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A review of velocity-type PSO variants

dc.contributor.authorSousa-Ferreira, Ivo
dc.contributor.authorSousa, Duarte
dc.date.accessioned2022-04-28T13:32:28Z
dc.date.available2022-04-28T13:32:28Z
dc.date.issued2016
dc.description.abstractThis 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.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationSousa-Ferreira, I., & Sousa, D. (2017). A review of velocity-type PSO variants. Journal of Algorithms & Computational Technology, 11(1), 23-30. https://doi.org/10.1177/1748301816665021pt_PT
dc.identifier.doi10.1177/1748301816665021pt_PT
dc.identifier.urihttp://hdl.handle.net/10400.13/4238
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherSAGE Publicationspt_PT
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/pt_PT
dc.subjectStochastic algorithmspt_PT
dc.subjectParticle swarm optimizationpt_PT
dc.subjectVelocity-typept_PT
dc.subjectConstrained optimizationpt_PT
dc.subjectNonlinear programmingpt_PT
dc.subject.pt_PT
dc.subjectFaculdade de Ciências Exatas e da Engenhariapt_PT
dc.titleA review of velocity-type PSO variantspt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage30pt_PT
oaire.citation.issue1pt_PT
oaire.citation.startPage23pt_PT
oaire.citation.titleJournal of Algorithms & Computational Technologypt_PT
oaire.citation.volume11pt_PT
person.familyNameSousa Ferreira
person.givenNameIvo Miguel
person.identifier.ciencia-id6E10-F64C-8B54
person.identifier.orcid0000-0001-5526-3594
person.identifier.scopus-author-id57193736632
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublication834c0886-b3ef-4b47-8393-407e96d4bd50
relation.isAuthorOfPublication.latestForDiscovery834c0886-b3ef-4b47-8393-407e96d4bd50

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