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Why simple population restart does not work in PSO
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| dc.title | Why simple population restart does not work in PSO | en |
| dc.contributor.author | Pluháček, Michal | |
| dc.contributor.author | Šenkeřík, Roman | |
| dc.contributor.author | Viktorin, Adam | |
| dc.contributor.author | Kadavý, Tomáš | |
| dc.relation.ispartof | 2018 IEEE Symposium Series on Computational Intelligence (IEEE SSCI) | |
| dc.identifier.isbn | 978-1-5386-9276-9 | |
| dc.date.issued | 2018 | |
| dc.citation.spage | 770 | |
| dc.citation.epage | 776 | |
| dc.event.title | 8th IEEE Symposium Series on Computational Intelligence (IEEE SSCI) | |
| dc.event.location | Bengaluru | |
| utb.event.state-en | India | |
| utb.event.state-cs | India | |
| dc.event.sdate | 2018-11-18 | |
| dc.event.edate | 2018-11-21 | |
| dc.type | conferenceObject | |
| dc.language.iso | en | |
| dc.publisher | IEEE | |
| dc.identifier.doi | 10.1109/SSCI.2018.8628801 | |
| dc.subject | diversity | en |
| dc.subject | Particle swarm | en |
| dc.subject | population restart | en |
| dc.subject | PSO | en |
| dc.description.abstract | 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. | en |
| utb.faculty | Faculty of Applied Informatics | |
| dc.identifier.uri | http://hdl.handle.net/10563/1008554 | |
| utb.identifier.obdid | 43880064 | |
| utb.identifier.scopus | 2-s2.0-85062772273 | |
| utb.identifier.wok | 000459238800105 | |
| utb.source | d-wok | |
| dc.date.accessioned | 2019-07-08T11:59:54Z | |
| dc.date.available | 2019-07-08T11:59:54Z | |
| dc.description.sponsorship | project International mobility of UTB researchers in Zlin from the EU Funds - OP Research, Development and Education; Ministry of Education, Youth and Sports, Czech Republic [CZ.02.2.69/0.0/0.0/16_027/0008464]; National Sustainability Programme [LO1303 (MSMT-7778/2014)]; European Regional Development Fund under the Project CEBIA [CZ.1.05/2.1.00/03.0089]; Internal Grant Agency of Tomas Bata University [IGA/CebiaTech/2018/003]; COST (European Cooperation in Science Technology) [CA15140, IC1406]; A.I. Lab at the Faculty of Applied Informatics, Tomas Bata University in Zlin | |
| utb.contributor.internalauthor | Pluháček, Michal | |
| utb.contributor.internalauthor | Šenkeřík, Roman | |
| utb.contributor.internalauthor | Viktorin, Adam | |
| utb.contributor.internalauthor | Kadavý, Tomáš | |
| utb.fulltext.affiliation | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy Faculty of Applied Informatics Tomas Bata University in Zlín T.G. Masaryka 5555, 760 05 Zlín, Czech Republic {pluhacek,senkerik,aviktorin,kadavy}@utb.cz | |
| utb.fulltext.dates | - | |
| utb.wos.affiliation | [Pluhacek, Michal; Senkerik, Roman; Viktorin, Adam; Kadavy, Tomas] Tomas Bata Univ Zlin, Fac Appl Informat, TG Masaryka 5555, Zlin 76005, Czech Republic | |
| utb.scopus.affiliation | Faculty of Applied Informatics, Tomas Bata University in Zlín, T.G. Masaryka 5555, Zlín, 760 05, Czech Republic | |
| utb.fulltext.faculty | Faculty of Applied Informatics | |
| utb.fulltext.faculty | Faculty of Applied Informatics | |
| utb.fulltext.faculty | Faculty of Applied Informatics | |
| utb.fulltext.faculty | Faculty of Applied Informatics |
