Efficiency Analysis of the Vertex Clustering in Solving the Traveling Salesman Problem

被引:0
|
作者
Kovacs, Laszlo [1 ]
Agardi, Anita [1 ]
Debreceni, Balint [1 ]
机构
[1] Univ Miskolc, Inst Informat Sci, Miskolc, Hungary
来源
ANNALES MATHEMATICAE ET INFORMATICAE | 2018年 / 48卷
关键词
Traveling Salesman Problem; Clustering;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The TSP is the problem to find the shortest path in a graph visiting every nodes exactly once and returning to the start node. Due to the high complexity of TSP, there exists no algorithm for global exact optimization with polynomial cost. In order to provide an acceptable solution for real life problems, the TSP are usually solved with some heuristic optimization problem. The paper proposes a multi layered optimization model, where the node set is partitioned into clusters or into hierarchy of clusters. Based on the test experiments the proposed method is superior to the single level optimization method for both the TSP and MTSP problems.
引用
收藏
页码:33 / 42
页数:10
相关论文
共 50 条
  • [21] A Dynamic Scatter Search Algorithm for Solving Traveling Salesman Problem
    Abdulelah, Aymen Jalil
    Shaker, Khalid
    Sagheer, Ali Makki
    Jalab, Hamid A.
    9TH INTERNATIONAL CONFERENCE ON ROBOTIC, VISION, SIGNAL PROCESSING AND POWER APPLICATIONS: EMPOWERING RESEARCH AND INNOVATION, 2017, 398 : 117 - 124
  • [22] Solving traveling salesman problem by using a local evolutionary algorithm
    Xuan, W
    Li, YX
    2005 IEEE International Conference on Granular Computing, Vols 1 and 2, 2005, : 318 - 321
  • [23] Solving Traveling Salesman Problem with Image-based Classification
    Miki, Shoma
    Ebara, Hiroyuki
    2019 IEEE 31ST INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2019), 2019, : 1118 - 1123
  • [24] DJAYA: A discrete Jaya algorithm for solving traveling salesman problem
    Gunduz, Mesut
    Aslan, Murat
    APPLIED SOFT COMPUTING, 2021, 105
  • [25] Solving the traveling salesman problem using a recurrent neural network
    Tarkov M.S.
    Numer. Anal. Appl., 3 (275-283): : 275 - 283
  • [26] Intelligent Route Construction Algorithm for Solving Traveling Salesman Problem
    Rahman, Md. Azizur
    Islam, Ariful
    Ali, Lasker Ershad
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2021, 21 (04): : 33 - 40
  • [27] A CONVEX HULL BASED ALGORITHM FOR SOLVING THE TRAVELING SALESMAN PROBLEM
    Nuriyeva, F.
    Kutucu, H.
    TWMS JOURNAL OF APPLIED AND ENGINEERING MATHEMATICS, 2025, 15 (02): : 412 - 420
  • [28] A synergetic approach to genetic algorithms for solving traveling salesman problem
    Qu, LS
    Sun, RX
    INFORMATION SCIENCES, 1999, 117 (3-4) : 267 - 283
  • [29] Discrete Social Spider Algorithm for Solving Traveling Salesman Problem
    Khosravanian, Asieh
    Rahmanimanesh, Mohammad
    Keshavarzi, Parviz
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2021, 20 (03)
  • [30] A hybrid Elastic Net method for solving the traveling salesman problem
    Zhang, WD
    Bai, YP
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2005, 15 (02) : 447 - 453