DIFFERENTIAL EVOLUTION USING MIXED STRATEGIES IN COMPETITIVE ENVIRONMENT

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F11%3A86081154" target="_blank" >RIV/61989100:27240/11:86081154 - isvavai.cz</a>

Nalezeny alternativní kódy

RIV/61989100:27740/11:86081154

Výsledek na webu

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DOI - Digital Object Identifier

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Jazyk výsledku

angličtina

Název v původním jazyce

DIFFERENTIAL EVOLUTION USING MIXED STRATEGIES IN COMPETITIVE ENVIRONMENT

Popis výsledku v původním jazyce

Differential evolution (DE) is a powerful yet simple evolutionary algorithm for optimizing real valued optimization problems. Traditional investigations with DE have used a single mutation operator. Using a variety of mutation operators that can be integrated during evolution could hold the potential to generate a better solution with less computational effort. In view of this, in the present study, a mixed mutation strategy which uses the concept of evolutionary game theory is proposed integrating thebasic differential evolution mutation and quadratic interpolation based mutation to generate a new solution. Throughout of this paper, we refer this new algorithm as Mixed Strategy Differential Evolution (MSDE). The performance of proposed MSDE is investigated and compared with basic differential evolution and some other modified versions of DE available in literature. The experiments conducted show the competence of the proposed MSDE algorithm.

Název v anglickém jazyce

DIFFERENTIAL EVOLUTION USING MIXED STRATEGIES IN COMPETITIVE ENVIRONMENT

Popis výsledku anglicky

Differential evolution (DE) is a powerful yet simple evolutionary algorithm for optimizing real valued optimization problems. Traditional investigations with DE have used a single mutation operator. Using a variety of mutation operators that can be integrated during evolution could hold the potential to generate a better solution with less computational effort. In view of this, in the present study, a mixed mutation strategy which uses the concept of evolutionary game theory is proposed integrating thebasic differential evolution mutation and quadratic interpolation based mutation to generate a new solution. Throughout of this paper, we refer this new algorithm as Mixed Strategy Differential Evolution (MSDE). The performance of proposed MSDE is investigated and compared with basic differential evolution and some other modified versions of DE available in literature. The experiments conducted show the competence of the proposed MSDE algorithm.

Druh

J_x - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)

CEP obor

IN - Informatika

OECD FORD obor

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Projekt

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Návaznosti

Z - Vyzkumny zamer (s odkazem do CEZ)

Rok uplatnění

2011

Kód důvěrnosti údajů

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

Název periodika

International journal of innovative computing, information and control

ISSN

1349-4198

e-ISSN

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Svazek periodika

7

Číslo periodika v rámci svazku

8

Stát vydavatele periodika

JP - Japonsko

Počet stran výsledku

22

Strana od-do

5063-5084

Kód UT WoS článku

000293817400037

EID výsledku v databázi Scopus

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