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Multiple choice strategy for PSO algorithm enhanced with dimensional mutation

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dc.title Multiple choice strategy for PSO algorithm enhanced with dimensional mutation en
dc.contributor.author Pluháček, Michal
dc.contributor.author Šenkeřík, Roman
dc.contributor.author Zelinka, Ivan
dc.contributor.author Davendra, Donald David
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 370
dc.citation.epage 378
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 10.1007/978-3-319-19324-3-34
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-319-19324-3_34
dc.subject MC-PSO en
dc.subject Optimization en
dc.subject PSO en
dc.subject Swarm intelligence en
dc.description.abstract In this study the promising Multiple-choice strategy for PSO (MC-PSO) is enhanced with the blind search based single dimensional mutation. The MC-PSO utilizes principles of heterogeneous swarms with random behavior selection. The performance previously tested on both large-scale and fast optimization is significantly improved by this approach. The newly proposed algorithm is more robust and resilient to premature convergence than both original PSO and MC-PSO. The performance is tested on four typical benchmark functions with variety of dimension settings. © Springer International Publishing Switzerland 2015. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1005242
utb.identifier.obdid 43874044
utb.identifier.scopus 2-s2.0-84958534569
utb.identifier.wok 000364537800034
utb.identifier.coden LNAIE
utb.source d-scopus
dc.date.accessioned 2015-08-14T09:26:15Z
dc.date.available 2015-08-14T09:26:15Z
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Šenkeřík, Roman
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