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dc.title | On modifications towards improvement of the exploitation phase for SOMA algorithm with clustering-aided migration and adaptive perturbation vector control | en |
dc.contributor.author | Kadavý, Tomáš | |
dc.contributor.author | Viktorin, Adam | |
dc.contributor.author | Pluháček, Michal | |
dc.contributor.author | Kovář, Stanislav | |
dc.relation.ispartof | 2021 IEEE Symposium Series on Computational Intelligence, SSCI 2021 - Proceedings | |
dc.identifier.isbn | 978-1-72819-048-8 | |
dc.date.issued | 2021 | |
dc.event.title | 2021 IEEE Symposium Series on Computational Intelligence, SSCI 2021 | |
dc.event.location | Orlando, FL | |
utb.event.state-en | United States | |
utb.event.state-cs | Spojené státy americké | |
dc.event.sdate | 2021-12-05 | |
dc.event.edate | 2021-12-07 | |
dc.type | conferenceObject | |
dc.language.iso | en | |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
dc.identifier.doi | 10.1109/SSCI50451.2021.9659916 | |
dc.relation.uri | https://ieeexplore.ieee.org/document/9659916 | |
dc.subject | SOMA | en |
dc.subject | SOMA-CLP | en |
dc.subject | k-means | en |
dc.subject | clustering | en |
dc.subject | benchmarking | en |
dc.subject | CEC 2021 | en |
dc.subject | population dynamics | en |
dc.description.abstract | This paper represents the next step in the development of the recently proposed single objective metaheuristic algorithm - Self-Organizing Migrating Algorithm with CLustering-aided migration and adaptive Perturbation vector control (SOMA-CLP). The CEC 2021 single objective bound-constrained optimization benchmark testbed was used for the performance evaluation of the modifications of the algorithm. The presented modifications were invoked by the results of CEC 2021 competition, where the SOMA-CLP ranked 7th out of 9 competing algorithms. This paper introduces three modifications of population organization process focusing on one particular phase of the SOMA-CLP algorithm aimed at exploitation. All results were compared and tested for statistical significance against the original variant using the Friedman rank test. The algorithm modification and analysis of the results presented here can be inspiring for other researchers working on the development and modifications of evolutionary computing techniques. © 2021 IEEE. | en |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1010886 | |
utb.identifier.obdid | 43883102 | |
utb.identifier.scopus | 2-s2.0-85125804159 | |
utb.identifier.wok | 000824464300097 | |
utb.source | d-scopus | |
dc.date.accessioned | 2022-03-21T08:23:44Z | |
dc.date.available | 2022-03-21T08:23:44Z | |
dc.description.sponsorship | IGA/CebiaTech/2021/001 | |
dc.description.sponsorship | Internal Grant Agency of Tomas Bata University [IGA/CebiaTech/2021/001] | |
utb.contributor.internalauthor | Kadavý, Tomáš | |
utb.contributor.internalauthor | Viktorin, Adam | |
utb.contributor.internalauthor | Pluháček, Michal | |
utb.contributor.internalauthor | Kovář, Stanislav | |
utb.fulltext.affiliation | Tomas Kadavy Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic kadavy@utb.cz Adam Viktorin Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic aviktorin@utb.cz Michal Pluhacek Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic pluhacek@utb.cz Stanislav Kovar Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic skovar@utb.c | |
utb.fulltext.dates | - | |
utb.fulltext.sponsorship | This work was supported by the Internal Grant Agency of Tomas Bata University under the Projects no. IGA/CebiaTech/2021/001, and further by the resources of A.I.Lab at the Faculty of Applied Informatics, Tomas Bata University in Zlin (ailab.fai.utb.cz). | |
utb.wos.affiliation | [Kadavy, Tomas; Viktorin, Adam; Pluhacek, Michal; Kovar, Stanislav] Tomas Bata Univ Zlin, Fac Appl Informat, Zlin, Czech Republic | |
utb.scopus.affiliation | Tomas Bata University in Zlin, Faculty of Applied Informatics, Zlin, Czech Republic | |
utb.fulltext.projects | 10.13039/100017430 | |
utb.fulltext.projects | IGA/CebiaTech/2021/001 | |
utb.fulltext.faculty | Faculty of Applied Informatics | |
utb.fulltext.ou | - |