Publication
A review of velocity-type PSO variants
| dc.contributor.author | Sousa-Ferreira, Ivo | |
| dc.contributor.author | Sousa, Duarte | |
| dc.date.accessioned | 2022-04-28T13:32:28Z | |
| dc.date.available | 2022-04-28T13:32:28Z | |
| dc.date.issued | 2016 | |
| dc.description.abstract | This paper presents a review of the particular variants of particle swarm optimization, based on the velocity-type class. The original particle swarm optimization algorithm was developed as an unconstrained optimization technique, which lacks a model that is able to handle constrained optimization problems. The particle swarm optimization and its inapplicability in constrained optimization problems are solved using the dynamic-objective constraint-handling method. The dynamic-objective constraint-handling method is originally developed for two variants of the basic particle swarm optimization, namely restricted velocity particle swarm optimization and self-adaptive velocity particle swarm optimization. Also on the subject velocity-type class, a review of three other variants is given, specifically: (1) vertical particle swarm optimization; (2) velocity limited particle swarm optimization; and (3) particle swarm optimization with scape velocity. These velocity-type particle swarm optimization variants all have in common a velocity parameter which determines the direction/movements of the particles. | pt_PT |
| dc.description.version | info:eu-repo/semantics/publishedVersion | pt_PT |
| dc.identifier.citation | Sousa-Ferreira, I., & Sousa, D. (2017). A review of velocity-type PSO variants. Journal of Algorithms & Computational Technology, 11(1), 23-30. https://doi.org/10.1177/1748301816665021 | pt_PT |
| dc.identifier.doi | 10.1177/1748301816665021 | pt_PT |
| dc.identifier.uri | http://hdl.handle.net/10400.13/4238 | |
| dc.language.iso | eng | pt_PT |
| dc.peerreviewed | yes | pt_PT |
| dc.publisher | SAGE Publications | pt_PT |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc/4.0/ | pt_PT |
| dc.subject | Stochastic algorithms | pt_PT |
| dc.subject | Particle swarm optimization | pt_PT |
| dc.subject | Velocity-type | pt_PT |
| dc.subject | Constrained optimization | pt_PT |
| dc.subject | Nonlinear programming | pt_PT |
| dc.subject | . | pt_PT |
| dc.subject | Faculdade de Ciências Exatas e da Engenharia | pt_PT |
| dc.title | A review of velocity-type PSO variants | pt_PT |
| dc.type | journal article | |
| dspace.entity.type | Publication | |
| oaire.citation.endPage | 30 | pt_PT |
| oaire.citation.issue | 1 | pt_PT |
| oaire.citation.startPage | 23 | pt_PT |
| oaire.citation.title | Journal of Algorithms & Computational Technology | pt_PT |
| oaire.citation.volume | 11 | pt_PT |
| person.familyName | Sousa Ferreira | |
| person.givenName | Ivo Miguel | |
| person.identifier.ciencia-id | 6E10-F64C-8B54 | |
| person.identifier.orcid | 0000-0001-5526-3594 | |
| person.identifier.scopus-author-id | 57193736632 | |
| rcaap.rights | openAccess | pt_PT |
| rcaap.type | article | pt_PT |
| relation.isAuthorOfPublication | 834c0886-b3ef-4b47-8393-407e96d4bd50 | |
| relation.isAuthorOfPublication.latestForDiscovery | 834c0886-b3ef-4b47-8393-407e96d4bd50 |
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