About: On the use of chaos in nature-inspired optimization methods

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Stochastic nature-inspired optimization and search methods depend on streams of integer and floating point numbers generated in course of their execution. The pseudo-random numbers are utilized for in-silico emulation of probability-driven natural processes such as modification of genetic information (mutation, crossover), partner selection, and survival of the fittest (selection, migration) and environmental effects (small random changes in motion direction and velocity). Deterministic chaos is a well known mathematical concept that can be used to generate sequences of seemingly random real numbers within selected interval in a predictable and controllable way. In the past, it has been used as a basis for various pseudo-random number generators with interesting properties. This work provides an empirical comparison of the performance of genetic algorithms, differential evolution, and particle swarm optimization using different pseudo-random number generators and chaotic systems as sources of stochasticity. Stochastic nature-inspired optimization and search methods depend on streams of integer and floating point numbers generated in course of their execution. The pseudo-random numbers are utilized for in-silico emulation of probability-driven natural processes such as modification of genetic information (mutation, crossover), partner selection, and survival of the fittest (selection, migration) and environmental effects (small random changes in motion direction and velocity). Deterministic chaos is a well known mathematical concept that can be used to generate sequences of seemingly random real numbers within selected interval in a predictable and controllable way. In the past, it has been used as a basis for various pseudo-random number generators with interesting properties. This work provides an empirical comparison of the performance of genetic algorithms, differential evolution, and particle swarm optimization using different pseudo-random number generators and chaotic systems as sources of stochasticity. (en)
Title	On the use of chaos in nature-inspired optimization methods On the use of chaos in nature-inspired optimization methods (en)
skos:prefLabel	On the use of chaos in nature-inspired optimization methods On the use of chaos in nature-inspired optimization methods (en)
skos:notation	RIV/61989100:27740/13:86089240!RIV14-MSM-27740___
http://linked.open...avai/predkladatel	IT4Innovations
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(ED1.1.00/02.0070), P(EE.2.3.20.0073), S
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Snášel, Václav Krömer, Pavel Zelinka, Ivan
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	Vysoká škola báňská - Technická univerzita Ostrava / IT4Innovations
http://linked.open...dnocenehoVysledku	93978
http://linked.open...ai/riv/idVysledku	RIV/61989100:27740/13:86089240
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Simulation; Pseudo-random number generators; Particle swarm optimization; Genetic algorithms; Differential evolution; Deterministic chaos (en)
http://linked.open.../riv/klicoveSlovo	Genetic algorithms Simulation Differential evolution Particle swarm optimization Deterministic chaos Pseudo-random number generators
http://linked.open...ontrolniKodProRIV	[8B6EF53C6317]
http://linked.open...v/mistoKonaniAkce	Manchester
http://linked.open...i/riv/mistoVydani	New York
http://linked.open...i/riv/nazevZdroje	Proceedings - 2013 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2013
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	Bio-Inspired Methods: research, development and knowledge transfer IT4Innovations Centre of Excellence
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Krömer, Pavel Snášel, Václav Zelinka, Ivan
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2013-10-13 (xsd:date)
number of pages	6 (xsd:int)
http://bibframe.org/vocab/doi	10.1109/SMC.2013.290
http://purl.org/ne...btex#hasPublisher	IEEE
https://schema.org/isbn	978-0-7695-5154-8
http://localhost/t...ganizacniJednotka	27740

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