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Performance testing of multi-chaotic differential evolution concept on shifted benchmark functions

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dc.title Performance testing of multi-chaotic differential evolution concept on shifted benchmark functions 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.relation.ispartof Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
dc.identifier.issn 0302-9743 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 9783319076164
dc.date.issued 2014
utb.relation.volume 8480 LNAI
dc.citation.spage 306
dc.citation.epage 317
dc.event.title 9th International Conference on Hybrid Artificial Intelligence Systems, HAIS 2014
dc.event.location Salamanca
utb.event.state-en Spain
utb.event.state-cs Španělsko
dc.event.sdate 2014-06-11
dc.event.edate 2014-06-13
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer Verlag
dc.identifier.doi 10.1007/978-3-319-07617-1_28
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-319-07617-1_28
dc.subject Deterministic chaos en
dc.subject Differential Evolution en
dc.subject Dissipative systems en
dc.subject Optimization en
dc.description.abstract This research deals with the hybridization of the two softcomputing fields, which are chaos theory and evolutionary computation. This paper aims on the investigations on the multi-chaos-driven evolutionary algorithm Differential Evolution (DE) concept. This paper is aimed at the embedding and alternating of set of two discrete dissipative chaotic systems in the form of chaos pseudo random number generators for the DE. In this paper the novel initial concept of DE/rand/1/bin strategy driven alternately by two chaotic maps (systems) is introduced. From the previous research, it follows that very promising results were obtained through the utilization of different chaotic maps, which have unique properties with connection to DE. The idea is then to connect these two different influences to the performance of DE into the one multi-chaotic concept. Repeated simulations were performed on the selected set of shifted benchmark functions in higher dimensions. Finally, the obtained results are compared with canonical DE. © 2014 Springer International Publishing. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1004628
utb.identifier.obdid 43871939
utb.identifier.scopus 2-s2.0-84902456012
utb.identifier.wok 000342836300028
utb.source d-scopus
dc.date.accessioned 2015-06-04T12:54:34Z
dc.date.available 2015-06-04T12:54:34Z
utb.contributor.internalauthor Šenkeřík, Roman
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Davendra, Donald David
utb.contributor.internalauthor Zelinka, Ivan
utb.contributor.internalauthor Komínková Oplatková, Zuzana
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