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On the tuning of complex dynamics embedded into differential evolution

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dc.title On the tuning of complex dynamics embedded into differential evolution en
dc.contributor.author Šenkeřík, Roman
dc.contributor.author Pluháček, Michal
dc.contributor.author Zelinka, Ivan
dc.contributor.author Davendra, Donald David
dc.contributor.author Komínková Oplatková, Zuzana
dc.contributor.author Jašek, Roman
dc.relation.ispartof Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)
dc.identifier.issn 0302-9743 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 978-3-319-19323-6
dc.date.issued 2015
utb.relation.volume 9119
dc.citation.spage 389
dc.citation.epage 399
dc.event.title 14th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2015
dc.event.location Zakopane
utb.event.state-en Poland
utb.event.state-cs Polsko
dc.event.sdate 2015-06-14
dc.event.edate 2015-06-18
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer-Verlag
dc.identifier.doi 10.1007/978-3-319-19324-3-36
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-319-19324-3_36
dc.subject Complex dynamics en
dc.subject Deterministic chaos en
dc.subject Differential evolution en
dc.subject Dissipative system en
dc.description.abstract This research deals with the hybridization of the two soft-computing fields, which are chaos theory and evolutionary computation. This paper aims on the experimental investigations on the chaos-driven evolutionary algorithm Differential Evolution (DE) concept. This research represents the continuation of the satisfactory results obtained by means of chaos embedded (driven) DE, which utilizes the chaotic dynamics in the place of pseudorandom number generators This work is aimed at the tuning of the complex chaotic dynamics directly injected into the DE. To be more precise, this research investigates the influence of different parameter settings for discrete chaotic systems to the performance of DE. Repeated simulations were performed on the IEEE CEC 13 benchmark functions set in dimension of 30. Finally, the obtained results are compared with canonical DE and jDE. © Springer International Publishing Switzerland 2015. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1005243
utb.identifier.obdid 43874675
utb.identifier.scopus 2-s2.0-84958536616
utb.identifier.wok 000364537800036
utb.identifier.coden LNAIE
utb.source d-scopus
dc.date.accessioned 2015-08-14T09:26:16Z
dc.date.available 2015-08-14T09:26:16Z
dc.description.sponsorship MSMT-7778/2014, NPU, Northwestern Polytechnical University
utb.contributor.internalauthor Šenkeřík, Roman
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Komínková Oplatková, Zuzana
utb.contributor.internalauthor Jašek, Roman
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