The MOEADr Package: A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition

Multiobjective evolutionary algorithms based on decomposition (MOEA/D) represent a widely used class of population-based metaheuristics for the solution of multicriteria optimization problems. We introduce the MOEADr package, which offers many of these variants as instantiations of a component-orien...

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Veröffentlicht in:Journal of statistical software Jg. 92; H. 6; S. 1 - 39
Hauptverfasser: Campelo, Felipe, Batista, Lucas S., Aranha, Claus
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Foundation for Open Access Statistics 01.02.2020
Schlagworte:
component-oriented design
moea/d
multiobjective evolutionary algorithms
ISSN:1548-7660, 1548-7660
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Abstract Multiobjective evolutionary algorithms based on decomposition (MOEA/D) represent a widely used class of population-based metaheuristics for the solution of multicriteria optimization problems. We introduce the MOEADr package, which offers many of these variants as instantiations of a component-oriented framework. This approach contributes for easier reproducibility of existing MOEA/D variants from the literature, as well as for faster development and testing of new composite algorithms. The package offers an standardized, modular implementation of MOEA/D based on this framework, which was designed aiming at providing researchers and practitioners with a standard way to discuss and express MOEA/D variants. In this paper we introduce the design principles behind the MOEADr package, as well as its current components. Three case studies are provided to illustrate the main aspects of the package.
AbstractList Multiobjective evolutionary algorithms based on decomposition (MOEA/D) represent a widely used class of population-based metaheuristics for the solution of multicriteria optimization problems. We introduce the MOEADr package, which offers many of these variants as instantiations of a component-oriented framework. This approach contributes for easier reproducibility of existing MOEA/D variants from the literature, as well as for faster development and testing of new composite algorithms. The package offers an standardized, modular implementation of MOEA/D based on this framework, which was designed aiming at providing researchers and practitioners with a standard way to discuss and express MOEA/D variants. In this paper we introduce the design principles behind the MOEADr package, as well as its current components. Three case studies are provided to illustrate the main aspects of the package.
Author Batista, Lucas S.
Aranha, Claus
Campelo, Felipe
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SubjectTerms component-oriented design
moea/d
multiobjective evolutionary algorithms
Title The MOEADr Package: A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition
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