Artificial algae algorithm with multi-light source for numerical optimization and applications

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dc.contributor.authorUymaz, Sait Ali
dc.contributor.authorTezel, Gulay
dc.contributor.authorYel, Esra
dc.date.accessioned2020-03-26T19:00:57Z
dc.date.available2020-03-26T19:00:57Z
dc.date.issued2015
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractArtificial algae algorithm (AAA), which is one of the recently developed bio-inspired optimization algorithms, has been introduced by inspiration from living behaviors of microalgae. In AAA, the modification of the algal colonies, i.e. exploration and exploitation is provided with a helical movement. In this study, AAA was modified by implementing multi-light source movement and artificial algae algorithm with multi-light source (AAA(ML)) version was established. In this new version, we propose the selection of a different light source for each dimension that is modified with the helical movement for stronger balance between exploration and exploitation. These light sources have been selected by tournament method and each light source are different from each other. This gives different solutions in the search space. The best of these three light sources provides orientation to the better region of search space. Furthermore, the diversity in the source space is obtained with the worst light source. In addition, the other light source improves the balance. To indicate the performance of AAA with new proposed operators (AAA(ML)) experiments were performed on two different sets. Firstly, the performance of AAA and AAA(ML) was evaluated on the IEEE-CEC'13 benchmark set. The second set was real-world optimization problems used in the IEEE-CEC'11. To verify the effectiveness and efficiency of the proposed algorithm, the results were compared with other state-of-the-art hybrid and modified algorithms. Experimental results showed that the multi-light source movement (MLS) increases the success of the AAA. (C) 2015 Elsevier Ireland Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.biosystems.2015.11.004en_US
dc.identifier.endpage38en_US
dc.identifier.issn0303-2647en_US
dc.identifier.issn1872-8324en_US
dc.identifier.pmid26562030en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage25en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.biosystems.2015.11.004
dc.identifier.urihttps://hdl.handle.net/20.500.12395/31864
dc.identifier.volume138en_US
dc.identifier.wosWOS:000366962500004en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.indekslendigikaynakPubMeden_US
dc.language.isoenen_US
dc.publisherELSEVIER SCI LTDen_US
dc.relation.ispartofBIOSYSTEMSen_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.subjectMulti-light source movementen_US
dc.subjectNumerical optimizationen_US
dc.subjectReal-world optimization problemsen_US
dc.titleArtificial algae algorithm with multi-light source for numerical optimization and applicationsen_US
dc.typeArticleen_US

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