Hybridization of adaptivity and chaotic dynamics for differential evolution

Šenkeřík, Roman; Pluháček, Michal; Davendra, Donald David; Zelinka, Ivan; Komínková Oplatková, Zuzana; Janoštík, Jakub

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.