Relation of neighborhood size and diversity loss rate in particle swarm optimization with ring topology
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F21%3A63544498" target="_blank" >RIV/70883521:28140/21:63544498 - isvavai.cz</a>
Result on the web
<a href="https://mendel-journal.org/index.php/mendel/article/view/151/162" target="_blank" >https://mendel-journal.org/index.php/mendel/article/view/151/162</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.13164/mendel.2021.2.074" target="_blank" >10.13164/mendel.2021.2.074</a>
Alternative languages
Result language
angličtina
Original language name
Relation of neighborhood size and diversity loss rate in particle swarm optimization with ring topology
Original language description
Measuring the population diversity in metaheuristics has become a common practice for adaptive approaches, aiming mainly to address the issue of premature convergence. Understanding the processes leading to a diversity loss in a metaheuristic algorithm is crucial for designing successful adaptive approaches. In this study, we focus on the relation of the neighborhood size and the rate of diversity loss in the Particle Swarm Optimization algorithm with local topology (also known as LPSO). We argue that the neighborhood size is an important input to consider when designing any adaptive approach based on the change of population diversity. We used the extensive benchmark suite of the IEEE CEC 2014 competition for experiments. © 2021, Brno University of Technology. All rights reserved.
Czech name
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Czech description
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Classification
Type
J<sub>SC</sub> - Article in a specialist periodical, which is included in the SCOPUS database
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Mendel
ISSN
1803-3814
e-ISSN
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Volume of the periodical
27
Issue of the periodical within the volume
2
Country of publishing house
CZ - CZECH REPUBLIC
Number of pages
6
Pages from-to
74-79
UT code for WoS article
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EID of the result in the Scopus database
2-s2.0-85123621688