Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers
The result's identifiers
Result code in 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>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Adaptive Variants of Differential Evolution: Towards Control-Parameter-Free Optimizers
Original language description
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.
Czech name
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Czech description
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Classification
Type
C - Chapter in a specialist book
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Book/collection name
Handbook of Optimization - From Classical to Modern Approach
ISBN
978-3-642-30503-0
Number of pages of the result
27
Pages from-to
423-449
Number of pages of the book
1100
Publisher name
Springer-Verlag
Place of publication
Berlin Heidelberg
UT code for WoS chapter
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