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Chaos driven particle swarm optimization with basic particle performance evaluation – An initial study

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dc.title Chaos driven particle swarm optimization with basic particle performance evaluation – An initial study en
dc.contributor.author Pluháček, Michal
dc.contributor.author Šenkeřík, Roman
dc.contributor.author Zelinka, Ivan
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 9783662452363
dc.date.issued 2014
utb.relation.volume 8838
dc.citation.spage 445
dc.citation.epage 454
dc.event.title 13th IFIP TC8 International Conference on Computer Information Systems and Industrial Management, CISIM 2014
dc.event.location Ho Chi Minh City
utb.event.state-en Vietnam
utb.event.state-cs Vietnam
dc.event.sdate 2014-11-05
dc.event.edate 2014-11-07
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer Verlag
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-662-45237-0_41
dc.description.abstract In this paper, the novel concept of particle performance evaluation is introduced into the chaos driven particle swarm optimization algorithm (PSO). The discrete chaotic dissipative standard map is used here as a chaotic pseudorandom number generator (CPRNG). In the novel proposed particle performance evaluation method the contribution of each particle to the process of obtaining the global best solution is investigated periodically. As a reaction to the possible poor performance of a particular particle, its velocity calculation is thereafter altered. Through utilization of this approach the convergence speed and overall performance of PSO algorithm driven by CPRNG based on Dissipative map is improved. The proposed method is tested on the CEC13 benchmark set with two different dimension settings. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1003957
utb.identifier.obdid 43871964
utb.identifier.scopus 2-s2.0-84910604589
utb.identifier.wok 000346243400041
utb.source d-scopus
dc.date.accessioned 2015-01-13T09:25:57Z
dc.date.available 2015-01-13T09:25:57Z
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Šenkeřík, Roman
utb.contributor.internalauthor Zelinka, Ivan
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