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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 |