About: Evolutionary Algorithms Powered by Nonrandom Processes

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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	Inherent part of evolutionary algorithms that are based on Darwin theory of evolution and Mendel theory of genetic heritage, are random processes since genetic algorithms and evolutionary strategies use. In this participation we present extended experiments (of our previous) of selected evolutionary algorithms and test functions showing whether random processes really are needed in evolutionary algorithms. In our experiments we used differential evolution and SOMA algorithms with functions 2ndDeJong, Ackley, Griewangk, Rastrigin, SineWave and StretchedSineWave. We use n periodical deterministic processes (based on deterministic chaos principles) instead of pseudorandom number generators and compare performance of evolutionary algorithms powered by those processes and by pseudorandom number generators. Results presented here are numerical demonstration rather than mathematical proofs. We propose hypothesis that certain class of deterministic pro- cesses can be used instead of random number generators without lowering the performance of evolutionary algorithms. Inherent part of evolutionary algorithms that are based on Darwin theory of evolution and Mendel theory of genetic heritage, are random processes since genetic algorithms and evolutionary strategies use. In this participation we present extended experiments (of our previous) of selected evolutionary algorithms and test functions showing whether random processes really are needed in evolutionary algorithms. In our experiments we used differential evolution and SOMA algorithms with functions 2ndDeJong, Ackley, Griewangk, Rastrigin, SineWave and StretchedSineWave. We use n periodical deterministic processes (based on deterministic chaos principles) instead of pseudorandom number generators and compare performance of evolutionary algorithms powered by those processes and by pseudorandom number generators. Results presented here are numerical demonstration rather than mathematical proofs. We propose hypothesis that certain class of deterministic pro- cesses can be used instead of random number generators without lowering the performance of evolutionary algorithms. (en)
Title	Evolutionary Algorithms Powered by Nonrandom Processes Evolutionary Algorithms Powered by Nonrandom Processes (en)
skos:prefLabel	Evolutionary Algorithms Powered by Nonrandom Processes Evolutionary Algorithms Powered by Nonrandom Processes (en)
skos:notation	RIV/61989100:27240/13:86088796!RIV14-GA0-27240___
http://linked.open...avai/predkladatel	Fakulta elektrotechniky a informatiky
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(ED2.1.00/03.0089), P(GA13-08195S), S
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	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 / Fakulta elektrotechniky a informatiky
http://linked.open...dnocenehoVysledku	73815
http://linked.open...ai/riv/idVysledku	RIV/61989100:27240/13:86088796
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	evolutionary algorithms, pseudorandom numbers, deterministic chaos, deterministic number series (en)
http://linked.open.../riv/klicoveSlovo	evolutionary algorithms deterministic number series pseudorandom numbers deterministic chaos
http://linked.open...ontrolniKodProRIV	[D5FCE9046544]
http://linked.open...v/mistoKonaniAkce	Brno
http://linked.open...i/riv/mistoVydani	Brno
http://linked.open...i/riv/nazevZdroje	Mendel 2013 : 19th International Conference on Soft Computing : June 26-28, 2013, Brno, Czech Republic
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	1 (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)
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Zelinka, Ivan Šenkeřík, Roman Pluháček, Michal
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2013-06-26 (xsd:date)
issn	1803-3814
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Vysoké učení technické v Brně
https://schema.org/isbn	978-80-214-4755-4
http://localhost/t...ganizacniJednotka	27240

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