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
来源：
2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3 | 2009年
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
  • [41] Applying genetic algorithm and simulated annealing to a combinatorial optimization problem
    Chakraborty, M
    Chakraborty, UK
    ICICS - PROCEEDINGS OF 1997 INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATIONS AND SIGNAL PROCESSING, VOLS 1-3: THEME: TRENDS IN INFORMATION SYSTEMS ENGINEERING AND WIRELESS MULTIMEDIA COMMUNICATIONS, 1997, : 929 - 933
  • [42] Image encryption scheme using chaos and simulated annealing algorithm
    Xingyuan Wang
    Chuanming Liu
    Dahai Xu
    Chongxin Liu
    Nonlinear Dynamics, 2016, 84 : 1417 - 1429
  • [43] A Parallel Genetic Simulated Annealing Hybrid Algorithm for Task Scheduling
    SHU Wanneng
    WuhanUniversityJournalofNaturalSciences, 2006, (05) : 1378 - 1382
  • [44] Datapath layout optimisation using genetic algorithm and simulated annealing
    Yim, JS
    Kyung, CM
    IEE PROCEEDINGS-COMPUTERS AND DIGITAL TECHNIQUES, 1998, 145 (02): : 135 - 141
  • [45] Image encryption scheme using chaos and simulated annealing algorithm
    Wang, Xingyuan
    Liu, Chuanming
    Xu, Dahai
    Liu, Chongxin
    NONLINEAR DYNAMICS, 2016, 84 (03) : 1417 - 1429
  • [46] 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
  • [47] A MapReduce Enabled Simulated Annealing Genetic Algorithm
    Hu, Luokai
    Liu, Jin
    Liang, Chao
    Ni, Fuchuan
    2014 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS (IIKI 2014), 2014, : 252 - 255
  • [48] Circle-Based Improvement Strategy of Simulated Annealing Genetic Algorithm
    Han Bing
    Jiang Junna
    Wang Xinchun
    INFORMATION COMPUTING AND APPLICATIONS, PT 2, 2012, 308 : 502 - 507
  • [49] Genetic Simulated Annealing-Based Kernel Vector Quantization Algorithm
    Zhao, Mengling
    Yin, Xinyu
    Yue, Huiping
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2017, 31 (05)
  • [50] A Method for QoS Multicast Routing Based on Genetic Simulated Annealing Algorithm
    Peng, Bo
    Li, Lei
    INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2012, 5 (01): : 43 - 60
12345