Why Simple Population Restart Does Not Work in PSO
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F19%3A63522767" target="_blank" >RIV/70883521:28140/19:63522767 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/8628801" target="_blank" >https://ieeexplore.ieee.org/document/8628801</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/SSCI.2018.8628801" target="_blank" >10.1109/SSCI.2018.8628801</a>
Alternative languages
Result language
angličtina
Original language name
Why Simple Population Restart Does Not Work in PSO
Original language description
In this study, we present an in-deep study on the poor ability of Particle Swarm Optimization (PSO) to recover from a premature convergence by simple population restart. Despite that, population restart is a popular component of many adaptive metaheuristic methods it has rarely been successfully utilized in PSO. We describe the methodology for basic population restart and observe the population diversity and performance change after the population is restarted.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
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
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
2019
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 2018 IEEE Symposium Series on Computational Intelligence, SSCI 2018
ISBN
978-1-5386-9276-9
ISSN
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e-ISSN
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Number of pages
7
Pages from-to
770-776
Publisher name
Institute of Electrical and Electronics Engineers Inc.
Place of publication
Piscataway, New Jersey
Event location
Bangalore
Event date
Nov 18, 2018
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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