New Discrete Chaotic Particle Swarm Algorithm for Traveling Salesman Problem

被引:0
|
作者
Li, Jiuyong [1 ]
Wang, Jing [1 ]
机构
[1] Univ Sci & Technol Beijing, NERCAR, Beijing 100083, Peoples R China
来源
MANUFACTURING PROCESSES AND SYSTEMS, PTS 1-2 | 2011年 / 148-149卷
关键词
Particle swarm optimization(PSO); Traveling Salesman Problem(TSP); Chaos theory; Information intercourse;
D O I
10.4028/www.scientific.net/AMR.148-149.210
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a novel algorithm called CIPSO for short based on particle optimization algorithm(PSO) and Chaos optimization Algorithm(COA) is presented to solve traveling salesman problem(TSP). We propose some new operators to solve the difficulties of implementing PSO into solving this discrete problem based on the special fitness landscape of TSP. Meanwhile embedded with chaos theory it can enhance particles' global searching ability so as not to converge to the local optimal solution too quickly, and the introduction of information intercourse can enhance thire local searching ability. Comparing to SA, GA, ACS and so on, this new algorithm shows its validity and satisfactory effect on several benchmark test problems.
引用
收藏
页码:210 / 214
页数:5
相关论文
共 50 条
  • [1] Chaotic particle swarm optimization algorithm for traveling salesman problem
    Yuan, Zhenglei
    Yang, Liliang
    Wu, Yaohua
    Liao, Li
    Li, Guoqiang
    2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 1121 - 1124
  • [2] Hybrid Discrete Particle Swarm Optimizer Algorithm for Traveling salesman problem
    Wu Hua-li
    Wu Jin-hua
    Liu Ai-li
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 4526 - 4529
  • [3] A Discrete Particle Swarm Optimization Algorithm for the Generalized Traveling Salesman Problem
    Tasgetiren, M. Fatih
    Suganthan, P. N.
    Pan, Quan-Ke
    GECCO 2007: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2, 2007, : 158 - +
  • [4] Discrete Particle Swarm Optimization Algorithm for Weighted Traveling Salesman Problem
    Zeng, Hua
    Liu, Peng
    Shen, Changpeng
    Wu, Yaohua
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 2008 - 2013
  • [5] A hybrid discrete particle swarm optimization for the traveling salesman problem
    Li, Xiangyong
    Tian, Peng
    Hua, Jing
    Zhong, Ning
    SIMULATED EVOLUTION AND LEARNING, PROCEEDINGS, 2006, 4247 : 181 - 188
  • [6] Chaotic hybrid discrete bat algorithm for traveling salesman problem
    Qi Y.-H.
    Cai Y.-G.
    Cai H.
    Tang Y.-L.
    Lü W.-X.
    1600, Chinese Institute of Electronics (44): : 2543 - 2547
  • [7] Discrete Salp Swarm Algorithm for symmetric traveling salesman problem
    Chen, Peng
    Liu, Ming
    Zhou, Shihua
    MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2023, 20 (05) : 8856 - 8874
  • [8] Particle swarm for the traveling salesman problem
    Gouvea Goldbarg, Elizabeth F.
    de Souza, Givanaldo R.
    Goldbarg, Marco Cesar
    EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2006, 3906 : 99 - 110
  • [9] Chaotic ant swarm for the traveling salesman problem
    Zhen Wei
    Fangzhen Ge
    Yang Lu
    Lixiang Li
    Yixian Yang
    Nonlinear Dynamics, 2011, 65 : 271 - 281
  • [10] Chaotic ant swarm for the traveling salesman problem
    Wei, Zhen
    Ge, Fangzhen
    Lu, Yang
    Li, Lixiang
    Yang, Yixian
    NONLINEAR DYNAMICS, 2011, 65 (03) : 271 - 281