A review of velocity-type PSO variants
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 p...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
SAGE Publishing
2017-03-01
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| Series: | Journal of Algorithms & Computational Technology |
| Online Access: | https://doi.org/10.1177/1748301816665021 |
| _version_ | 1818063467827953664 |
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| author | Ivo Sousa-Ferreira Duarte Sousa |
| author_facet | Ivo Sousa-Ferreira Duarte Sousa |
| author_sort | Ivo Sousa-Ferreira |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-12-10T14:20:34Z |
| format | Article |
| id | doaj.art-d222360083454b3ebbfc266b24759da7 |
| institution | Directory Open Access Journal |
| issn | 1748-3018 1748-3026 |
| language | English |
| last_indexed | 2024-12-10T14:20:34Z |
| publishDate | 2017-03-01 |
| publisher | SAGE Publishing |
| record_format | Article |
| series | Journal of Algorithms & Computational Technology |
| spelling | doaj.art-d222360083454b3ebbfc266b24759da72022-12-22T01:45:13ZengSAGE PublishingJournal of Algorithms & Computational Technology1748-30181748-30262017-03-011110.1177/174830181666502110.1177_1748301816665021A review of velocity-type PSO variantsIvo Sousa-FerreiraDuarte SousaThis 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.https://doi.org/10.1177/1748301816665021 |
| spellingShingle | Ivo Sousa-Ferreira Duarte Sousa A review of velocity-type PSO variants Journal of Algorithms & Computational Technology |
| title | A review of velocity-type PSO variants |
| title_full | A review of velocity-type PSO variants |
| title_fullStr | A review of velocity-type PSO variants |
| title_full_unstemmed | A review of velocity-type PSO variants |
| title_short | A review of velocity-type PSO variants |
| title_sort | review of velocity type pso variants |
| url | https://doi.org/10.1177/1748301816665021 |
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