic algorithm and simulated annealing algorithm are chosen as swarm intelligence based algorithm, evolutionary algorithm and single solution algorithm. All proposed algorithms are created without modification in order to determine effectiveness of these metaheuristics. Experimental results show that ABC outperforms its opponents in view of solution quality as swarm intelligence based metaheuristic algorithm.
dc.identifier.doi10.1007/s12065-019-00305-7
dc.identifier.endpage425
dc.identifier.issn1864-5909
dc.identifier.issn1864-5917
dc.identifier.issue3
dc.identifier.scopus2-s2.0-85074535538
dc.identifier.scopusqualityQ1
dc.identifier.startpage415
dc.identifier.urihttps://doi.org/10.1007/s12065-019-00305-7
dc.identifier.urihttps://hdl.handle.net/20.500.14440/748
dc.identifier.volume13
dc.identifier.wosWOS:000490851900001
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthorArik, Oguzhan Ahmet
dc.language.isoen
dc.publisherSpringer Heidelberg
dc.relation.ispartofEvolutionary Intelligence
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WOS_20250201
dc.subjectArtificial bee colony
dc.subjectGenetic algorithm
dc.subjectSimulated annealing
dc.subjectEarliness
dc.subjecttardiness
dc.subjectParallel machine
dc.subjectScheduling
dc.titleComparisons of metaheuristic algorithms for unrelated parallel machine weighted earliness/tardiness scheduling problems
dc.typeArticle

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