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Hybridization of adaptivity and chaotic dynamics for differential evolution

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dc.title Hybridization of adaptivity and chaotic dynamics for differential evolution en
dc.contributor.author Šenkeřík, Roman
dc.contributor.author Pluháček, Michal
dc.contributor.author Davendra, Donald David
dc.contributor.author Zelinka, Ivan
dc.contributor.author Komínková Oplatková, Zuzana
dc.contributor.author Janoštík, Jakub
dc.relation.ispartof Advances in Intelligent Systems and Computing
dc.relation.ispartof Mendel 2015: Recent Advances in Soft Computing
dc.identifier.issn 2194-5357 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 978-331919823-1
dc.identifier.isbn 978-3-319-19824-8
dc.date.issued 2015
utb.relation.volume 378
dc.citation.spage 149
dc.citation.epage 158
dc.event.title 21st International Conference on Soft Computing, Mendel 2015
dc.event.location Brno
utb.event.state-en Czech Republic
utb.event.state-cs Česká republika
dc.event.sdate 2015-06-23
dc.event.edate 2015-06-25
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer Verlag
dc.identifier.doi 10.1007/978-3-319-19824-8_12
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-319-19824-8_12
dc.subject Deterministic chaos en
dc.subject Differential evolution en
dc.subject JDE en
dc.description.abstract This research deals with the hybridization of the two modern approaches for evolutionary algorithms, which are the adaptivity and complex chaotic dynamics. This paper aims on the investigations on the chaos-driven adaptive Differential Evolution (DE) concept. This paper is aimed at the embedding of discrete dissipative chaotic systems in the form of chaotic pseudo random number generators for the state of the art adaptive representative jDE. Repeated simulations for two different driving chaotic systems were performed on the IEEE CEC 13 benchmark set. Finally, the obtained results are compared with the canonical not-chaotic jDE. © Springer International Publishing Switzerland 2015. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1005771
utb.identifier.obdid 43874667
utb.identifier.scopus 2-s2.0-84946762004
utb.identifier.wok 000364847700012
utb.source d-scopus
dc.date.accessioned 2016-01-15T10:59:50Z
dc.date.available 2016-01-15T10:59:50Z
utb.contributor.internalauthor Šenkeřík, Roman
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Komínková Oplatková, Zuzana
utb.contributor.internalauthor Janoštík, Jakub
utb.fulltext.affiliation Roman Senkerik, Michal Pluhacek, Donald Davendra, Ivan Zelinka, Zuzana Kominkova Oplatkova and Jakub Janostik R. Senkerik (✉) ⋅ M. Pluhacek ⋅ Z.K. Oplatkova ⋅ J. Janostik Tomas Bata University in Zlin Faculty of Applied Informatics, Nam T.G. Masaryka 5555, 760 01 Zlin, Czech Republic e-mail: senkerik@fai.utb.cz M. Pluhacek e-mail: pluhacek@fai.utb.cz D. Davendra ⋅ I. Zelinka Technical University of Ostrava, Faculty of Electrical Engineering and Computer, Science, 17. Listopadu 15, 708 33 Ostrava-Poruba, Czech Republic e-mail: donald.davendra@vsb.cz I. Zelinka e-mail: ivan.zelinka@vsb.cz
utb.fulltext.dates -
utb.fulltext.sponsorship This work was supported by Grant Agency of the Czech Republic - GACR P103/15/06700S, further by financial support of research project NPU I No. MSMT-7778/2014 by the Ministry of Education of the Czech Republic and also by the European Regional Development Fund under the Project CEBIA-Tech No. CZ.1.05/2.1.00/03.0089, partially supported by Grant of SGS No. SP2015/142 and SP2015/141 of VSB - Technical University of Ostrava, Czech Republic and by Internal Grant Agency of Tomas Bata University under the projects No. IGA/FAI/2015/057 and IGA/FAI/2015/061.
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