Cooperation of Evolutionary Algorithms: A Comparison of Several Hierarchical Models

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17610%2F15%3AA1601E3I" target="_blank" >RIV/61988987:17610/15:A1601E3I - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Cooperation of Evolutionary Algorithms: A Comparison of Several Hierarchical Models
Original language description
The cooperation of evolutionary algorithms in a simple hierarchical model was proposed. Three adaptive variants of differential evolution and covariance-matrix-adaptation evolutionary strategy was chosen for cooperation. The performance of the model wastested on the CEC 2015 suite of 15 functions at levels of the dimension 10 and 30. The results showed that the proposed cooperation is beneficial. The proposed model was superior significantly compared to any of individual algorithms included into the cooperation. The cooperation of the selected four algorithms appeared beneficial especially in the problems of dimension D=30, where the cooperative model outperformed all the algorithms including other cooperative models in comparison.
Czech name
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Czech description
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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

Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Mendel 2015, Advances in Intelligent Systems and Computing 378
ISBN
978-3-319-19823-1
ISSN
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e-ISSN
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Number of pages
13
Pages from-to
89-101
Publisher name
Springer
Place of publication
Switzerland
Event location
Brno
Event date
Jun 23, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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