About: Performance comparison of differential evolution and soma on chaos control optimization problems

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	This paper compares the performance of Differential Evolution (DE) with Self-Organizing Migrating Algorithm (SOMA) in the task of optimization of the control of chaos. The main aim of this paper is to show that evolutionary algorithms like DE are capable of optimizing chaos control, leading to satisfactory results, and to show that extreme sensitivity of the chaotic environment influences the quality of results on the selected EA, construction of cost function (CF) and any small change in the CF design. As a model of deterministic chaotic system, the two-dimensional Henon map is used and two complex targeting cost functions are tested. The evolutionary algorithms, DE and SOMA were applied with different strategies. For each strategy, repeated simulations demonstrate the robustness of the used method and constructed CF. Finally, the obtained results are compared with previous research. This paper compares the performance of Differential Evolution (DE) with Self-Organizing Migrating Algorithm (SOMA) in the task of optimization of the control of chaos. The main aim of this paper is to show that evolutionary algorithms like DE are capable of optimizing chaos control, leading to satisfactory results, and to show that extreme sensitivity of the chaotic environment influences the quality of results on the selected EA, construction of cost function (CF) and any small change in the CF design. As a model of deterministic chaotic system, the two-dimensional Henon map is used and two complex targeting cost functions are tested. The evolutionary algorithms, DE and SOMA were applied with different strategies. For each strategy, repeated simulations demonstrate the robustness of the used method and constructed CF. Finally, the obtained results are compared with previous research. (en)
Title	Performance comparison of differential evolution and soma on chaos control optimization problems Performance comparison of differential evolution and soma on chaos control optimization problems (en)
skos:prefLabel	Performance comparison of differential evolution and soma on chaos control optimization problems Performance comparison of differential evolution and soma on chaos control optimization problems (en)
skos:notation	RIV/70883521:28140/12:43867986!RIV13-MSM-28140___
http://linked.open...avai/predkladatel	Fakulta aplikované informatiky
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(ED2.1.00/03.0089), S
http://linked.open...iv/cisloPeriodika	8
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Oplatková, Zuzana Jašek, Roman Šenkeřík, Roman
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
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	158185
http://linked.open...ai/riv/idVysledku	RIV/70883521:28140/12:43867986
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	SOMA; parameter estimation; optimal control; evolutionary algorithms; DE; Chaos (en)
http://linked.open.../riv/klicoveSlovo	SOMA evolutionary algorithms optimal control parameter estimation Chaos DE
http://linked.open...odStatuVydavatele	SG - Singapurská republika
http://linked.open...ontrolniKodProRIV	[9F047CE052CA]
http://linked.open...i/riv/nazevZdroje	International Journal of Bifurcation and Chaos in Applied Sciences and Engineering
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	5 (xsd:int)
http://linked.open...vavai/riv/projekt	The Centre of Security, Information and Advanced Technologies (CEBIA-Tech)
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	22
http://linked.open...iv/tvurceVysledku	Jašek, Roman Oplatková, Zuzana Zelinka, Ivan Šenkeřík, Roman Davendra, Donald
issn	0218-1274
number of pages	16 (xsd:int)
http://bibframe.org/vocab/doi	10.1142/S021812741230025X
http://localhost/t...ganizacniJednotka	28140
is http://linked.open...avai/riv/vysledek of	Performance comparison of differential evolution and soma on chaos control optimization problems

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