About: Chaos Driven Particle Swarm Optimization with Basic Particle Performance Evaluation

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	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 pseudo-random 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. 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 pseudo-random 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)
Title	Chaos Driven Particle Swarm Optimization with Basic Particle Performance Evaluation – An Initial Study Chaos Driven Particle Swarm Optimization with Basic Particle Performance Evaluation – An Initial Study (en)
skos:prefLabel	Chaos Driven Particle Swarm Optimization with Basic Particle Performance Evaluation – An Initial Study Chaos Driven Particle Swarm Optimization with Basic Particle Performance Evaluation – An Initial Study (en)
skos:notation	RIV/70883521:28140/14:43871745!RIV15-MSM-28140___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(ED2.1.00/03.0089), P(EE.2.3.20.0072), P(GA13-08195S), S
http://linked.open...vai/riv/dodaniDat	2015
http://linked.open...aciTvurceVysledku	Zelinka, Ivan Šenkeřík, Roman Pluháček, Michal
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Tomáše Bati ve Zlíně / Fakulta aplikované informatiky
http://linked.open...dnocenehoVysledku	6863
http://linked.open...ai/riv/idVysledku	RIV/70883521:28140/14:43871745
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	PSO, Chaos, evolutionary algorithms (en)
http://linked.open.../riv/klicoveSlovo	evolutionary algorithms Chaos PSO
http://linked.open...ontrolniKodProRIV	[6DF035FF91BB]
http://linked.open...v/mistoKonaniAkce	Ho Chi Minh City
http://linked.open...i/riv/mistoVydani	Heidelberg
http://linked.open...i/riv/nazevZdroje	Proceedings of the 13th IFIP TC8 International Conference
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Vysoce škálovatelné paralelní a distribuované metody zpracování vědeckých dat The Centre of Security, Information and Advanced Technologies (CEBIA-Tech) Development of human resources in research and development of latest soft computing methods and their application in practice
http://linked.open...UplatneniVysledku	2014
http://linked.open...iv/tvurceVysledku	Zelinka, Ivan Šenkeřík, Roman Pluháček, Michal
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2014-11-05 (xsd:date)
issn	0302-9743
number of pages	10 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Springer-Verlag. Berlin
https://schema.org/isbn	978-3-662-45236-3
http://localhost/t...ganizacniJednotka	28140

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