A Multi-Objective Memetic Algorithm Based on Chaos Optimization

被引:2
|
作者
Ammaruekarat, Paranya [1 ]
Meesad, Phayung [1 ]
机构
[1] King Mongkuts Univ Technol N Bangkok, Dept Informat Technol, Bangkok, Thailand
关键词
Multi-Objective Memetic algorithm; Chaos Optimization; Chaos Mutation;
D O I
10.4028/www.scientific.net/AMM.130-134.725
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this research, a new Memetic Algorithm (MA) for Multi-Objective (MO) optimization is proposed, which combines ability of chaos optimization algorithm is proposed based on the ergodic and stochastic properties of the chaos variables. A new MA updating strategy is proposed based upon the concept to deal with the problem of premature convergence and diversity maintenance within the chromosome. The proposed features are examined to show effects in MO optimization. The comparative study shows the effectiveness of the proposed MA, which produces solution sets that are highly competitive in terms of convergence Measurement and Spread Measurement.
引用
收藏
页码:725 / 729
页数:5
相关论文
共 50 条
  • [31] Multi-objective memetic differential evolution optimization algorithm for text clustering problems
    Mustafa, Hossam M. J.
    Ayob, Masri
    Shehadeh, Hisham A.
    Abu-Taleb, Sawsan
    [J]. NEURAL COMPUTING & APPLICATIONS, 2023, 35 (02): : 1711 - 1731
  • [32] A novel multi-objective coverage optimization memetic algorithm for directional sensor networks
    Wang, Aimin
    Gao, Yingnan
    Wu, Jing
    Sun, Geng
    Jia, Wenjuan
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2016, 12 (07): : 1 - 9
  • [33] Multi-objective memetic differential evolution optimization algorithm for text clustering problems
    Hossam M. J. Mustafa
    Masri Ayob
    Hisham A. Shehadeh
    Sawsan Abu-Taleb
    [J]. Neural Computing and Applications, 2023, 35 : 1711 - 1731
  • [34] A Multi-objective Memetic Algorithm for Network-wide Flights Planning Optimization
    Yan, Su
    Cai, Kaiquan
    Zhu, Yanbo
    [J]. 2015 IEEE 27TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2015), 2015, : 518 - 525
  • [35] Multi-objective chaos game optimization
    Khodadadi, Nima
    Abualigah, Laith
    Al-Tashi, Qasem
    Mirjalili, Seyedali
    [J]. NEURAL COMPUTING & APPLICATIONS, 2023, 35 (20): : 14973 - 15004
  • [36] Multi-objective chaos game optimization
    Nima Khodadadi
    Laith Abualigah
    Qasem Al-Tashi
    Seyedali Mirjalili
    [J]. Neural Computing and Applications, 2023, 35 : 14973 - 15004
  • [37] A Parallel Multi-objective Memetic Algorithm Based on the IGD plus Indicator
    Manoatl Lopez, Edgar
    Coello Coello, Carlos A.
    [J]. PARALLEL PROBLEM SOLVING FROM NATURE - PPSN XIV, 2016, 9921 : 473 - 482
  • [38] A Multi-objective Evolutionary Algorithm based on Decomposition for Constrained Multi-objective Optimization
    Martinez, Saul Zapotecas
    Coello, Carlos A. Coello
    [J]. 2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 429 - 436
  • [39] A memetic algorithm for multi-objective dynamic location problems
    Joana Dias
    M. Eugénia Captivo
    João Clímaco
    [J]. Journal of Global Optimization, 2008, 42 : 221 - 253
  • [40] A memetic algorithm for multi-objective dynamic location problems
    Dias, Joana
    Captivo, M. Eugenia
    Climaco, Joao
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2008, 42 (02) : 221 - 253