Chaotic Evolution Algorithm with Multiple Chaotic Systems

被引:0
|
作者
Thoa, Tran Thi [1 ]
Pei, Yan [2 ]
机构
[1] Univ Aizu, Sch Comp Sci & Engn, Fukushima 9658580, Japan
[2] Univ Aizu, Comp Sci Div, Fukushima 9658580, Japan
来源
2020 59TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE) | 2020年
关键词
chaotic evolution algorithm; chaotic system; optimization; chaos theory; ergodicity;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce and discuss the methodology of the chaotic evolution (CE) algorithms, which is supported by a chaotic system. Because properties of the chaotic systems are the essential factors to influence the performance of the CE algorithms, we design and analyse several CE algorithms using different chaotic systems: logistic map, tent map, Gauss map and Henon map in a well-designed chaotic evolution framework. We propose a new CE algorithm using the combination of these chaotic systems to accelerate the convergence speed and improve convergence performance and analyse its effectiveness by comparing these new algorithms with our previous proposed CE algorithm with the logistic map. From the evaluation, our proposed CE helps the search to avoid the local optimum.
引用
收藏
页码:814 / 819
页数:6
相关论文
共 50 条
  • [21] Using Differential Evolution Algorithm in Six-Dimensional Chaotic Synchronization Systems
    Thanh Dung Nguyen
    Phan, T. T. Dieu
    Zelinka, Ivan
    NOSTRADAMUS: MODERN METHODS OF PREDICTION, MODELING AND ANALYSIS OF NONLINEAR SYSTEMS, 2013, 192 : 215 - +
  • [22] Chaotic Mapping Genetic Algorithm with Multiple Strategies
    Zhu, Qianyu
    Yang, Yifei
    Li, Haotian
    Yang, Haichuan
    Zhang, Baohang
    Gao, Shangce
    2023 15TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE, ICACI, 2023,
  • [23] Parameter estimation for chaotic systems by hybrid differential evolution algorithm and artificial bee colony algorithm
    Li, Xiangtao
    Yin, Minghao
    NONLINEAR DYNAMICS, 2014, 77 (1-2) : 61 - 71
  • [24] Parameter estimation for chaotic systems by hybrid differential evolution algorithm and artificial bee colony algorithm
    Xiangtao Li
    Minghao Yin
    Nonlinear Dynamics, 2014, 77 : 61 - 71
  • [25] ON CHAOTIC EVOLUTION
    MOON, HT
    JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 1995, 28 : S360 - S364
  • [26] Universal Algorithm of the Nonequilibrium Dynamics of Chaotic Systems
    A. A. Oksogoev
    Russian Physics Journal, 2003, 46 (9) : 847 - 854
  • [27] NEWTON ALGORITHM AND CHAOTIC DYNAMICAL-SYSTEMS
    HURLEY, M
    MARTIN, C
    SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1984, 15 (02) : 238 - 252
  • [28] TIME EVOLUTION OF CHAOTIC QUANTUM-SYSTEMS
    HARNEY, HL
    DITTES, FM
    MULLER, A
    ANNALS OF PHYSICS, 1992, 220 (02) : 159 - 187
  • [29] Analysis of chaotic physical systems and an algorithm for control
    Christensen, SR
    Zohdy, MA
    PROCEEDINGS OF THE 1998 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 1998, : 1894 - 1898
  • [30] Improved masking algorithm for chaotic communications systems
    Milanovic, V
    Zaghloul, ME
    ELECTRONICS LETTERS, 1996, 32 (01) : 11 - 12