Neural Network Algorithm for Solving Large Scale Travelling Salesman Problems

被引:0
|
作者
Cheng, Guozhong [1 ]
Feng, Wei [2 ]
Cui, Fangsong [1 ]
Zhang, Shilu [1 ]
机构
[1] China West Normal Univ, Coll Math & Informat, Nanchong 637002, Peoples R China
[2] Neijiang Normal Univ, Coll Math & Informat, Neijiang 641112, Peoples R China
关键词
Hopfield neural network model; TSP; algorithm complexity;
D O I
10.4028/www.scientific.net/AMR.542-543.1398
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study improves the neural network algorithm that was presented by J.J.Hopfield for solving TSP(travelling salesman problem) and gets an effective algorithm whose time complexity is O(n(2)), so we can solve quickly TSP more than 500 cities in microcomputer. The paper considers the algorithm based on the replacement function of the V Value. The improved algorithm can greatly reduces the time and space complexities of Hopfield method. The TSP examples show that the proposed algorithm could efficiently find a satisfactory solution and has a fast convergence speed.
引用
收藏
页码:1398 / +
页数:2
相关论文
共 50 条
  • [2] ALGORITHMS FOR LARGE-SCALE TRAVELLING SALESMAN PROBLEMS
    CHRISTOFIDES, N
    EILON, S
    [J]. OPERATIONAL RESEARCH QUARTERLY, 1972, 23 (04) : 511 - +
  • [3] Solving travelling salesman problems with metaheuristics
    Kuzu, Sultan
    Onay, Onur
    Sen, Ugur
    Tuncer, Mustafa
    Yildirim, Bahadir Fatih
    Keskinturk, Timur
    [J]. ISTANBUL UNIVERSITY JOURNAL OF THE SCHOOL OF BUSINESS, 2014, 43 (01): : 1 - 27
  • [4] HEURISTIC ALGORITHM FOR TRAVELLING SALESMAN PROBLEMS
    ASHOUR, S
    VEGA, JF
    PARKER, RG
    [J]. TRANSPORTATION RESEARCH, 1972, 6 (02): : 187 - &
  • [5] A Genetic Algorithm for Solving Travelling Salesman Problem
    Philip, Adewole
    Taofiki, Akinwale Adio
    Kehinde, Otunbanowo
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2011, 2 (01) : 26 - 29
  • [6] A simple algorithm for solving travelling salesman problem
    An Kai
    Xing Mingrui
    [J]. PROCEEDINGS OF THE 2012 SECOND INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC 2012), 2012, : 931 - 935
  • [7] A Modified Genetic Algorithm for solving uncertain Constrained Solid Travelling Salesman Problems
    Maity, Samir
    Roy, Arindam
    Maiti, Manoranjan
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2015, 83 : 273 - 296
  • [8] Theories on Solving the Travelling Salesman Problem Based on Artificial Neural Network and Their Applications
    Liu Rong directed by Liu Zemin (Department of Radio Engineering
    [J]. The Journal of China Universities of Posts and Telecommunications, 1998, (01) : 78 - 78
  • [9] Solving multiple travelling salesman problem through deep convolutional neural network
    Ling, Zhengxuan
    Zhou, Yueling
    Zhang, Yu
    [J]. IET CYBER-SYSTEMS AND ROBOTICS, 2023, 5 (01)
  • [10] Solving large scale traveling salesman problems by chaotic neurodynamics
    Hasegawa, M
    Ikeguchi, T
    Aihara, K
    [J]. NEURAL NETWORKS, 2002, 15 (02) : 271 - 283