Genetic Algorithm for TSP Problem

被引:0
|
作者
Sun, Lijun [1 ]
机构
[1] Bohai Univ, Jinzhou, Peoples R China
关键词
TSP problem; genetic algorithm; elitist strategy; adaptive mutation operator; convergence speed;
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
The TSP is a typical NP problem. Therefore it is very important to the optimization for solving TSP problem. The genetic algorithm is one of ideal methods in solving it. However, the traditional genetic algorithm has the problems of slow convergence speed and local optimum. Aiming at the existing problems, the paper improved various operations and operators of traditional genetic algorithm, so that a better solution was put forward to solve the problem of local optimum prematurely. After making the selection operation, the elitist strategy was introduced to ensure the quality of the population gene; using adaptive mutation operator in mutation operation to improve the mutation quality and search result of algorithm. Genetic algorithm has characteristics of accurate result and fast convergence in solving TSP problem.
引用
收藏
页码:1436 / 1439
页数:4
相关论文
共 50 条
  • [41] An Improved Immune Genetic Algorithm and its Application on TSP
    Ghorab, Ahmed S.
    [J]. 2021 INTERNATIONAL CONFERENCE ON PROMISING ELECTRONIC TECHNOLOGIES (ICPET 2021), 2021, : 84 - 88
  • [42] Entropy-based genetic algorithm for solving TSP
    Ashikaga Inst of Technology, Japan
    [J]. Int Conf Knowledge Based Intell Electron Syst Proc KES, (285-290):
  • [43] A Gene-Pool Based Genetic Algorithm for TSP
    Yang Hui
    [J]. Wuhan University Journal of Natural Sciences, 2003, (S1) : 217 - 223
  • [44] Entropy-based Genetic Algorithm for solving TSP
    Tsujimura, Y
    Gen, M
    [J]. 1998 SECOND INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED INTELLIGENT ELECTRONIC SYSTEMS, KES '98, PROCEEDINGS, VOL 2, 1998, : 285 - 290
  • [45] An Improved Genetic Algorithm Based on Gene Pool for TSP
    Zhang, Jianping
    Liu, Xiyu
    [J]. PERVASIVE COMPUTING AND THE NETWORKED WORLD, 2014, 8351 : 766 - 773
  • [46] Gene-pool based genetic algorithm for TSP
    Yang, Hui
    Kang, Li-Shan
    Chen, Yu-Ping
    [J]. Wuhan University Journal of Natural Sciences, 2003, 8 (1 B) : 217 - 223
  • [47] The fuzzy based compact genetic algorithm for online TSP
    Li Shugang
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL II, 2009, : 84 - 88
  • [48] Study of genetic algorithm with reinforcement learning to solve the TSP
    Liu, Fei
    Zeng, Guangzhou
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) : 6995 - 7001
  • [49] Hybrid Genetic Algorithm with exact techniques applied to TSP
    Jahuira, CAR
    [J]. COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2002, : 119 - 124
  • [50] An Improved Quantum Genetic Algorithm and The Application in Solving TSP
    Li XiaoBo
    [J]. 2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL I, 2011, : 94 - 98