About: CREATING EVOLUTIONARY ALGORITHMS BY MEANS OF ANALYTIC PROGRAMMING

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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	Tento příspěvek se zabývá novou myšlenkou jak vytvořit evoluční algoritmy pomocí symbolické regrese a Analytického programování. Motivace nebyl jen vyladit nějaké existující algoritmy k lepšímu chování, ale také najít nový robustní evoluční algoritmus. V této předběžné studii byly použity operátory Diferenciální evoluce jako SelectDE, MutateDE, a CrossDE. Výsledky ukázaly, že AP je schopno najít i originálně definovanou DE, ale také nové struktury, které měly podobné chování, ale pomalejší konvergenci v optimalizaci multimodální funkce. Tohle vede pro další fáze na zahrnutí podmínek konvergence do účelové funkce. Výsledky byly 100krat zopakovány v grafické formě. (cs) This contribution deals with a new idea how to create evolutionary algorithms by means of symbolic regression and Analytic Programming. The motivation was not only to tune some existing algorithms to their better performance, but also to find a new robust evolutionary algorithm. In this preliminary study operators of Differential Evolution - SelectDE, MutaeDE and CroseDE were used during a process of Analytic Programming. The results showed that AP was able to find the originally defined DE but also new structure which has a similar behaviour but slower convergence in multimodal function than DE. This, in further work, leads to including the conditions of convergence to CostFunction. Results were showed in 100 repeated simulations in graphical and also table way. This contribution deals with a new idea how to create evolutionary algorithms by means of symbolic regression and Analytic Programming. The motivation was not only to tune some existing algorithms to their better performance, but also to find a new robust evolutionary algorithm. In this preliminary study operators of Differential Evolution - SelectDE, MutaeDE and CroseDE were used during a process of Analytic Programming. The results showed that AP was able to find the originally defined DE but also new structure which has a similar behaviour but slower convergence in multimodal function than DE. This, in further work, leads to including the conditions of convergence to CostFunction. Results were showed in 100 repeated simulations in graphical and also table way. (en)
Title	CREATING EVOLUTIONARY ALGORITHMS BY MEANS OF ANALYTIC PROGRAMMING - PRELIMINARY STUDY CREATING EVOLUTIONARY ALGORITHMS BY MEANS OF ANALYTIC PROGRAMMING - PRELIMINARY STUDY (en) TVORBA EVOLUČNÍCH ALGORITMŮ POMOCÍ ANALYTICKÉHO PROGRAMOVÁNÍ - PŘEDBĚŽNÁ STUDIE (cs)
skos:prefLabel	CREATING EVOLUTIONARY ALGORITHMS BY MEANS OF ANALYTIC PROGRAMMING - PRELIMINARY STUDY CREATING EVOLUTIONARY ALGORITHMS BY MEANS OF ANALYTIC PROGRAMMING - PRELIMINARY STUDY (en) TVORBA EVOLUČNÍCH ALGORITMŮ POMOCÍ ANALYTICKÉHO PROGRAMOVÁNÍ - PŘEDBĚŽNÁ STUDIE (cs)
skos:notation	RIV/70883521:28140/06:63504311!RIV07-MSM-28140___
http://linked.open.../vavai/riv/strany	19-24
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(GA102/05/0271), P(GA102/06/1132), Z(MSM7088352101)
http://linked.open...vai/riv/dodaniDat	2007
http://linked.open...aciTvurceVysledku	Zelinka, Ivan Oplatková, Zuzana
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	469977
http://linked.open...ai/riv/idVysledku	RIV/70883521:28140/06:63504311
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	analytic programming; evolutionary algorithms; symbolic regression; differential evolution (en)
http://linked.open.../riv/klicoveSlovo	evolutionary algorithms analytic programming differential evolution symbolic regression
http://linked.open...ontrolniKodProRIV	[3A87F9D9465D]
http://linked.open...i/riv/mistoVydani	ČR
http://linked.open...i/riv/nazevZdroje	12th International Conference on Soft Computing
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Predictive Control: Algorithms and Implementation Softcomputing in Control
http://linked.open...UplatneniVysledku	2006
http://linked.open...iv/tvurceVysledku	Oplatková, Zuzana Zelinka, Ivan
http://linked.open...n/vavai/riv/zamer	Multifunctional Composite Systems Based on Natural and Synthetic Polymers
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Vysoké učení technické v Brně. Fakulta strojního inženýrství
https://schema.org/isbn	80-214-3195-4
http://localhost/t...ganizacniJednotka	28140

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