A hybrid genetic algorithm for the static and dynamic Vehicle Routing Problem with Soft Time Windows

被引:0
|
作者
Bouziyane, Bouchra [1 ]
Dkhissi, Btissam [1 ]
Cherkaoui, Mohammad [1 ]
机构
[1] Abdelmalek Essaadi Univ, Natl Sch Appl Sci, Tetouan, Morocco
关键词
Optimization; Vehicle Routing Problem (VRP); hybridization; Genetic Algorithm; ROUTEING PROBLEM; TABU SEARCH; DEMANDS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we are interested in vehicle routing optimization which is an important problem in the fields of transportation. We will introduce the Vehicle Routing Problem with soft time windows, in both cases: static (VRPSTW) and dynamic (D-VRPSTW). Input information changes dynamically over time with the appearance of new customer requests at any point during the vehicle's route, that include real-life assumptions. On the other hand, soft time windows allow deliveries outside the boundaries against a penalty cost. This paper proposes the hybridization of the genetic method and the variable neighborhood search method to solve the two version of the problem. This algorithm reduces the transportation costs by using a fleet of vehicles, improves the quality of service by reducing the delay time for each customer and increase the stopping time for each vehicle. The solution quality of this method has been compared against existing results on benchmark problems.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] A HYBRID GENETIC ALGORITHM FOR VEHICLE ROUTING PROBLEM WITH TIME WINDOWS
    Sripriya, J.
    Ramalingam, A.
    Rajeswari, K.
    2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,
  • [2] A hybrid genetic algorithm for the electric vehicle routing problem with time windows
    Qixing Liu
    Peng Xu
    Yuhu Wu
    Tielong Shen
    Control Theory and Technology, 2022, 20 : 279 - 286
  • [3] A hybrid genetic algorithm for the electric vehicle routing problem with time windows
    Liu, Qixing
    Xu, Peng
    Wu, Yuhu
    Shen, Tielong
    CONTROL THEORY AND TECHNOLOGY, 2022, 20 (02) : 279 - 286
  • [4] A parallel hybrid genetic algorithm for the vehicle routing problem with time windows
    Berger, J
    Barkaoui, M
    COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (12) : 2037 - 2053
  • [5] Genetic algorithm for solving a dynamic vehicle routing problem with time windows
    Abidi, Hamida
    Hassine, Khaled
    Mguis, Fethi
    PROCEEDINGS 2018 INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING & SIMULATION (HPCS), 2018, : 782 - 788
  • [6] A Hybrid Algorithm for the Vehicle Routing Problem with Soft Time Windows and Hierarchical Objectives
    Manisri, Tharinee
    Mungwattana, Anan
    Janssens, Gerrit K.
    Caris, An
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2015, 36 (03): : 283 - 300
  • [7] A hybrid algorithm for the Vehicle Routing Problem with Time Windows
    Ribas, Sabir
    Subramanian, Anand
    Coelho, Igor Machado
    Ochi, Luiz Satoru
    Freitas Souza, Marcone Jamilson
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND SYSTEMS MANAGEMENT (IESM'2011): INNOVATIVE APPROACHES AND TECHNOLOGIES FOR NETWORKED MANUFACTURING ENTERPRISES MANAGEMENT, 2011, : 1243 - 1252
  • [8] A Hybrid Algorithm for Vehicle Routing Problem with Time Windows
    Jiang, Dengying
    Jiang, Wenxia
    Huang, Zhangcan
    ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2008, 5370 : 198 - 205
  • [9] A hybrid algorithm for vehicle routing problem with time windows
    Yu, B.
    Yang, Z. Z.
    Yao, B. Z.
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 435 - 441
  • [10] Genetic algorithm for vehicle routing problem with time windows
    Li, Dawei
    Wang, Li
    Wang, Mengguang
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 1999, 19 (08): : 65 - 69