The MOEADr Package: A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition
Dublin Core
Title
The MOEADr Package: A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition
Subject
MOEA/D, multiobjective evolutionary algorithms, R, component-oriented design
Description
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
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
Creator
Felipe Campelo
Source
https://www.jstatsoft.org/article/view/v092i06
Publisher
Aston University
Date
February 2020
Contributor
Fajar bagus W
Format
PDf
Language
Indonesia
Type
Text
Files
Collection
Citation
Felipe Campelo, “The MOEADr Package: A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition,” Repository Horizon University Indonesia, accessed April 4, 2025, https://repository.horizon.ac.id/items/show/8110.