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
  • [31] Simulated annealing genetic algorithm for surface intersection
    Tang, M
    Dong, JX
    ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 48 - 56
  • [32] Development of a parallel optimization method based on genetic simulated annealing algorithm
    Wang, ZG
    Wong, YS
    Rahman, M
    PARALLEL COMPUTING, 2005, 31 (8-9) : 839 - 857
  • [33] Optimizing the makespan of parallel test based on genetic simulated annealing algorithm
    Xia Rui
    Xiao Mingqing
    Cheng Jinjun
    Fu Xinhua
    ISTM/2007: 7TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-7, CONFERENCE PROCEEDINGS, 2007, : 8 - 12
  • [34] Genetic Algorithm and Simulated Annealing based Approaches to Categorical Data Clustering
    Saha, Indrajit
    Mukhopadhyay, Anirban
    IEEE REGION 10 COLLOQUIUM AND THIRD INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS, VOLS 1 AND 2, 2008, : 18 - +
  • [35] An isolation niche hybrid genetic algorithm based on simulated annealing method
    Yan, Sun
    Zheng, Sun
    Kun, Huang
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 5, 2007, : 776 - +
  • [36] A feature selection method based on adaptive simulated annealing genetic algorithm
    School of Information Science and Technology, Beijing Institute of Technology, Beijing 100081, China
    Binggong Xuebao, 2009, 1 (81-85):
  • [37] Omnidirectional AGV path planning based on simulated annealing genetic algorithm
    Niu, Qinyu
    Li, Bo
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2024, 30 (10): : 3730 - 3741
  • [38] Study on Distribution Network Reconfiguration Based on Genetic Simulated Annealing Algorithm
    Ma Zhigang
    2008 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION, VOLS 1 AND 2, 2009, : 620 - 626
  • [39] PARALLEL RECOMBINATIVE SIMULATED ANNEALING - A GENETIC ALGORITHM
    MAHFOUD, SW
    GOLDBERG, DE
    PARALLEL COMPUTING, 1995, 21 (01) : 1 - 28
  • [40] STOCHASTIC OPTIMISATION: SIMULATED ANNEALING AND THE GENETIC ALGORITHM
    Jennison, C.
    ACTA CRYSTALLOGRAPHICA A-FOUNDATION AND ADVANCES, 1999, 55 : 26 - 26
12345