TBU Publications
Repository of TBU Publications

New adaptive approach for multi-chaotic differential evolution concept

DSpace Repository

Show simple item record

dc.title New adaptive approach for multi-chaotic differential evolution concept 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 Janoštík, Jakub
dc.relation.ispartof Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)
dc.relation.ispartof Hybrid Artificial Intelligent Systems, HAIS 2015
dc.identifier.issn 0302-9743 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 978-3-319-19643-5
dc.date.issued 2015
utb.relation.volume 9121
dc.citation.spage 234
dc.citation.epage 243
dc.event.title 10th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2015
dc.event.location Bilbao
utb.event.state-en Spain
utb.event.state-cs Španělsko
dc.event.sdate 2015-06-22
dc.event.edate 2015-06-24
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer-Verlag
dc.identifier.doi 10.1007/978-3-319-19644-2_20
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-319-19644-2_18
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 soft computing fields, which are the chaos theory and evolutionary computation. This paper aims on the investigations on the adaptive multi-chaos-driven evolutionary algorithm Differential Evolution (DE) concept. This paper is aimed at the embedding and adaptive alternating of set of two discrete dissipative chaotic systems in the form of chaotic pseudo random number generators for the DE. In this paper the novel adaptive 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 adaptive multi-chaotic concept with automatic switching without prior knowledge of the optimization problem and without any manual setting of the "switching point". Repeated simulations were performed on the IEEE CEC 13 benchmark set. Finally, the obtained results are compared with state of the art adaptive representative jDE. © Springer International Publishing Switzerland 2015. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1005241
utb.identifier.obdid 43874666
utb.identifier.scopus 2-s2.0-84932132554
utb.identifier.wok 000363689900020
utb.identifier.coden LNAIE
utb.source d-wok
dc.date.accessioned 2015-08-14T09:26:15Z
dc.date.available 2015-08-14T09:26:15Z
utb.contributor.internalauthor Šenkeřík, Roman
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Janoštík, Jakub
Find Full text

Files in this item

Show simple item record