Dynamic selection of migration flows in island model differential evolution

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

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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 languageEnglish
Title of host publicationProceeding of the Genetic and Evolutionary Computation Conference - GECCO '13
PublisherACM
Pages173-174
ISBN (Print)9781450319645
DOIs
Publication statusPublished - 2013

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Function evaluation
Evolutionary algorithms
Topology

Cite this

Lopes, R. A., Silva, R. C. P., Campelo, F., & Guimarães, F. G. (2013). Dynamic selection of migration flows in island model differential evolution. In Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13 (pp. 173-174). ACM. https://doi.org/10.1145/2464576.2464662
Lopes, Rodolfo A. ; Silva, Rodrigo C. Pedrosa ; Campelo, Felipe ; Guimarães, Frederico G. / Dynamic selection of migration flows in island model differential evolution. Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13. ACM, 2013. pp. 173-174
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Lopes, RA, Silva, RCP, Campelo, F & Guimarães, FG 2013, Dynamic selection of migration flows in island model differential evolution. in Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13. ACM, pp. 173-174. https://doi.org/10.1145/2464576.2464662

Dynamic selection of migration flows in island model differential evolution. / Lopes, Rodolfo A.; Silva, Rodrigo C. Pedrosa; Campelo, Felipe; Guimarães, Frederico G.

Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13. ACM, 2013. p. 173-174.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Lopes RA, Silva RCP, Campelo F, Guimarães FG. Dynamic selection of migration flows in island model differential evolution. In Proceeding of the Genetic and Evolutionary Computation Conference - GECCO '13. ACM. 2013. p. 173-174 https://doi.org/10.1145/2464576.2464662