An artificial algae algorithm with stigmergic behavior for binary optimization

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dc.contributor.authorKorkmaz, Sedat
dc.contributor.authorKiran, Mustafa Servet
dc.date.accessioned2020-03-26T19:52:50Z
dc.date.available2020-03-26T19:52:50Z
dc.date.issued2018
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractIn this study, we focus on modification of the artificial algae algorithm (AAA), proposed for solving continuous optimization problems, for binary optimization problems by using exclusive-or (xor) logic operator and stigmergic behavior. In the algorithm, there are four processes sequentially realized for solving continuous problems. In the binary version of the algorithm, three of them are adapted in order to overcome the structure of binary optimization problems. In the initialization, the colonies of AAA are set to either zero or one with equal probability. Secondly, helical movement phase is used for obtaining candidate solutions and in this phase, the xor operator and stigmergic behavior are utilized for obtaining binary candidate solutions. The last modified phase is adaptation, and randomly selected binary values in the most starved solution are likened to biggest colony obtained so far. The proposed algorithm is applied to solve well-known uncapacitated facility location problems and numeric benchmark problems. Obtained results are compared with state-of-art algorithms in swarm intelligence and evolutionary computation field. Experimental results show that the proposed algorithm is superior to other techniques in terms of solution quality, convergence characteristics and robustness. (C) 2018 Elsevier B.V. All rights reserved.en_US
dc.identifier.doi10.1016/j.asoc.2018.01.001en_US
dc.identifier.endpage640en_US
dc.identifier.issn1568-4946en_US
dc.identifier.issn1872-9681en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage627en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.asoc.2018.01.001
dc.identifier.urihttps://hdl.handle.net/20.500.12395/36310
dc.identifier.volume64en_US
dc.identifier.wosWOS:000426011800044en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherELSEVIERen_US
dc.relation.ispartofAPPLIED SOFT COMPUTINGen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectArtificial algae algorithmen_US
dc.subjectBinary optimizationen_US
dc.subjectStigmergyen_US
dc.subjectBenchmark problemen_US
dc.titleAn artificial algae algorithm with stigmergic behavior for binary optimizationen_US
dc.typeArticleen_US

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