Solving Vehicle Routing Problem with Time Window Constraints

被引:0
|
作者
Chen, J. C. [1 ]
Chiang, C. S. [2 ]
Chen, B. B. [3 ]
Chen, C. W. [1 ]
机构
[1] Natl Chung Yuan Univ, Dept Ind Engn, Chungli 320, Taiwan
[2] Soochow Univ, Dept Comp & Informat Sci, Taipei, Taiwan
[3] Sunplus Technol Co Ltd, Taiwa, Miyagi, Japan
关键词
vehicle routing problem; time window; tabu-disturbance algorithm; tabu search; noising method;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper proposes a heuristic, Tabu-Disturbance Algorithm (TDA), to efficiently and effectively solve Vehicle Routing Problem with Time Window Constraints (VRPTW). TDA integrates Tabu Search (TS) and Noising Method (NM). TS is one of the most popular generic heuristics in solving VRPHTW in recent years and NM is a combinatorial optimization meta-heuristic. The first objective is to determine the route that minimizes the total vehicle travel distances. This leads to a quick response to satisfy customer demands. The second objective is to find the minimum required number of vehicles. This can reduce the transportation cost. TDA results in good solution quality by the evaluation of Solomon's benchmark instances. Comparing with the optimal solution of the partial instances obtained by Desrochers et al. (1992), the average deviation of distance is about 1.0% and the average deviation of number of vehicles is about 2.4%, compared to the known "best" solutions.
引用
收藏
页码:934 / +
页数:2
相关论文
共 50 条
  • [1] Use of Ant Colony System in Solving Vehicle Routing Problem with Time Window Constraints
    Bansal, Sandhya
    Goel, Rajeev
    Mohan, C.
    [J]. PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2012), 2014, 236 : 39 - 50
  • [2] Recent exact algorithms for solving the vehicle routing problem under capacity and time window constraints
    Baldacci, Roberto
    Mingozzi, Aristide
    Roberti, Roberto
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 218 (01) : 1 - 6
  • [3] A parallel algorithm for the vehicle routing problem with time window constraints
    Schulze, J
    Fahle, T
    [J]. ANNALS OF OPERATIONS RESEARCH, 1999, 86 (0) : 585 - 607
  • [4] A parallel algorithm for the vehicle routing problem with time window constraints
    J. Schulze
    T. Fahle
    [J]. Annals of Operations Research, 1999, 86 : 585 - 607
  • [5] Reinforcement Learning for Solving Multiple Vehicle Routing Problem with Time Window
    Zong, Zefang
    Tong, Xia
    Zheng, Meng
    Li, Yong
    [J]. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 15 (02)
  • [6] The use of the hybrid algorithm in solving the vehicle routing problem with time window
    Wang, H
    Fu, C
    Chen, Y
    [J]. ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 5735 - 5738
  • [7] A messy genetic algorithm for the vehicle routing problem with time window constraints
    Tan, KC
    Lee, TH
    Ou, K
    Lee, LH
    [J]. PROCEEDINGS OF THE 2001 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2001, : 679 - 686
  • [8] Hybrid Genetic Algorithms in solving Vehicle Routing Problems with Time Window Constraints
    Tan, KC
    Lee, LH
    Ou, K
    [J]. ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2001, 18 (01) : 121 - 130
  • [9] Artificial intelligence heuristics in solving vehicle routing problems with time window constraints
    Tan, KC
    Lee, LH
    Ou, K
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2001, 14 (06) : 825 - 837
  • [10] VEHICLE-ROUTING WITH TIME WINDOW CONSTRAINTS
    BAKER, E
    [J]. LOGISTICS AND TRANSPORTATION REVIEW, 1982, 18 (04): : 385 - 401