Agent-Based Multi-Objective Evolutionary Algorithm with Sexual Selection

被引:1
作者
Drezewski, Rafal [1 ]
Siwik, Leszek [1 ]
机构
[1] AGH Univ Sci & Technol, Dept Comp Sci, Krakow, Poland
来源
2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8 | 2008年
关键词
D O I
10.1109/CEC.2008.4631296
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Evolutionary algorithms are (meta-)heuristic techniques used in the case of search, optimization, and adaptation problems, which cannot be solved with the use of traditional methods. Sexual selection mechanism helps to maintain the population diversity in evolutionary algorithms. In this paper the agent-based realization of multi-objective evolutionary algorithm with sexual selection mechanism is presented. The system is evaluated with the use of Zitzler's test problems and compared to "classical" multi-objective evolutionary algorithms.
引用
收藏
页码:3679 / 3684
页数:6
相关论文
共 50 条
[21]   Decomposition based Multi-Objective Evolutionary Algorithm in XCS for Multi-Objective Reinforcement Learning [J].
Cheng, Xiu ;
Browne, Will N. ;
Zhang, Mengjie .
2018 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2018, :622-629
[22]   A Multi-Objective Evolutionary Algorithm Based on Bilayered Decomposition for Constrained Multi-Objective Optimization [J].
Yasuda, Yusuke ;
Kumagai, Wataru ;
Tamura, Kenichi ;
Yasuda, Keiichiro .
IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2025, 20 (02) :244-262
[23]   A multi-modal multi-objective evolutionary algorithm based on dual decomposition and subset selection [J].
Xiong, Minghui ;
Xiong, Wei ;
Liu, Zheng ;
Liu, Yali ;
Han, Chi .
SWARM AND EVOLUTIONARY COMPUTATION, 2024, 84
[24]   Survey of multi-objective evolutionary algorithm based on genetic algorithm [J].
Li Li ;
Pan Feng .
PROCEEDINGS OF THE 2007 CHINESE CONTROL AND DECISION CONFERENCE, 2007, :363-366
[25]   Knowledge-guided multi-objective multi-agent evolutionary algorithm [J].
Wu, Ya-Li, 1600, South China University of Technology (31) :1069-1076
[26]   Improved multi-objective evolutionary algorithm for multi-agent coalition formation [J].
Xu, B. (xubo807127940@163.com), 1600, Academy Publisher (08) :2991-2995
[27]   Multi-objective Evolutionary Feature Selection [J].
Kundu, Partha Pratim ;
Mitra, Sushmita .
PATTERN RECOGNITION AND MACHINE INTELLIGENCE, PROCEEDINGS, 2009, 5909 :74-79
[28]   The convergence of a multi-objective evolutionary algorithm based on grids [J].
Zhou, YR ;
He, J .
ADVANCES IN NATURAL COMPUTATION, PT 2, PROCEEDINGS, 2005, 3611 :1015-1024
[29]   A dynamic multi-objective evolutionary algorithm based on prediction [J].
Wu, Fei ;
Chen, Jiacheng ;
Wang, Wanliang .
JOURNAL OF COMPUTATIONAL DESIGN AND ENGINEERING, 2023, 10 (01) :1-15
[30]   A Multi-Objective Evolutionary Algorithm Based on Adaptive Grid [J].
Yu, Bonan ;
Gu, Tianlong ;
Chang, Liang ;
Li, Li ;
Lan, Rushi ;
Sun, Peng .
2019 9TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST2019), 2019, :71-77