Dynamic selection of migration flows in island model differential evolution

Rodolfo A. Lopes; Rodrigo C. Pedrosa Silva; Felipe Campelo; Frederico G. Guimarães

doi:10.1145/2464576.2464662

Dynamic selection of migration flows in island model differential evolution

Rodolfo A. Lopes
, Rodrigo C. Pedrosa Silva
, Felipe Campelo
, Frederico G. Guimarães

College of Engineering and Physical Sciences

Research output: Chapter in Book/Published conference output › Conference publication

8 Citations (Scopus)

Abstract

In this paper, a new approach to the topology configuration problem in the Island Model (IM) is proposed. The mechanism proposed works with a pool of candidates for migration and the choice of immigrants is performed using the usual selection techniques of evolutionary algorithms. Computational tests on IM versions of the Differential Evolution show positive effects of the proposed approach in terms of the number of function evaluations required for convergence.

Original language	English
Title of host publication	Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13
Publisher	ACM
Pages	173-174
ISBN (Print)	9781450319645
DOIs	https://doi.org/10.1145/2464576.2464662
Publication status	Published - 2013

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10.1145/2464576.2464662

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title = "Dynamic selection of migration flows in island model differential evolution",

abstract = "In this paper, a new approach to the topology configuration problem in the Island Model (IM) is proposed. The mechanism proposed works with a pool of candidates for migration and the choice of immigrants is performed using the usual selection techniques of evolutionary algorithms. Computational tests on IM versions of the Differential Evolution show positive effects of the proposed approach in terms of the number of function evaluations required for convergence.",

author = "Lopes, \{Rodolfo A.\} and Silva, \{Rodrigo C. Pedrosa\} and Felipe Campelo and Guimar{\~a}es, \{Frederico G.\}",

year = "2013",

doi = "10.1145/2464576.2464662",

language = "English",

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T1 - Dynamic selection of migration flows in island model differential evolution

AU - Lopes, Rodolfo A.

AU - Silva, Rodrigo C. Pedrosa

AU - Campelo, Felipe

AU - Guimarães, Frederico G.

PY - 2013

Y1 - 2013

N2 - In this paper, a new approach to the topology configuration problem in the Island Model (IM) is proposed. The mechanism proposed works with a pool of candidates for migration and the choice of immigrants is performed using the usual selection techniques of evolutionary algorithms. Computational tests on IM versions of the Differential Evolution show positive effects of the proposed approach in terms of the number of function evaluations required for convergence.

AB - In this paper, a new approach to the topology configuration problem in the Island Model (IM) is proposed. The mechanism proposed works with a pool of candidates for migration and the choice of immigrants is performed using the usual selection techniques of evolutionary algorithms. Computational tests on IM versions of the Differential Evolution show positive effects of the proposed approach in terms of the number of function evaluations required for convergence.

UR - https://dl.acm.org/citation.cfm?doid=2464576.2464662

U2 - 10.1145/2464576.2464662

DO - 10.1145/2464576.2464662

M3 - Conference publication

SN - 9781450319645

SP - 173

EP - 174

BT - Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13

PB - ACM

ER -

Dynamic selection of migration flows in island model differential evolution

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