About: Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Seven up-to-date adaptive variants of differential evolution were compared in six benchmark problems of two levels of dimension. The opposition-based optimization was also implemented to each adaptive variant and compared in experiments. It was found that all the algorithms perform very reliably in the problems of $D=30$ while their reliability rate in the problems of $D=100$ differs substantially among the test problems. Only two algorithms (JADE and \textit{b6e6rl} variant of competitive DE) operate with acceptable reliability in all the problems. Considering the computational costs, the rank of the algorithms is different in various problems. When the average performance over all the problems is taken into account, JADE was the most efficient and \textit{b6e6rl} the most reliable. The implementation of opposition-based optimization into adaptive variants of differential evolution do not increase the reliability and its positive influence on the efficiency is rare. Seven up-to-date adaptive variants of differential evolution were compared in six benchmark problems of two levels of dimension. The opposition-based optimization was also implemented to each adaptive variant and compared in experiments. It was found that all the algorithms perform very reliably in the problems of $D=30$ while their reliability rate in the problems of $D=100$ differs substantially among the test problems. Only two algorithms (JADE and \textit{b6e6rl} variant of competitive DE) operate with acceptable reliability in all the problems. Considering the computational costs, the rank of the algorithms is different in various problems. When the average performance over all the problems is taken into account, JADE was the most efficient and \textit{b6e6rl} the most reliable. The implementation of opposition-based optimization into adaptive variants of differential evolution do not increase the reliability and its positive influence on the efficiency is rare. (en)
Title	Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers (en)
skos:prefLabel	Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers (en)
skos:notation	RIV/61988987:17310/12:A13014LJ!RIV13-MSM-17310___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(ED1.1.00/02.0070), S
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Tvrdík, Josef Bujok, Petr Poláková, Radka VESELSKÝ, Jiří
http://linked.open.../riv/druhVysledku	C - Kapitola v knize
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ostravská univerzita v Ostravě / Přírodovědecká fakulta
http://linked.open...dnocenehoVysledku	121063
http://linked.open...ai/riv/idVysledku	RIV/61988987:17310/12:A13014LJ
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	global optimization; boundary constrains; differential evolution; adaptation; self-adaptation; opposition-based optimization; experimental comparison (en)
http://linked.open.../riv/klicoveSlovo	boundary constrains experimental comparison self-adaptation adaptation differential evolution opposition-based optimization global optimization
http://linked.open...ontrolniKodProRIV	[A0EBAAC8E05A]
http://linked.open...i/riv/mistoVydani	Berlin Heidelberg
http://linked.open...vEdiceCisloSvazku	Intellingent Systems Reference Library, vol. 38
http://linked.open...i/riv/nazevZdroje	Handbook of Optimization - From Classical to Modern Approach
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	4 (xsd:int)
http://linked.open...v/pocetStranKnihy	1100 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	IT4Innovations Centre of Excellence
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Bujok, Petr Tvrdík, Josef Poláková, Radka VESELSKÝ, Jiří
number of pages	27 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Springer-Verlag
https://schema.org/isbn	978-3-642-30503-0
http://localhost/t...ganizacniJednotka	17310

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