A Heuristic Comparison Framework for Solving the Two-Echelon Vehicle Routing Problem

被引:0
|
作者
Butty, Xavier [1 ]
Stuber, Thomas [1 ]
Hanne, Thomas [1 ]
Dornberger, Rolf [2 ]
机构
[1] Univ Appl Sci & Arts Northwestern Switzerland, Riggenbachstr 16, CH-4600 Olten, Switzerland
[2] Univ Appl Sci & Arts Northwestern Switzerland, Peter Merian Str 86, CH-4002 Basel, Switzerland
关键词
Vehicle routing problem; Two-echelon Vehicle Routing Problem (2E-VRP); Greedy Randomized Adaptive Search Procedure (GRASP); Variable Neighborhood Descent (VND);
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
The Two-Echelon Vehicle Routing Problem (2E-VRP) is a combinatorial optimization problem used in transport logistics with a two layered composition. In a first level trip, freight has to be delivered from a main depot to a set of possible satellites (intermediate depots). Afterwards the goods are served in second level trips to the final customers. Inspired by a paper from Nguyen, Prins and Prodhon we developed a novel heuristic comparison framework based on the open source simulation environment OpenCI. On the basis of the mentioned paper we implemented three heuristics to solve the 2E-VRP and a greedy randomized adaptive search procedure (GRASP) with a learning process (LP). The GRASP-LP uses two heuristics which improve their solution by a variable neighborhood descent (VND). The VND itself uses two different neighborhoods to enhance the result. The comparison framework is able to load different 2E-VRP maps which can be solved by single heuristics or the GRASP. The new heuristic comparison framework offers the possibility to add quickly different heuristics and to do experiments with them.
引用
下载
收藏
页码:59 / 65
页数:7
相关论文
共 50 条
  • [1] The two-echelon vehicle routing problem
    Mancini, Simona
    4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2012, 10 (04): : 391 - 392
  • [2] The two-echelon vehicle routing problem
    Simona Mancini
    4OR, 2012, 10 : 391 - 392
  • [3] A Two-Phase Hybrid Heuristic for the Two-Echelon Vehicle Routing Problem
    Zeng, Zheng-yang
    Xu, Wei-sheng
    Xu, Zhi-yu
    2013 CHINESE AUTOMATION CONGRESS (CAC), 2013, : 625 - 630
  • [4] The electric two-echelon vehicle routing problem
    Breunig, U.
    Baldacci, R.
    Hartl, R. F.
    Vidal, T.
    COMPUTERS & OPERATIONS RESEARCH, 2019, 103 : 198 - 210
  • [5] A Simulated Annealing Algorithm for Solving Two-Echelon Vehicle Routing Problem with Locker Facilities
    Redi, A. A. N. Perwira
    Jewpanya, Parida
    Kurniawan, Adji Candra
    Persada, Satria Fadil
    Nadlifatin, Reny
    Dewi, Oki Anita Candra
    ALGORITHMS, 2020, 13 (09) : 1 - 14
  • [6] A novel integrated approach to the modelling and solving of the Two-Echelon Capacitated Vehicle Routing Problem
    Sitek, Pawel
    Wikarek, Jaroslaw
    PRODUCTION AND MANUFACTURING RESEARCH-AN OPEN ACCESS JOURNAL, 2014, 2 (01): : 326 - 340
  • [7] An Embedded Hamiltonian Graph-Guided Heuristic Algorithm for Two-Echelon Vehicle Routing Problem
    Huang, Han
    Yang, Shuling
    Li, Xueqiang
    Hao, Zhifeng
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (07) : 5695 - 5707
  • [8] Two-echelon vehicle routing problem with simultaneous pickup and delivery: Mathematical model and heuristic approach
    Belgin, Onder
    Karaoglan, Ismail
    Altiparmak, Fulya
    COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 115 : 1 - 16
  • [9] A SIMHEURISTIC FOR THE STOCHASTIC TWO-ECHELON CAPACITATED VEHICLE ROUTING PROBLEM
    Ramirez-Villamil, Angie
    Montoya-Torres, Jairo R.
    Jaegler, Anicia
    2020 WINTER SIMULATION CONFERENCE (WSC), 2020, : 1276 - 1287
  • [10] Two-Echelon Vehicle Routing Problem: A satellite location analysis
    Crainic, Teodor Gabriel
    Perboli, Guido
    Mancini, Simona
    Tadei, Roberto
    6TH INTERNATIONAL CONFERENCE ON CITY LOGISTICS, 2010, 2 (03): : 5944 - 5955