Differential Evolution and Deterministic Chaotic Series: A Detailed Study

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dc.contributor.authorSenkerik, Roman
dc.contributor.authorViktorin, Adam
dc.contributor.authorZelinka, Ivan
dc.contributor.authorPluhacek, Michal
dc.contributor.authorKadavy, Tomas
dc.contributor.authorKominkova Oplatkova, Zuzana
dc.contributor.authorBhateja, Vikrant
dc.contributor.authorSatapathy, Suresh Chandra
dc.coverage.issue2cs
dc.coverage.volume24cs
dc.date.accessioned2019-06-27T06:12:50Z
dc.date.available2019-06-27T06:12:50Z
dc.date.issued2018-12-21cs
dc.description.abstractThis research represents a detailed insight into the modern and popular hybridization of deterministic chaotic dynamics and evolutionary computation. It is aimed at the influence of chaotic sequences on the performance of four selected Differential Evolution (DE) variants. The variants of interest were: original DE/Rand/1/ and DE/Best/1/ mutation schemes, simple parameter adaptive jDE, and the recent state of the art version SHADE. Experiments are focused on the extensive investigation of the different randomization schemes for the selection of individuals in DE algorithm driven by the nine different two-dimensional discrete deterministic chaotic systems, as the chaotic pseudorandom number generators. The performances of DE variants and their chaotic/non-chaotic versions are recorded in the one-dimensional settings of 10D and 15 test functions from the CEC 2015 benchmark, further statistically analyzed.en
dc.formattextcs
dc.format.extent61–68cs
dc.format.mimetypeapplication/pdfen
dc.identifier.citationMendel. 2018 vol. 24, č. 2, s. 61–68. ISSN 1803-3814cs
dc.identifier.doi10.13164/mendel.2018.2.061en
dc.identifier.issn2571-3701
dc.identifier.issn1803-3814
dc.identifier.urihttp://hdl.handle.net/11012/179250
dc.language.isoencs
dc.publisherInstitute of Automation and Computer Science, Brno University of Technologycs
dc.relation.ispartofMendelcs
dc.relation.urihttps://mendel-journal.org/index.php/mendel/article/view/15cs
dc.rights.accessopenAccessen
dc.subjectDifferential Evolutionen
dc.subjectComplex dynamicsen
dc.subjectDeterministic chaosen
dc.subjectPopulation diversityen
dc.subjectChaotic mapen
dc.titleDifferential Evolution and Deterministic Chaotic Series: A Detailed Studyen
dc.type.driverarticleen
dc.type.statusPeer-revieweden
dc.type.versionpublishedVersionen
eprints.affiliatedInstitution.facultyFakulta strojního inženýrstvícs
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Vol. 24, No. 2