jMetal: A Java']Java framework for multi-objective optimization

被引:819
作者
Durillo, Juan J. [1 ]
Nebro, Antonio J. [1 ]
机构
[1] Univ Malaga, Dept Lenguajes & Ciencias Computac, E-29071 Malaga, Spain
关键词
Multi-objective optimization; Metaheuristics; Software tool; Object-oriented architecture; Performance assessment support; Experimentation; EVOLUTIONARY ALGORITHMS; METAHEURISTICS;
D O I
10.1016/j.advengsoft.2011.05.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper describes jMetal, an object-oriented Java-based framework aimed at the development, experimentation, and study of metaheuristics for solving multi-objective optimization problems. jMetal includes a number of classic and modern state-of-the-art optimizers, a wide set of benchmark problems, and a set of well-known quality indicators to assess the performance of the algorithms. The framework also provides support to carry out full experimental studies, which can be configured and executed by using jMetal's graphical interface. Other features include the automatic generation of statistical information of the obtained results, and taking advantage of the current availability of multi-core processors to speed-up the running time of the experiments. In this work, we include two case studies to illustrate the use of jMetal in both solving a problem with a metaheuristic and designing and performing an experimental study. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:760 / 771
页数:12
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