Population-size adaptation through diversity-control mechanism for differential evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17610%2F16%3AA1701H21" target="_blank" >RIV/61988987:17610/16:A1701H21 - 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
Population-size adaptation through diversity-control mechanism for differential evolution
Original language description
A new method of the population-size adaptation for differential evolution (DE) is proposed. The adaptation is based on decreasing or increasing the population size in dependence on the current measure of the population diversity. The proposed method was implemented to six DE variants using a fixed population size in their original versions. The DE variants for experimental comparison were selected from the set of the state-of-the-art algorithms as well as from the well-performing variants that have appeared in literature recently. Experimental comparison was carried out on the CEC 2014 benchmark suite at three levels of problem dimension. The results of the experimental comparison demonstrate the benefit provided by the application of the proposed adaptive mechanism for the performance of the algorithms.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/LQ1602" target="_blank" >LQ1602: IT4Innovations excellence in science</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
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
MENDEL 2016 22nd International Conference on Soft Computing
ISBN
9788021453654
ISSN
1803-3814
e-ISSN
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Number of pages
8
Pages from-to
49-56
Publisher name
Brno University of Technology
Place of publication
Brno
Event location
Brno
Event date
Jun 8, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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