A modified binary-PSO for continuous optimization

Metaheuristics based on swarm intelligence simulate the behavior of a biological social system like as a flock of birds or a swarm of bees, and they have achieved important advances for solving optimization problems. In this paper, we propose a variant for a particular kind of those metaheurisitcs:...

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Detalles Bibliográficos
Autores principales: Orellana, Alina, Minetti, Gabriela F.
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2009
Materias:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/20886
Aporte de:
id I19-R120-10915-20886
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Particle Swarm Optimization (PSO)
Heuristic methods
swarm intelligence
spellingShingle Ciencias Informáticas
Particle Swarm Optimization (PSO)
Heuristic methods
swarm intelligence
Orellana, Alina
Minetti, Gabriela F.
A modified binary-PSO for continuous optimization
topic_facet Ciencias Informáticas
Particle Swarm Optimization (PSO)
Heuristic methods
swarm intelligence
description Metaheuristics based on swarm intelligence simulate the behavior of a biological social system like as a flock of birds or a swarm of bees, and they have achieved important advances for solving optimization problems. In this paper, we propose a variant for a particular kind of those metaheurisitcs: Particle Swarm Optimization (PSO). This modification arises after discovering a low rate of convergence produced by a high level of dispersal at the swarm. Finally, we analyzed and compared the results obtained by an original PSO algorithm and our proposal. From those, we can see the improvement obtained by our variant since it allows to explore more the search space.
format Objeto de conferencia
Objeto de conferencia
author Orellana, Alina
Minetti, Gabriela F.
author_facet Orellana, Alina
Minetti, Gabriela F.
author_sort Orellana, Alina
title A modified binary-PSO for continuous optimization
title_short A modified binary-PSO for continuous optimization
title_full A modified binary-PSO for continuous optimization
title_fullStr A modified binary-PSO for continuous optimization
title_full_unstemmed A modified binary-PSO for continuous optimization
title_sort modified binary-pso for continuous optimization
publishDate 2009
url http://sedici.unlp.edu.ar/handle/10915/20886
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