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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)
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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)
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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)
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skos:notation
| - RIV/70883521:28140/06:63504311!RIV07-MSM-28140___
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http://linked.open.../vavai/riv/strany
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http://linked.open...avai/riv/aktivita
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http://linked.open...avai/riv/aktivity
| - P(GA102/05/0271), P(GA102/06/1132), Z(MSM7088352101)
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http://linked.open...vai/riv/dodaniDat
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http://linked.open...aciTvurceVysledku
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http://linked.open.../riv/druhVysledku
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http://linked.open...iv/duvernostUdaju
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http://linked.open...titaPredkladatele
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http://linked.open...dnocenehoVysledku
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http://linked.open...ai/riv/idVysledku
| - RIV/70883521:28140/06:63504311
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http://linked.open...riv/jazykVysledku
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http://linked.open.../riv/klicovaSlova
| - analytic programming; evolutionary algorithms; symbolic regression; differential evolution (en)
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http://linked.open.../riv/klicoveSlovo
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http://linked.open...ontrolniKodProRIV
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http://linked.open...i/riv/mistoVydani
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http://linked.open...i/riv/nazevZdroje
| - 12th International Conference on Soft Computing
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http://linked.open...in/vavai/riv/obor
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http://linked.open...ichTvurcuVysledku
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http://linked.open...cetTvurcuVysledku
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http://linked.open...vavai/riv/projekt
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http://linked.open...UplatneniVysledku
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http://linked.open...iv/tvurceVysledku
| - Oplatková, Zuzana
- Zelinka, Ivan
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http://linked.open...n/vavai/riv/zamer
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number of pages
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http://purl.org/ne...btex#hasPublisher
| - Vysoké učení technické v Brně. Fakulta strojního inženýrství
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https://schema.org/isbn
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http://localhost/t...ganizacniJednotka
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is http://linked.open...avai/riv/vysledek
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