Mean-Adaptive Real-Coding Genetic Algorithm and its Applications to Electromagnetic Optimization (Part One)

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dc.contributor.authorOtevrel, Viktor
dc.contributor.authorRaida, Zbynek
dc.coverage.issue3cs
dc.coverage.volume16cs
dc.date.accessioned2016-03-24T06:43:44Z
dc.date.available2016-03-24T06:43:44Z
dc.date.issued2007-09cs
dc.description.abstractIn the paper, a novel instance of the real-coding steady-state genetic algorithm, called the Mean-adaptive real-coding genetic algorithm, is put forward. In this instance, three novel implementations of evolution operators are incorporated. Those are a recombination and two mutation operators. All of the evolution operators are designed with the aim of possessing a big explorative power. Moreover, one of the mutation operators exhibits self-adaptive behavior and the other exhibits adaptive behavior, thereby allowing the algorithm to self-control its own mutability as the search advances. This algorithm also takes advantage of population-elitist selection, acting as a replacement policy, being adopted from evolution strategies. The purpose of this paper (i.e., the first part) is to provide theoretical foundations of a robust and advanced instance of the real-coding genetic algorithm having the big potential of being successfully applied to electromagnetic optimization.en
dc.formattextcs
dc.format.extent19-29cs
dc.format.mimetypeapplication/pdfen
dc.identifier.citationRadioengineering. 2007, vol. 16, č. 3, s. 19-29. ISSN 1210-2512cs
dc.identifier.issn1210-2512
dc.identifier.urihttp://hdl.handle.net/11012/57296
dc.language.isoencs
dc.publisherSpolečnost pro radioelektronické inženýrstvícs
dc.relation.ispartofRadioengineeringcs
dc.relation.urihttp://www.radioeng.cz/fulltexts/2007/07_03_019_029.pdfcs
dc.rightsCreative Commons Attribution 3.0 Unported Licenseen
dc.rights.accessopenAccessen
dc.rights.urihttp://creativecommons.org/licenses/by/3.0/en
dc.subjectReal-coding genetic optimizationen
dc.subjectMean-adaptive real-coding genetic algorithmen
dc.subjectmean-adaptive mutationen
dc.subjectGaussian mutation with adaptive step size controlen
dc.subjectuniform-wise crossoveren
dc.subjectpopulation-elitist selectionen
dc.titleMean-Adaptive Real-Coding Genetic Algorithm and its Applications to Electromagnetic Optimization (Part One)en
dc.type.driverarticleen
dc.type.statusPeer-revieweden
dc.type.versionpublishedVersionen
eprints.affiliatedInstitution.facultyFakulta eletrotechniky a komunikačních technologiícs
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