Improving Artificial Bee Colony Algorithm with Evolutionary Operators

In this paper, we analyze the effect of replacing the method to create new solutions in artificial bee colony algorithm by recombination operators. Since the original method is similar to the recombination process used in evolutionary algorithms. For that purpose, we present a systematic investigati...

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Detalles Bibliográficos
Autores principales: Minetti, Gabriela F., Salto, Carolina
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2017
Materias:
Ciencias Informáticas
ABC algorithm
recombination
parameter tuning
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/63490
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-63490
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
ABC algorithm
recombination
parameter tuning
spellingShingle Ciencias Informáticas
ABC algorithm
recombination
parameter tuning
Minetti, Gabriela F.
Salto, Carolina
Improving Artificial Bee Colony Algorithm with Evolutionary Operators
topic_facet Ciencias Informáticas
ABC algorithm
recombination
parameter tuning
description In this paper, we analyze the effect of replacing the method to create new solutions in artificial bee colony algorithm by recombination operators. Since the original method is similar to the recombination process used in evolutionary algorithms. For that purpose, we present a systematic investigation of the effect of using six different recombination operators for real-coded representations at the employed bee step. All analysis is carried out using well known test problems. The experimental results suggest that the method to generate a new candidate food position plays an important role in the performance of the algorithm.
format Objeto de conferencia
Objeto de conferencia
author Minetti, Gabriela F.
Salto, Carolina
author_facet Minetti, Gabriela F.
Salto, Carolina
author_sort Minetti, Gabriela F.
title Improving Artificial Bee Colony Algorithm with Evolutionary Operators
title_short Improving Artificial Bee Colony Algorithm with Evolutionary Operators
title_full Improving Artificial Bee Colony Algorithm with Evolutionary Operators
title_fullStr Improving Artificial Bee Colony Algorithm with Evolutionary Operators
title_full_unstemmed Improving Artificial Bee Colony Algorithm with Evolutionary Operators
title_sort improving artificial bee colony algorithm with evolutionary operators
publishDate 2017
url http://sedici.unlp.edu.ar/handle/10915/63490
work_keys_str_mv AT minettigabrielaf improvingartificialbeecolonyalgorithmwithevolutionaryoperators
AT saltocarolina improvingartificialbeecolonyalgorithmwithevolutionaryoperators
bdutipo_str Repositorios
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