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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

  • DOI - Digital Object Identifier

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

  • Czech description

Classification

  • Type

    C - Chapter in a specialist book

  • CEP classification

    IN - Informatics

  • OECD FORD branch

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