Particle Swarm Optimizer with Diversity Measure based on Swarm Representation in Complex Network
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F16%3A43875575" target="_blank" >RIV/70883521:28140/16:43875575 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27240/16:86100243
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-29504-6_52" target="_blank" >http://dx.doi.org/10.1007/978-3-319-29504-6_52</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-29504-6_52" target="_blank" >10.1007/978-3-319-29504-6_52</a>
Alternative languages
Result language
angličtina
Original language name
Particle Swarm Optimizer with Diversity Measure based on Swarm Representation in Complex Network
Original language description
In this paper a alternative approach to the diversity guided particle swarm optimization (PSO) is investigated. The PSO shows acceptable perfor- mance on well-known test problems, however tends to suffer from premature convergence on multi-modal test problems. This premature convergence can be avoided by increasing diversity in search space. In this paper we introduce diver- sity measure based on graph representation of swam evolution and we discuss possibilities of graph representation of swarm population in adaptive control of PSO algorithm. Based on our findings we concluded, that network representation of evolution population and its subsequent analysis can be used in adaptive con- trol, in various degrees of success.
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
Result was created during the realization of more than one project. More information in the Projects tab.
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
PROCEEDINGS OF THE SECOND INTERNATIONAL AFRO-EUROPEAN CONFERENCE FOR INDUSTRIAL ADVANCEMENT (AECIA 2015)
ISBN
978-3-319-29503-9
ISSN
2194-5357
e-ISSN
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Number of pages
9
Pages from-to
561-569
Publisher name
Springer-Verlag Berlin
Place of publication
Heidelberg
Event location
Villejuif, Paris
Event date
Sep 9, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000371912400052