Chaos driven PSO with attractive search space border points

Pluháček, Michal; Šenkeřík, Roman; Viktorin, Adam; Kadavý, Tomáš; Zelinka, Ivan

dc.title	Chaos driven PSO with attractive search space border points	en
dc.contributor.author	Pluháček, Michal
dc.contributor.author	Šenkeřík, Roman
dc.contributor.author	Viktorin, Adam
dc.contributor.author	Kadavý, Tomáš
dc.contributor.author	Zelinka, Ivan
dc.relation.ispartof	2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings
dc.identifier.isbn	978-1-5090-6017-7
dc.date.issued	2018
dc.citation.spage	1147
dc.citation.epage	1152
dc.event.title	2018 IEEE Congress on Evolutionary Computation, CEC 2018
dc.event.location	Rio de Janeiro
utb.event.state-en	Brazil
utb.event.state-cs	Brazílie
dc.event.sdate	2018-07-08
dc.event.edate	2018-07-13
dc.type	conferenceObject
dc.language.iso	en
dc.publisher	Institute of Electrical and Electronics Engineers Inc.
dc.identifier.doi	10.1109/CEC.2018.8477960
dc.relation.uri	https://ieeexplore.ieee.org/document/8477960
dc.subject	Particle Swarm Optimization	en
dc.subject	PSO	en
dc.subject	Chaos	en
dc.subject	Diversity	en
dc.subject	Border points	en
dc.description.abstract	In this paper, a chaotic pseudorandom generator is used to enhance the performance of Particle Swarm Optimization with attractive search space borders. The original modification was proposed to prolong the exploration phase and improve the ability of the swarm to avoid local minima. The particles are randomly attracted towards the border points of the search space in each dimension. The well-known and frequently used CEC'13 Benchmark function set is used to test the performance of the proposed method and compare it to canonical PSO. © 2018 IEEE.	en
utb.faculty	Faculty of Applied Informatics
dc.identifier.uri	http://hdl.handle.net/10563/1008353
utb.identifier.obdid	43878972
utb.identifier.scopus	2-s2.0-85056286553
utb.identifier.wok	000451175500147
utb.source	d-scopus
dc.date.accessioned	2019-01-03T12:31:47Z
dc.date.available	2019-01-03T12:31:47Z
dc.description.sponsorship	Ministry of Education, Youth and Sports of the Czech Republic [LO1303 (MSMT-7778/2014)]; European Regional Development Fund under the Project CEBIA-Tech [CZ.1.05/2.1.00/03.0089]; Internal Grant Agency of Tomas Bata University [IGA/CebiaTech/2018/003]; COST (European Cooperation in Science Technology) [Action CA15140, Action IC1406]; A.I. Lab at the Faculty of Applied Informatics, Tomas Bata University in Zlin
utb.contributor.internalauthor	Pluháček, Michal
utb.contributor.internalauthor	Šenkeřík, Roman
utb.contributor.internalauthor	Viktorin, Adam
utb.contributor.internalauthor	Kadavý, Tomáš
utb.fulltext.affiliation	Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy, Ivan Zelinka Faculty of Applied Informatics Tomas Bata University in Zlin T.G. Masaryka 5555, 760 01 Zlin, Czech Republic {pluhacek, senkerik, aviktorin, kadavy}@utb.cz Faculty of Electrical Engineering and Computer Science VŠB-Technical University of Ostrava 17. listopadu 15, 708 33 Ostrava-Poruba, Czech Republic ivan.zelinka@vsb.cz
utb.fulltext.dates	-
utb.wos.affiliation	[Pluhacek, Michal; Senkerik, Roman; Viktorin, Adam; Kadavy, Tomas] Tomas Bata Univ Zlin, Fac Appl Informat, TG Masaryka 5555, Zlin 76001, Czech Republic; [Zelinka, Ivan] VSB Tech Univ Ostrava, Fac Elect Engn & Comp Sci, 17 Listopadu 15, Ostrava 70833, Czech Republic
utb.scopus.affiliation	Faculty of Applied Informatics, Tomas Bata University in Zlin, T.G. Masaryka 5555, Zlin, 760 01, Czech Republic; Faculty of Electrical Engineering and Computer Science, VŠB-Technical University of Ostrava, 17. listopadu 15, Ostrava-Poruba, 708 33, Czech Republic
utb.fulltext.faculty	Faculty of Applied Informatics
utb.fulltext.faculty	Faculty of Applied Informatics
utb.fulltext.faculty	Faculty of Applied Informatics
utb.fulltext.faculty	Faculty of Applied Informatics