Two enhanced differential evolution variants for solving global optimization problems

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F11%3A86092957" target="_blank" >RIV/61989100:27240/11:86092957 - isvavai.cz</a>

Výsledek na webu

<a href="http://dx.doi.org/10.1109/NaBIC.2011.6089459" target="_blank" >http://dx.doi.org/10.1109/NaBIC.2011.6089459</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/NaBIC.2011.6089459" target="_blank" >10.1109/NaBIC.2011.6089459</a>

Jazyk výsledku

angličtina

Název v původním jazyce

Two enhanced differential evolution variants for solving global optimization problems

Popis výsledku v původním jazyce

Differential Evolution (DE) algorithms are very robust, effective and highly efficient in solving the global optimization problems. Thus, they are usually able to mitigate the drawback of long computation times commonly associated with Evolutionary algorithms. However, in certain cases the performance of DE is observed not to be completely flawless. In this paper we have proposed the two enhanced variants of DE using a modified mutation operator. The DE versions named as EDE-1 and EDE-2 are tested on six benchmark problems and a real time molecular potential energy problem. The simulation results prove the efficiency as well as the effectiveness of the proposed variants. 2011 IEEE.

Název v anglickém jazyce

Two enhanced differential evolution variants for solving global optimization problems

Popis výsledku anglicky

Differential Evolution (DE) algorithms are very robust, effective and highly efficient in solving the global optimization problems. Thus, they are usually able to mitigate the drawback of long computation times commonly associated with Evolutionary algorithms. However, in certain cases the performance of DE is observed not to be completely flawless. In this paper we have proposed the two enhanced variants of DE using a modified mutation operator. The DE versions named as EDE-1 and EDE-2 are tested on six benchmark problems and a real time molecular potential energy problem. The simulation results prove the efficiency as well as the effectiveness of the proposed variants. 2011 IEEE.

Druh

D - Stať ve sborníku

CEP obor

IN - Informatika

OECD FORD obor

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Projekt

—

Návaznosti

S - Specificky vyzkum na vysokych skolach

Rok uplatnění

2011

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název statě ve sborníku

Proceedings of the 2011 Third World Congress on Nature and Biologically Inspired Computing

ISBN

978-1-4577-1122-0

ISSN

—

e-ISSN

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Počet stran výsledku

6

Strana od-do

201-206

Název nakladatele

IEEE

Místo vydání

New York

Místo konání akce

Salamanca

Datum konání akce

19. 10. 2011

Typ akce podle státní příslušnosti

WRD - Celosvětová akce

Kód UT WoS článku

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