Ant colonies for the travelling salesman problem

被引:1470
|
作者
Dorigo, M [1 ]
Gambardella, LM [1 ]
机构
[1] IDSIA, CH-6900 LUGANO, SWITZERLAND
关键词
ant colony optimization; computational intelligence; artificial life; adaptive behavior; combinatorial optimization; reinforcement learning;
D O I
10.1016/S0303-2647(97)01708-5
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We describe an artificial ant colony capable of solving the travelling salesman problem (TSP). Ants of the artificial colony are able to generate successively shorter feasible tours by using information accumulated in the form of a pheromone trail deposited on the edges of the TSP graph. Computer simulations demonstrate that the artificial ant colony is capable of generating good solutions to both symmetric and asymmetric instances of the TSP. The method is an example, like simulated annealing, neural networks and evolutionary computation, of the successful use of a natural metaphor to design an optimization algorithm. (C) 1997 Elsevier Science Ireland Ltd.
引用
收藏
页码:73 / 81
页数:9
相关论文
共 50 条
  • [21] Spatial Transformation of Equality - Generalized Travelling Salesman Problem to Travelling Salesman Problem
    Zia, Mohammed
    Cakir, Ziyadin
    Seker, Dursun Zafer
    ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2018, 7 (03):
  • [22] A dynamic max-min ant system for solving the travelling salesman problem
    Bonyadi, Mohammad Reza
    Shah-Hosseini, Hamed
    INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2010, 2 (06) : 422 - 433
  • [23] High Performance Ant Colony Optimizer (HPACO) for Travelling Salesman Problem (TSP)
    Sahana, Sudip Kumar
    Jain, Aruna
    ADVANCES IN SWARM INTELLIGENCE, PT1, 2014, 8794 : 165 - 172
  • [24] An Ant Colony Optimization Based Memetic Algorithm for the Dynamic Travelling Salesman Problem
    Mavrovouniotis, Michalis
    Mueller, Felipe Martins
    Yang, Shengxiang
    GECCO'15: PROCEEDINGS OF THE 2015 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2015, : 49 - 56
  • [25] An improvement of the ant colony optimization algorithm for solving Travelling Salesman Problem (TSP)
    Li, Tiankun
    Chen, Wanzhong
    Zheng, Xin
    Zhang, Zhuo
    2009 5TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-8, 2009, : 3931 - 3933
  • [26] High performance ant colony optimizer (HPACO) for travelling salesman problem (TSP)
    Sahana, Sudip Kumar (sudipsahana@gmail.com), 1600, Springer Verlag (8794):
  • [27] Experimental studies on the ant algorithm for bi-objective travelling salesman problem
    Wang, Hong-Gang
    Li, Gao-Ya
    Ma, Liang
    Shanghai Ligong Daxue Xuebao/Journal of University of Shanghai for Science and Technology, 2007, 29 (05): : 413 - 416
  • [28] Hybrid Sweep Algorithm and Modified Ant System with Threshold for Travelling Salesman Problem
    Rungwachira, Petcharat
    Thammano, Arit
    ADVANCES IN NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, ICNC-FSKD 2022, 2023, 153 : 317 - 326
  • [29] Solving Travelling Salesman Problem Using Ant Systems: A Programmer’s Approach
    Divya M.
    International Journal of Applied and Computational Mathematics, 2019, 5 (4)
  • [30] A modified ant colony system for solving the travelling salesman problem with time windows
    Cheng, Chi-Bin
    Mao, Chun-Pin
    MATHEMATICAL AND COMPUTER MODELLING, 2007, 46 (9-10) : 1225 - 1235