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dc.title | Multiple choice strategy with dimensional mutation for PSO algorithm enhanced with chaotic dissipative standard map | en |
dc.contributor.author | Pluháček, Michal | |
dc.contributor.author | Šenkeřík, Roman | |
dc.contributor.author | Davendra, Donald David | |
dc.relation.ispartof | 2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings | |
dc.identifier.isbn | 978-1-4799-7492-4 | |
dc.date.issued | 2015 | |
dc.citation.spage | 1404 | |
dc.citation.epage | 1409 | |
dc.event.title | IEEE Congress on Evolutionary Computation, CEC 2015 | |
dc.event.location | Sendai | |
utb.event.state-en | Japan | |
utb.event.state-cs | Japonsko | |
dc.event.sdate | 2015-05-25 | |
dc.event.edate | 2015-05-28 | |
dc.type | conferenceObject | |
dc.language.iso | en | |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
dc.identifier.doi | 10.1109/CEC.2015.7257052 | |
dc.relation.uri | http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7257052 | |
dc.subject | Chaos | en |
dc.subject | Evolutionary algorithm | en |
dc.subject | Heterogeneous swarm | en |
dc.subject | Optimization | en |
dc.subject | Particle swarm optimization | en |
dc.subject | PSO | en |
dc.description.abstract | In this paper several previously successfully tested approaches for PSO algorithm are merged. The Multiple-Choice strategy for PSO algorithm with chaotic pseudorandom number generator based on chaotic Dissipative Standard Map is enhanced with basic Dimensional mutation technique. The particular chaotic map selection was based on previous long-term research of chaos driven PSO. The approach is tested on a set of well-known benchmark functions with variety of dimensional settings and strict limit of cost function evaluations. Thus the potential of this method for needs of fast and real-time optimization is investigated. Promising results presented in the results section and briefly analyzed. © 2015 IEEE. | en |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1006315 | |
utb.identifier.obdid | 43874040 | |
utb.identifier.scopus | 2-s2.0-84963622325 | |
utb.identifier.wok | 000380444801057 | |
utb.source | d-scopus | |
dc.date.accessioned | 2016-06-22T12:14:45Z | |
dc.date.available | 2016-06-22T12:14:45Z | |
dc.description.sponsorship | GACR, Tomas Bata University; Tomas Bata University; MOE, Tomas Bata University; Tomas Bata University | |
utb.contributor.internalauthor | Pluháček, Michal | |
utb.contributor.internalauthor | Šenkeřík, Roman | |
utb.contributor.internalauthor | Davendra, Donald David | |
utb.fulltext.affiliation | Michal Pluhacek, Roman Senkerik, Donald Davendra Faculty of Applied Informatics Tomas Bata University in Zlin T.G. Masaryka 5555, 760 01 Zlin, Czech Republic {pluhacek, senkerik}@fai.utb.cz Faculty of Electrical Engineering and Computer Science VŠB-Technical University of Ostrava 17. listopadu 15, 708 33 Ostrava-Poruba, Czech Republic donald.davendra@vsb.cz | |
utb.fulltext.dates | - | |
utb.fulltext.faculty | Faculty of Applied Informatics | |
utb.fulltext.faculty | Faculty of Applied Informatics |