A mathematical method for solving multi-depot vehicle routing problem

被引:0
|
作者
Fang wan
Haixiang Guo
Wenwen Pan
Jundong Hou
Shengli Chen
机构
[1] China University of Geosciences,School of Economics and Management
[2] Mineral Resource Strategy and Policy Research Center of China University of Geosciences,School of Management
[3] Xi’an University of Finance and Economics,undefined
来源
Soft Computing | 2023年 / 27卷
关键词
Multi-depot vehicle routing problem; Polygonal circumcenter; Ant colony optimization; Simulated annealing;
D O I
暂无
中图分类号
学科分类号
摘要
Because logistics companies usually have multiple depots to serve their many dispersed customers, multi-depot vehicle routing problem (MDVRP) has gained significant research attention. To solve an MDVRP model, this paper develops a hybrid ant colony optimization based on a polygonal circumcenter (BPC-HACO). Furthermore, because ACO has been found to fall easily into the local optimum, simulated annealing and three local optimization operations are introduced to encourage the ACO to improve the algorithm’s optimization ability. Finally, MDVRP benchmarks and data sets of other papers are employed to verify the effectiveness of the BPC-HACO in solving MDVRP (In 23 instances, BPC-HACO finds 14 BSKs, and 3 results are better than the BSKs), MDVRP with distance constraints (Compared to other papers, the route length is reduced by an average of 17.94%) and dynamic MDVRP (In 10 instances, BPC-HACO finds 3 BSKs, and 2 results are better than the BSKs). Finally, fitness landscape analysis has been applied to analyze the structural features of MDVRP to choose the most appropriate algorithm for MDVRP.
引用
收藏
页码:15699 / 15717
页数:18
相关论文
共 50 条
  • [1] A mathematical method for solving multi-depot vehicle routing problem
    Wan, Fang
    Guo, Haixiang
    Pan, Wenwen
    Hou, Jundong
    Chen, Shengli
    [J]. SOFT COMPUTING, 2023, 27 (21) : 15699 - 15717
  • [2] On Solving the Multi-depot Vehicle Routing Problem
    Tlili, Takwa
    Krichen, Saoussen
    Drira, Ghofrane
    Faiz, Sami
    [J]. PROCEEDINGS OF 3RD INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING, NETWORKING AND INFORMATICS, ICACNI 2015, VOL 2, 2016, 44 : 103 - 108
  • [3] A scatter search algorithm for solving multi-depot vehicle routing problem
    Zhang, Jun
    Tang, Jiafu
    Han, Yi
    Chang, Hanwen
    [J]. PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS A AND B: BUILDING CORE COMPETENCIES THROUGH IE&EM, 2007, : 1409 - 1413
  • [4] EVOLUTIVE AND ACO STRATEGIES FOR SOLVING THE MULTI-DEPOT VEHICLE ROUTING PROBLEM
    Calvete, H. I.
    Gale, C.
    Oliveros, M. J.
    [J]. ECTA 2011/FCTA 2011: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION THEORY AND APPLICATIONS AND INTERNATIONAL CONFERENCE ON FUZZY COMPUTATION THEORY AND APPLICATIONS, 2011, : 73 - 79
  • [5] Solving Min-Max Multi-Depot Vehicle Routing Problem
    Carlsson, John
    Ge, Dongdong
    Subramaniam, Arjun
    Wu, Amy
    Ye, Yinyu
    [J]. LECTURES ON GLOBAL OPTIMIZATION, 2009, 55 : 31 - +
  • [6] A mathematical model and a solving procedure for multi-depot vehicle routing problem with fuzzy time window and heterogeneous vehicle
    Mehdi Adelzadeh
    Vahid Mahdavi Asl
    Mehdi Koosha
    [J]. The International Journal of Advanced Manufacturing Technology, 2014, 75 : 793 - 802
  • [7] Mathematical formulations and improvements for the multi-depot open vehicle routing problem
    Lalla-Ruiz, Eduardo
    Mes, Martijn
    [J]. OPTIMIZATION LETTERS, 2021, 15 (01) : 271 - 286
  • [8] Mathematical formulations and improvements for the multi-depot open vehicle routing problem
    Eduardo Lalla-Ruiz
    Martijn Mes
    [J]. Optimization Letters, 2021, 15 : 271 - 286
  • [9] A mathematical model and a solving procedure for multi-depot vehicle routing problem with fuzzy time window and heterogeneous vehicle
    Adelzadeh, Mehdi
    Asl, Vahid Mahdavi
    Koosha, Mehdi
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2014, 75 (5-8): : 793 - 802