Experimental Investigation of Recombination Operators for Differential Evolution

Felipe Campelo; Moisés Botelho

doi:10.1145/2908812.2908852

Experimental Investigation of Recombination Operators for Differential Evolution

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

Abstract

This paper presents a systematic investigation of the effects of sixteen recombination operators for real-coded spaces on the performance of Differential Evolution. A unified description of the operators in terms of mathematical operations of vectors is presented, and a standardized implementation is provided in the form of an R package. The objectives are to simplify the examination of similarities and differences between operators as well as the understanding of their effects on the population, and to provide a platform in which future operators can be incorporated and evaluated. An experimental comparison of the recombination operators is conducted using twenty-eight test problems, and the results are used to discuss possibly promising directions in the development of improved operators for differential evolution.

Original language	English
Title of host publication	Proceedings of the Genetic and Evolutionary Computation Conference - GECCO '16
Publisher	ACM
Pages	221-228
Number of pages	8
ISBN (Print)	9781450342063
DOIs	https://doi.org/10.1145/2908812.2908852
Publication status	Published - 20 Jul 2016

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10.1145/2908812.2908852

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title = "Experimental Investigation of Recombination Operators for Differential Evolution",

abstract = "This paper presents a systematic investigation of the effects of sixteen recombination operators for real-coded spaces on the performance of Differential Evolution. A unified description of the operators in terms of mathematical operations of vectors is presented, and a standardized implementation is provided in the form of an R package. The objectives are to simplify the examination of similarities and differences between operators as well as the understanding of their effects on the population, and to provide a platform in which future operators can be incorporated and evaluated. An experimental comparison of the recombination operators is conducted using twenty-eight test problems, and the results are used to discuss possibly promising directions in the development of improved operators for differential evolution.",

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N2 - This paper presents a systematic investigation of the effects of sixteen recombination operators for real-coded spaces on the performance of Differential Evolution. A unified description of the operators in terms of mathematical operations of vectors is presented, and a standardized implementation is provided in the form of an R package. The objectives are to simplify the examination of similarities and differences between operators as well as the understanding of their effects on the population, and to provide a platform in which future operators can be incorporated and evaluated. An experimental comparison of the recombination operators is conducted using twenty-eight test problems, and the results are used to discuss possibly promising directions in the development of improved operators for differential evolution.

AB - This paper presents a systematic investigation of the effects of sixteen recombination operators for real-coded spaces on the performance of Differential Evolution. A unified description of the operators in terms of mathematical operations of vectors is presented, and a standardized implementation is provided in the form of an R package. The objectives are to simplify the examination of similarities and differences between operators as well as the understanding of their effects on the population, and to provide a platform in which future operators can be incorporated and evaluated. An experimental comparison of the recombination operators is conducted using twenty-eight test problems, and the results are used to discuss possibly promising directions in the development of improved operators for differential evolution.

UR - https://dl.acm.org/citation.cfm?doid=2908812.2908852

U2 - 10.1145/2908812.2908852

DO - 10.1145/2908812.2908852

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SP - 221

EP - 228

BT - Proceedings of the Genetic and Evolutionary Computation Conference - GECCO '16

PB - ACM

ER -

Experimental Investigation of Recombination Operators for Differential Evolution

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Genetic and Evolutionary Computation Conference 2016

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Experimental Investigation of Recombination Operators for Differential Evolution

Abstract

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Genetic and Evolutionary Computation Conference 2016

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