A Hybrid Heuristic Approach for Solving the Generalized Traveling Salesman Problem

被引:0
|
作者
Pop, Petrica C. [1 ]
Iordache, Serban [2 ]
机构
[1] North Univ Baia Mare, Dept Math & Comp Sci, Str Victoriei, Baia Mare 430122, Romania
[2] Scoop Software GmbH, D-51105 Cologne, Germany
关键词
Generalized traveling salesman problem; hybrid algorithms; consultant-guided search; ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The generalized traveling salesman problem (GTSP) is an NP-hard problem that extends the classical traveling salesman problem by partitioning the nodes into clusters and looking for a minimum Hamiltonian tour visiting exactly one node from each cluster. In this paper, we combine the consultant-guided search technique with a local-global approach in order to solve efficiently the generalized traveling salesman problem. We use candidate lists in order to reduce the search space and we introduce efficient variants of 2-opt and 3-opt local search in order to improve the solutions. The resulting algorithm is applied to Euclidean GTSP instances derived from the TSPLIB library. The experimental results show that our algorithm is able to compete with the best existing algorithms in terms of solution quality and running time.
引用
收藏
页码:481 / 488
页数:8
相关论文
共 50 条
  • [1] A new hybrid heuristic approach for solving large traveling salesman problem
    Tsai, CF
    Tsai, CW
    Tseng, CC
    [J]. INFORMATION SCIENCES, 2004, 166 (1-4) : 67 - 81
  • [2] A New Approach for Solving the Generalized Traveling Salesman Problem
    Pop, P. C.
    Matei, O.
    Sabo, C.
    [J]. HYBRID METAHEURISTICS, 2010, 6373 : 62 - +
  • [3] A hybrid heuristic for the traveling salesman problem
    Baraglia, R
    Hidalgo, JI
    Perego, R
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2001, 5 (06) : 613 - 622
  • [4] A HEURISTIC APPROACH TO SOLVING TRAVELING SALESMAN PROBLEMS
    KARG, RL
    THOMPSON, GL
    [J]. MANAGEMENT SCIENCE, 1964, 10 (02) : 225 - 248
  • [5] A Multistart Heuristic for the Equality Generalized Traveling Salesman Problem
    Cacchiani, Valentina
    Fernandes Muritiba, Albert Einstein
    Negreiros, Marcos
    Toth, Paolo
    [J]. NETWORKS, 2011, 57 (03) : 231 - 239
  • [6] Hybrid Algorithm for Solving Traveling Salesman Problem
    Zhao, Ping
    Xu, Degang
    [J]. 2019 3RD INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE APPLICATIONS AND TECHNOLOGIES (AIAAT 2019), 2019, 646
  • [7] A hybrid method for solving traveling salesman problem
    Zarei, Bager
    Meybodi, M. R.
    Abbaszadeh, Mortaza
    [J]. 6TH IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE, PROCEEDINGS, 2007, : 394 - +
  • [8] A Hybrid Diploid Genetic Based Algorithm for Solving the Generalized Traveling Salesman Problem
    Pop, Petrica
    Oliviu, Matei
    Sabo, Cosmin
    [J]. HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, HAIS 2017, 2017, 10334 : 149 - 160
  • [9] A Hybrid Heuristic Algorithm for the Euclidean Traveling Salesman Problem
    Singh, Dharm Raj
    Singh, Manoj Kumar
    Singh, Tarkeshwar
    [J]. 2015 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION & AUTOMATION (ICCCA), 2015, : 773 - 778
  • [10] A multiple heuristic search algorithm for solving traveling salesman problem
    Gang, P
    Iimura, I
    Nakayama, S
    [J]. PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES, PDCAT'2003, PROCEEDINGS, 2003, : 779 - 783