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
来源：
MECHANICAL AND ELECTRONICS ENGINEERING III, PTS 1-5 | 2012年 / 130-134卷
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
  • [21] A Surrogate-assisted Memetic Algorithm for Interval Multi-objective Optimization
    Sun, Jing
    Miao, Zhuang
    Gong, Dunwei
    [J]. 2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017,
  • [22] Parameter optimization of cognitive engine based on chaos multi-objective immune algorithm
    Chai Zheng-Yi
    Chen Liang
    Zhu Si-Feng
    [J]. ACTA PHYSICA SINICA, 2012, 61 (05)
  • [23] The Multi-objective Water Resources Optimization Scheduling based on Chaos Genetic Algorithm
    Zhao Xiao-qiang
    He Zhi-e
    [J]. 2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 4500 - 4505
  • [24] A memetic procedure for global multi-objective optimization
    Matteo Lapucci
    Pierluigi Mansueto
    Fabio Schoen
    [J]. Mathematical Programming Computation, 2023, 15 : 227 - 267
  • [25] A memetic procedure for global multi-objective optimization
    Lapucci, Matteo
    Mansueto, Pierluigi
    Schoen, Fabio
    [J]. MATHEMATICAL PROGRAMMING COMPUTATION, 2023, 15 (02) : 227 - 267
  • [26] The Process Optimization of Train Operation with Time Constraint Based on Improved Multi-objective Memetic Algorithm
    Wang, Longda
    Wang, Xingcheng
    Sun, Dawei
    Hao, Hua
    Wang, Weixuan
    [J]. 2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION, CYBERNETICS AND COMPUTATIONAL SOCIAL SYSTEMS (ICCSS), 2017, : 111 - 116
  • [27] RDS-NSGA-II: a memetic algorithm for reference point based multi-objective optimization
    Hernandez Mejia, Jesus Alejandro
    Schutze, Oliver
    Cuate, Oliver
    Lara, Adriana
    Deb, Kalyanmoy
    [J]. ENGINEERING OPTIMIZATION, 2017, 49 (05) : 828 - 845
  • [28] Multi-objective Reactive Power Optimization Based on Refined Chaos Particle Swarm Optimization Algorithm
    Ai, Ying
    Nie, Hongwei
    Su, Yixin
    Zhang, Danhong
    Peng, Yao
    [J]. CURRENT DEVELOPMENT OF MECHANICAL ENGINEERING AND ENERGY, PTS 1 AND 2, 2014, 494-495 : 1857 - +
  • [29] 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
  • [30] 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
12345