Self-adaptive differential particle swarm using a ring topology for multimodal optimization

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F14%3A86092819" target="_blank" >RIV/61989100:27240/14:86092819 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/14:86092819
Result on the web
<a href="http://dx.doi.org/10.1109/ISDA.2013.6920430" target="_blank" >http://dx.doi.org/10.1109/ISDA.2013.6920430</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ISDA.2013.6920430" target="_blank" >10.1109/ISDA.2013.6920430</a>

Result language
angličtina
Original language name
Self-adaptive differential particle swarm using a ring topology for multimodal optimization
Original language description
During the last couple of decades, evolutionary and swarm intelligence algorithms have significantly advanced the state of the art for both discrete and numerical optimization. Without niching strategies, they usually converge to a single optimum, even in multimodal search spaces where numerous global or local solutions exist. In the literature, several niching approaches have been proposed for simultaneously computing multiple optima, though most of them require some user-specified parameters that should be calculated a priori, i.e. additional knowledge about the problem domain is required. Recently, it was demonstrated that particle swarm optimization (PSO) using a ring topology for neighborhood definition can give rise to robust and parameterless niching methods. Nevertheless, their performance dramatically worsens when the dimensionality of the solution space hikes, thus increasing the number of local optima. This paper aims at enhancing the performance of these types of PSO-based
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)

Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Proceedings of the 2013 International Conference on Intelligent Systems Design and Applications (ISDA 2013) : Universiti Putra Malaysia, Malaysia, 08-10 December, 2013
ISBN
978-1-4799-3516-1
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
35-40
Publisher name
IEEE
Place of publication
New York
Event location
Serdang, Selangor
Event date
Dec 8, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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