Integration of a robust shortest path algorithm with a time dependent vehicle routing model and applications

被引:0
|
作者
Donati, AV [1 ]
Montemanni, R [1 ]
Gambardella, LM [1 ]
Rizzoli, AE [1 ]
机构
[1] IDSIA, CH-6928 Manno, Switzerland
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a way of combining two techniques, in order to define a framework that can deal with the following problem: find an optimized set of routes when the customers set is a proper subset of an entire network, and variable traffic conditions have to be taken into account. This is accomplished on one hand by extending the vehicle routing problem (VRP) to a time dependent case (TDVRP), on the other hand by using an appropriate algorithm the robust shortest path (RPS) that can provide itineraries when moving to a location to another, and guarantee good performance under any possible road network situation. Once a proper description of the TDVRP model is given, we discuss the optimization technique, based on the ant colony system (ACS), and the robust shortest path (RPS) algorithm Different ways of integrating these techniques are discussed. The one presented here consists in using the RPS algorithm for the calculation of the paths among each pair of customers, so that this information can to be used by the TDVRP optimization in a very efficient way. In the case of a real road network, some tests have been made, that show that the optimal solutions obtained for the classic VRP case are sub optimal when considered in a time dependent context, revealing that the approximation of constant speeds is sometimes inadequate.
引用
收藏
页码:26 / 31
页数:6
相关论文
共 50 条
  • [1] INTEGRATION OF ROBUST SHORTEST PATH WITH PICKUP AND DELIVERY VEHICLE ROUTING PROBLEM
    Kubek, Daniel
    [J]. PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON TRAFFIC AND TRANSPORT ENGINEERING (ICTTE), 2014, : 913 - 919
  • [2] The time-dependent shortest path and vehicle routing problem
    Jaballah, Rabie
    Veenstra, Marjolein
    Coelho, Leandro C.
    Renaud, Jacques
    [J]. INFOR, 2021, 59 (04) : 592 - 622
  • [3] Hierarchical time-dependent shortest path algorithms for vehicle routing under ITS
    Nejad, Mark Mahyar
    Mashayekhy, Lena
    Chinnam, Ratna Babu
    Phillips, Anthony
    [J]. IIE TRANSACTIONS, 2016, 48 (02) : 158 - 169
  • [4] A Routing Algorithm with Candidate Shortest Path
    潘启敬
    [J]. Journal of Computer Science & Technology, 1986, (03) : 33 - 52
  • [5] Parallelizing Shortest Path Algorithm for Time Dependent Graphs with Flow Speed Model
    Ersoy, Mehmet Akif
    Ozturan, Can
    [J]. 2016 IEEE 10TH INTERNATIONAL CONFERENCE ON APPLICATION OF INFORMATION AND COMMUNICATION TECHNOLOGIES (AICT), 2016, : 25 - 31
  • [6] A generalization of Dijkstra's shortest path algorithm with applications to VLSI routing
    Peyer, Sven
    Rautenbach, Dieter
    Vygen, Jens
    [J]. JOURNAL OF DISCRETE ALGORITHMS, 2009, 7 (04) : 377 - 390
  • [7] Variable Time Discretization for a Time-Dependent Shortest Path Algorithm
    Tian, Ye
    Chiu, Yi-Chang
    Gao, Yang
    [J]. 2011 14TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2011, : 588 - 593
  • [8] Approximate solution of the shortest path problem with resource constraints and applications to vehicle routing problems
    Lamamri, Abdelkader
    Hachama, Mohammed
    [J]. ELECTRONIC RESEARCH ARCHIVE, 2022, 31 (02): : 615 - 632
  • [9] Time-dependent shortest path problem: Solution and application to routing problems
    Haouari, M
    Dejax, P
    [J]. RAIRO-RECHERCHE OPERATIONNELLE-OPERATIONS RESEARCH, 1997, 31 (02): : 117 - 131
  • [10] Shortest Path Routing in Transportation Networks with Time-dependent Road Speeds
    Constantinou, Costas K.
    Ellinas, Georgios
    Panayiotou, Christos
    Polycarpou, Marios
    [J]. VEHITS: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS, 2016, : 91 - 98