Genetic and Simulated Annealing Algorithm based on Chaos Variables

被引:0
|
作者
Jiang, Jing [1 ]
Tan, Boxue [1 ]
Meng, Lidong [1 ]
Jiang, Lin [2 ]
机构
[1] Shandong Univ Technol, Sch Elect & Elect Engn, Zibo, Shandong, Peoples R China
[2] Anyang Steel & Iron Corp, Second Steel Plant, Anyang, Henan, Peoples R China
关键词
genetic algorithm; simulated annealing; chaos variables;
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
It is a research trend to incorporate neural network with genetic algorithm for solving technical and practical problems. As a single genetic algorithm has slow convergent speed and it is easily falling into local optimum, this paper presents a genetic and simulated annealing hybrid algorithm, which searches the neighborhood using chaos variables. And this paper trains a neural network using the single genetic algorithm and the proposed hybrid algorithm respectively. Simulation results show that the hybrid algorithm has more rapid convergent speed and better searching ability to find the global optimum.
引用
收藏
页码:424 / +
页数:2
相关论文
共 50 条
  • [21] Regression Analysis Research Based on Simulated Annealing Genetic Algorithm
    Duan Li-li
    Teng Yue-min
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON INFORMATION, ELECTRONIC AND COMPUTER SCIENCE, VOLS I AND II, 2009, : 213 - 216
  • [22] Improved K-medoids algorithm based on genetic simulated annealing algorithm
    Han, Xiao
    Liu, Shu-Fen
    Xu, Tian-Qi
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2015, 45 (02): : 619 - 623
  • [23] A Hybrid Algorithm Based on Genetic Algorithm and Simulated Annealing for Solving Portfolio Problem
    Wang, Zhufang
    Cui, Donghong
    2009 INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING, PROCEEDINGS, 2009, : 106 - 109
  • [24] Improved genetic algorithm for fabric formulation prediction based on simulated annealing algorithm
    Xu X.
    Fangzhi Xuebao/Journal of Textile Research, 2021, 42 (07): : 123 - 128
  • [25] Vibration Spectral Component Analysis Based on Genetic Algorithm and Simulated Annealing Algorithm
    Huang Fan
    Zhang Xukun
    Sun Lu
    Liu Weiwei
    LASER & OPTOELECTRONICS PROGRESS, 2020, 57 (09)
  • [26] Localization Algorithm for Wireless Sensor Network based on Genetic Simulated Annealing Algorithm
    Zhang, Qingguo
    Wang, Jinghua
    Jin, Cong
    Zeng, Qingjiang
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 3539 - 3543
  • [27] Image encryption scheme using chaos and simulated annealing algorithm
    Wang, Xingyuan
    Liu, Chuanming
    Xu, Dahai
    Liu, Chongxin
    NONLINEAR DYNAMICS, 2016, 84 (03) : 1417 - 1429
  • [28] Image encryption scheme using chaos and simulated annealing algorithm
    Xingyuan Wang
    Chuanming Liu
    Dahai Xu
    Chongxin Liu
    Nonlinear Dynamics, 2016, 84 : 1417 - 1429
  • [29] Hybrid Architecture of Genetic Algorithm and Simulated Annealing
    Yoshikawa, Masaya
    Yamauchi, Hironori
    Terai, Hidekazu
    ENGINEERING LETTERS, 2008, 16 (03)
  • [30] An Adaptive Simulated Annealing Genetic Hybrid Algorithm
    Mu Hui
    Yang Shao-wei
    2011 3RD WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING (ACC 2011), VOL 4, 2011, 4 : 123 - 128