An ant colony optimization method for generalized TSP problem

被引:132
|
作者
Yang, Jinhui [1 ]
Shi, Xiaohu [1 ]
Marchese, Maurizio [2 ]
Liang, Yanchun [1 ]
机构
[1] Jilin Univ, Key Lab Symbol Computat & Knowledge Engn, Coll Comp Sci & Technol, Minist Educ, Changchun 130012, Peoples R China
[2] Univ Trent, Dept Comp Sci & Informat Engn, I-38050 Povo, TN, Italy
基金
中国国家自然科学基金;
关键词
Generalized traveling salesman problem; Ant colony optimization; Mutation; 2-OPT;
D O I
10.1016/j.pnsc.2008.03.028
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Focused on a variation of the euclidean traveling salesman problem (TSP), namely, the generalized traveling salesman problem (GTSP), this paper extends the ant colony optimization method from TSP to this field. By considering the group influence, an improved method is further improved. To avoid locking into local minima, a mutation process and a local searching technique are also introduced into this method. Numerical results show that the proposed method can deal with the GTSP problems fairly well, and the developed mutation process and local search technique are effective. (C) 2008 National Natural Science Foundation of China and Chinese Academy of Sciences. Published by Elsevier Limited and Science in China Press. All rights reserved.
引用
收藏
页码:1417 / 1422
页数:6
相关论文
共 50 条
  • [31] New ideas for applying ant colony optimization to the probabilistic TSP
    Branke, J
    Guntsch, M
    APPLICATIONS OF EVOLUTIONARY COMPUTING, 2003, 2611 : 165 - 175
  • [32] Ant colony optimization in continuous problem
    Yu L.
    Liu K.
    Li K.
    Frontiers of Mechanical Engineering in China, 2007, 2 (4): : 459 - 462
  • [33] Research on Generalized Traveling Salesman Problem based on Modified Ant Colony Optimization
    Li Meng
    Yu Lin
    Song Qing
    Fang Wenjing
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 4570 - 4574
  • [34] An Improved Ant Colony Optimization Algorithm: Minion Ant(MAnt) and its Application on TSP
    Shetty, Akshat
    Shetty, Adhrit
    Puthusseri, Kevin Sijo
    Shankaramani, Radha
    2018 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2018, : 1219 - 1225
  • [35] A method for solving continuous optimization problem using ant colony algorithm
    Li, H
    Xiong, SB
    Sun, ZY
    WAVELET ANALYSIS AND ACTIVE MEDIA TECHNOLOGY VOLS 1-3, 2005, : 182 - 187
  • [36] Reactive Memory Model for Ant Colony Optimization and Its Application to TSP
    Sagban, Rafid
    Mahamud, Ku Ruhana Ku
    Abu Bakar, Muhamad Shahbani
    2014 IEEE INTERNATIONAL CONFERENCE ON CONTROL SYSTEM COMPUTING AND ENGINEERING, 2014, : 310 - 315
  • [37] Hybrid Approach for TSP Based on Neural Networks and Ant Colony Optimization
    Mueller, Carsten
    Kiehne, Niklas
    2015 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2015, : 1431 - 1435
  • [38] Improving Ant Colony Optimization efficiency for solving large TSP instances
    Skinderowicz, Rafal
    APPLIED SOFT COMPUTING, 2022, 120
  • [39] Ant colony optimization for Chinese postman problem
    Giacinto Angelo Sgarro
    Luca Grilli
    Neural Computing and Applications, 2024, 36 : 2901 - 2920
  • [40] Ant colony optimization for the stochastic loader problem
    Zhao, Peixin
    Wang, Hong
    2006 IEEE INTERNATIONAL CONFERENCE ON INFORMATION ACQUISITION, VOLS 1 AND 2, CONFERENCE PROCEEDINGS, 2006, : 1052 - 1056