Frequency Graphs for Travelling Salesman Problem Based on Ant Colony Optimization

被引:4
|
作者
Wang, Yong [1 ]
Wu, Yiwen [1 ]
机构
[1] North China Elect Power Univ, Sch Renewable Energy, 2 Huilongguan, Beijing 102206, Peoples R China
关键词
Traveling salesman problem; ant colony optimization; frequency graph; optimal i-vertex path; ALGORITHM;
D O I
10.1142/S1469026819500160
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traveling salesman problem (TSP) is a typical combinatorial optimization problem. A heuristic model called frequency graph is introduced for TSP. It is computed with a set of optimal i-vertex paths (OP) in a weighted graph. The frequencies on the edges are enumerated from the set of OPs. The OPs have more intersections of edges with the optimal Hamiltonian cycle (OHC) than they do with the other Hamiltonian cycles. Thus, the frequencies of the OHC edges are generally bigger than those of most of the other edges. They are taken as the heuristic information instead of edges' weights for TSP. The ant colony optimization is used to find an approximation or OHC based on the frequency graph. The solutions are compared with those using weighted graphs for certain TSP instances. The experimental results show that the frequency graph is better than weighted graph (WG) for most TSPs under the same preconditions.
引用
下载
收藏
页数:16
相关论文
共 50 条
  • [21] Ant Colony Hyper-heuristics for Travelling Salesman Problem
    Abd Aziz, Zalilah
    2015 IEEE INTERNATIONAL SYMPOSIUM ON ROBOTICS AND INTELLIGENT SENSORS (IEEE IRIS2015), 2015, 76 : 534 - 538
  • [22] Accelerating ant colony optimisation for the travelling salesman problem on the GPU
    Uchida, Akihiro
    Ito, Yasuaki
    Nakano, Koji
    INTERNATIONAL JOURNAL OF PARALLEL EMERGENT AND DISTRIBUTED SYSTEMS, 2014, 29 (04) : 401 - 420
  • [23] Ant colony optimization for traveling salesman problem based on parameters optimization
    Wang, Yong
    Han, Zunpu
    APPLIED SOFT COMPUTING, 2021, 107
  • [24] Application of Ant Colony Optimization Algorithms for Transportation Problems Using the Example of the Travelling Salesman Problem
    Swiatnicki, Zbigniew
    2015 4TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED LOGISTICS AND TRANSPORT (ICALT), 2015, : 94 - 99
  • [25] New Heuristic Function in Ant Colony System for the Travelling Salesman Problem
    Alobaedy, Mustafa Muwafak
    Ku-Mahamud, Ku Ruhana
    2012 7TH INTERNATIONAL CONFERENCE ON COMPUTING AND CONVERGENCE TECHNOLOGY (ICCCT2012), 2012, : 965 - 969
  • [26] Multi-Colony Ant Algorithms for the Dynamic Travelling Salesman Problem
    Mavrovouniotis, Michalis
    Yang, Shengxiang
    Yao, Xin
    2014 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN DYNAMIC AND UNCERTAIN ENVIRONMENTS (CIDUE), 2014, : 9 - 16
  • [27] A novel ant colony optimization based on game for traveling salesman problem
    Kang Yang
    Xiaoming You
    Shen Liu
    Han Pan
    Applied Intelligence, 2020, 50 : 4529 - 4542
  • [28] A novel ant colony optimization based on game for traveling salesman problem
    Yang, Kang
    You, Xiaoming
    Liu, Shen
    Pan, Han
    APPLIED INTELLIGENCE, 2020, 50 (12) : 4529 - 4542
  • [29] Ant Colony Optimization for the Traveling Salesman Problem Based on Ants with Memory
    Li, Bifan
    Wang, Lipo
    Song, Wu
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 7, PROCEEDINGS, 2008, : 496 - +
  • [30] A fast ant colony optimization for traveling salesman problem
    Tseng, Shih-Pang
    Tsai, Chun-Wei
    Chiang, Ming-Chao
    Yang, Chu-Sing
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,