The jMetal Framework for Multi-Objective Optimization: Design and Architecture

被引:0
作者
Durillo, Juan J. [1 ]
Nebro, Antonio J. [1 ]
Alba, Enrique [1 ]
机构
[1] Univ Malaga, Dept Lenguajes & Ciencias Computac, E-29071 Malaga, Spain
来源
2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) | 2010年
关键词
EVOLUTIONARY ALGORITHMS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
jMetal is a Java-based framework for multi-objective optimization using metaheuristics. It is a flexible, extensible, and easy-to-use software package that has been used in a wide range of applications. In this paper, we describe the design issues underlying jMetal, focusing mainly on its internal architecture, with the aim of offering a comprehensive view of its main features to interested researchers. Among the covered topics, we detail the basic components facilitating the implementation of multi-objective metaheuristics (solution representations, operators, problems, density estimators, archives), the included quality indicators to assess the performance of the algorithms, and jMetal's support to carry out full experimental studies.
引用
收藏
页数:8
相关论文
共 50 条
[31]   Applications of multi-objective structure optimization [J].
Gepperth, A ;
Roth, S .
NEUROCOMPUTING, 2006, 69 (7-9) :701-713
[32]   MOBOpt - multi-objective Bayesian optimization [J].
Galuzio, Paulo Paneque ;
de Vasconcelos Segundo, Emerson Hochsteiner ;
Coelho, Leandro dos Santos ;
Mariani, Viviana Cocco .
SOFTWAREX, 2020, 12
[33]   Multi-Objective Optimization of Plastics Thermoforming [J].
Gaspar-Cunha, Antonio ;
Costa, Paulo ;
Galuppo, Wagner de Campos ;
Nobrega, Joao Miguel ;
Duarte, Fernando ;
Costa, Lino .
MATHEMATICS, 2021, 9 (15)
[34]   Multi-objective chaos game optimization [J].
Khodadadi, Nima ;
Abualigah, Laith ;
Al-Tashi, Qasem ;
Mirjalili, Seyedali .
NEURAL COMPUTING & APPLICATIONS, 2023, 35 (20) :14973-15004
[35]   Multi-objective Moth Flame Optimization [J].
Vikas ;
Nanda, Satyasai Jagannath .
2016 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2016, :2470-2476
[36]   Uncertainty on Multi-objective Optimization Problems [J].
Costa, Lino ;
Espirito Santo, Isabel A. C. P. ;
Oliveira, Pedro .
NUMERICAL ANALYSIS AND APPLIED MATHEMATICS ICNAAM 2011: INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, VOLS A-C, 2011, 1389
[37]   Multi-objective bacterial foraging optimization [J].
Niu, Ben ;
Wang, Hong ;
Wang, Jingwen ;
Tan, Lijing .
NEUROCOMPUTING, 2013, 116 :336-345
[38]   MOMPA: Multi-objective marine predator algorithm for solving multi-objective optimization problems [J].
Jangir, Pradeep ;
Buch, Hitarth ;
Mirjalili, Seyedali ;
Manoharan, Premkumar .
EVOLUTIONARY INTELLIGENCE, 2023, 16 (01) :169-195
[39]   Methods for multi-objective optimization: An analysis [J].
Giagkiozis, I. ;
Fleming, P. J. .
INFORMATION SCIENCES, 2015, 293 :338-350
[40]   MULTI-OBJECTIVE OPTIMIZATION OF ROBOT GRIPPERS [J].
Stefanache, Cornel ;
Stanescu, Cristina ;
Tudose, Lucian .
SIXTH INTERNATIONAL SYMPOSIUM ABOUT FORMING AND DESIGN IN MECHANICAL ENGINEERING, 2010, :63-68