A hybrid algorithm for the Vehicle Routing Problem with Time Windows

被引:0
|
作者
Ribas, Sabir [1 ]
Subramanian, Anand [1 ]
Coelho, Igor Machado [1 ]
Ochi, Luiz Satoru [1 ]
Freitas Souza, Marcone Jamilson [2 ]
机构
[1] Univ Fed Fluminense, Inst Comp, Niteroi, RJ, Brazil
[2] Univ Fed Ouro Preto, Dept Comp, Ouro Preto, MG, Brazil
关键词
Vehicle Routing Problem; Hybrid Algorithms; Iterated Local Search;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The Vehicle Routing Problem with Time Windows is a particular case of the classical Vehicle Routing Problem in which the demands of each customer should be met within an established time window. Due to the combinatorial complexity of the problem its resolution by pure exact methods is, in many cases, computationally impractical. This fact motivates the development of heuristic algorithms, which are usually faster but do not guarantee the best solution for the problem. This work proposes a hybrid algorithm that combines the metaheuristic Iterated Local Search, the Variable Neighborhood Descent procedure and an exact Set Partitioning model. The latter mathematical procedure is periodically activated in order to find the best combination of the routes generated along the execution of the algorithm. The computational results demonstrate that the proposed hybrid approach is quite competitive, since out of the 56 test problems considered, the algorithm was found capable to improve the best known heuristic/hybrid solution in 12 cases and to equal the result of another 27.
引用
收藏
页码:1243 / 1252
页数:10
相关论文
共 50 条
  • [1] A Hybrid Algorithm for Vehicle Routing Problem with Time Windows
    Jiang, Dengying
    Jiang, Wenxia
    Huang, Zhangcan
    [J]. ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2008, 5370 : 198 - 205
  • [2] A hybrid algorithm for vehicle routing problem with time windows
    Yu, B.
    Yang, Z. Z.
    Yao, B. Z.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 435 - 441
  • [3] A HYBRID GENETIC ALGORITHM FOR VEHICLE ROUTING PROBLEM WITH TIME WINDOWS
    Sripriya, J.
    Ramalingam, A.
    Rajeswari, K.
    [J]. 2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,
  • [4] A hybrid estimation of distribution algorithm for the vehicle routing problem with time windows
    Perez-Rodriguez, Ricardo
    Hernandez-Aguirre, Arturo
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2019, 130 : 75 - 96
  • [5] A Hybrid Swarm Intelligence Algorithm for Vehicle Routing Problem With Time Windows
    Shen, Yang
    Liu, Mingde
    Yang, Jian
    Shi, Yuhui
    Middendorf, Martin
    [J]. IEEE ACCESS, 2020, 8 : 93882 - 93893
  • [6] A hybrid genetic algorithm for the electric vehicle routing problem with time windows
    Qixing Liu
    Peng Xu
    Yuhu Wu
    Tielong Shen
    [J]. Control Theory and Technology, 2022, 20 : 279 - 286
  • [7] A hybrid algorithm for the Vehicle Routing Problem with AND/OR Precedence Constraints and time windows
    Roohnavazfar, Mina
    Pasandideh, Seyed Hamid Reza
    Tadei, Roberto
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2022, 143
  • [8] A hybrid genetic algorithm for the electric vehicle routing problem with time windows
    Liu, Qixing
    Xu, Peng
    Wu, Yuhu
    Shen, Tielong
    [J]. CONTROL THEORY AND TECHNOLOGY, 2022, 20 (02) : 279 - 286
  • [9] A parallel hybrid genetic algorithm for the vehicle routing problem with time windows
    Berger, J
    Barkaoui, M
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (12) : 2037 - 2053
  • [10] A hybrid ant colony algorithm for vehicle routing problem with time windows
    Department of Logistics, Yunnan University of Finance and Economics, Kunming, China
    [J]. Ran, W., 1600, Asian Network for Scientific Information (12):