Differential gradient evolution plus algorithm for constraint optimization problems: A hybrid approach

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dc.contributor.authorTabassum, Muhammad Farhan
dc.contributor.authorAkram, Sana
dc.contributor.authorHassan, Saadia
dc.contributor.authorKarim, Rabia
dc.contributor.authorNaik, Parvaiz Ahmad
dc.contributor.authorFarman, Muhammad
dc.contributor.authorYavuz, Mehmet
dc.date.accessioned2024-02-23T14:26:07Z
dc.date.available2024-02-23T14:26:07Z
dc.date.issued2021
dc.departmentNEÜen_US
dc.description.abstractOptimization for all disciplines is very important and applicable. Optimization has played a key role in practical engineering problems. A novel hybrid meta-heuristic optimization algorithm that is based on Differential Evolution (DE), Gradient Evolution (GE) and Jumping Technique named Differential Gradient Evolution Plus (DGE+) are presented in this paper. The proposed algorithm hybridizes the above-mentioned algorithms with the help of an improvised dynamic probability distribution, additionally provides a new shake off method to avoid premature convergence towards local minima. To evaluate the efficiency, robustness, and reliability of DGE+ it has been applied on seven benchmark constraint problems, the results of comparison revealed that the proposed algorithm can provide very compact, competitive and promising performance.en_US
dc.identifier.doi10.11121/ijocta.01.2021.001077
dc.identifier.endpage177en_US
dc.identifier.issn2146-0957
dc.identifier.issn2146-5703
dc.identifier.issue2en_US
dc.identifier.scopus2-s2.0-85123999822en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage158en_US
dc.identifier.urihttps://doi.org/10.11121/ijocta.01.2021.001077
dc.identifier.urihttps://hdl.handle.net/20.500.12452/14056
dc.identifier.volume11en_US
dc.identifier.wosWOS:000884973200005en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherRamazan Yamanen_US
dc.relation.ispartofInternational Journal Of Optimization And Control-Theories & Applications-Ijoctaen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectMeta-Heuristic Algorithmsen_US
dc.subjectHybridizationen_US
dc.subjectDifferential Evolutionen_US
dc.subjectGradient Evolutionen_US
dc.subjectConstraint Optimization Problemsen_US
dc.titleDifferential gradient evolution plus algorithm for constraint optimization problems: A hybrid approachen_US
dc.typeArticleen_US

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