Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F12%3AA13014LJ" target="_blank" >RIV/61988987:17310/12:A13014LJ - isvavai.cz</a>

Výsledek na webu

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DOI - Digital Object Identifier

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Jazyk výsledku

angličtina

Název v původním jazyce

Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers

Popis výsledku v původním jazyce

Seven up-to-date adaptive variants of differential evolution were compared in six benchmark problems of two levels of dimension. The opposition-based optimization was also implemented to each adaptive variant and compared in experiments. It was found that all the algorithms perform very reliably in the problems of $D=30$ while their reliability rate in the problems of $D=100$ differs substantially among the test problems. Only two algorithms (JADE and textit{b6e6rl} variant of competitive DE) operate with acceptable reliability in all the problems. Considering the computational costs, the rank of the algorithms is different in various problems. When the average performance over all the problems is taken into account, JADE was the most efficient and textit{b6e6rl} the most reliable. The implementation of opposition-based optimization into adaptive variants of differential evolution do not increase the reliability and its positive influence on the efficiency is rare.

Název v anglickém jazyce

Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers

Popis výsledku anglicky

Seven up-to-date adaptive variants of differential evolution were compared in six benchmark problems of two levels of dimension. The opposition-based optimization was also implemented to each adaptive variant and compared in experiments. It was found that all the algorithms perform very reliably in the problems of $D=30$ while their reliability rate in the problems of $D=100$ differs substantially among the test problems. Only two algorithms (JADE and textit{b6e6rl} variant of competitive DE) operate with acceptable reliability in all the problems. Considering the computational costs, the rank of the algorithms is different in various problems. When the average performance over all the problems is taken into account, JADE was the most efficient and textit{b6e6rl} the most reliable. The implementation of opposition-based optimization into adaptive variants of differential evolution do not increase the reliability and its positive influence on the efficiency is rare.

Druh

C - Kapitola v odborné knize

CEP obor

IN - Informatika

OECD FORD obor

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Projekt

<a href="/cs/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: Centrum excelence IT4Innovations</a><br>

Návaznosti

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Rok uplatnění

2012

Kód důvěrnosti údajů

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

Název knihy nebo sborníku

Handbook of Optimization - From Classical to Modern Approach

ISBN

978-3-642-30503-0

Počet stran výsledku

27

Strana od-do

423-449

Počet stran knihy

1100

Název nakladatele

Springer-Verlag

Místo vydání

Berlin Heidelberg

Kód UT WoS kapitoly

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