A Modified Moth Swarm Algorithm Based on an Arithmetic Crossover for Constrained Optimization and Optimal Power Flow Problems

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dc.contributor.authorDuman, Serhat
dc.date.accessioned2020-04-30T22:38:41Z
dc.date.available2020-04-30T22:38:41Z
dc.date.issued2018
dc.departmentDÜ, Teknoloji Fakültesi, Elektrik-Elektronik Mühendisliği Bölümüen_US
dc.descriptionDuman, Serhat/0000-0002-1091-125Xen_US
dc.descriptionWOS: 000444517100001en_US
dc.description.abstractThe moth swarm algorithm (MSA) is a new meta-heuristic optimization technique inspired by the navigational style of moths in nature. This paper represents a novel modified MSA with an arithmetic crossover (MSA-AC) with the aim of improving the search for a global optimum, the convergence speed to an optimal solution, and the performance of the traditional MSA. The proposed MSA-AC method was applied in 23 standard benchmark test functions and used in six CEC 2005 composite benchmark test functions. Furthermore, in order to verify the success of the optimal solution, the MSA-AC approach was used to solve the optimal power flow problem in the two-terminal high-voltage direct current systems of the modified New England 39-bus and the modified WSCC 9-bus test systems. The numerical results obtained from the MSA-AC were compared with both the traditional MSA method and with various optimization algorithms presented in the literature. The outcomes obtained from the comparative results indicate the potential of the proposed approach in finding the global optimum and the convergence to an optimal solution.en_US
dc.identifier.doi10.1109/ACCESS.2018.2849599en_US
dc.identifier.endpage45416en_US
dc.identifier.issn2169-3536
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage45394en_US
dc.identifier.urihttps://doi.org/10.1109/ACCESS.2018.2849599
dc.identifier.urihttps://hdl.handle.net/20.500.12684/2375
dc.identifier.volume6en_US
dc.identifier.wosWOS:000444517100001en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherIeee-Inst Electrical Electronics Engineers Incen_US
dc.relation.ispartofIeee Accessen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectMoth swarm algorithmen_US
dc.subjectarithmetic crossoveren_US
dc.subjectbenchmark test functionsen_US
dc.subjectoptimal power flowen_US
dc.subjectHVDCen_US
dc.titleA Modified Moth Swarm Algorithm Based on an Arithmetic Crossover for Constrained Optimization and Optimal Power Flow Problemsen_US
dc.typeArticleen_US

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