Multi-Objective Joint Optimization of Loading and Capacity Vehicle Routing Problem

被引:0
|
作者
Wang, Chao [1 ,2 ]
Jin, Chun [3 ]
Han, Jim [4 ]
机构
[1] Dalian Univ Technol, Fac Econ & Management, Inst Syst Engn, Dalian, Peoples R China
[2] Dalian Jiaotong Univ, Sch Software, Dalian, Peoples R China
[3] Dalian Univ Technol, Inst Syst Engn, Dalian, Peoples R China
[4] Florida Atlantic Univ, Coll Business, Dept Informat Technol & Operat Management, Boca Raton, FL 33431 USA
关键词
Vehicle Routing Problem; Traveling Salesman Problem; Loading Problem; Multi-objective Joint Optimization; HEURISTIC ALGORITHM;
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
To solve the capacity vehicle routing problem (CVRP) more effectively and save related resources, this paper proposes a multi-objective joint optimization problem of loading problem and CVRP (LCVRP), and builds the appropriate mathematical model. We design a multistage algorithm to solve it. In the first stage of the algorithm, we give a novel loading algorithm to work out the minimum number of transport vehicles. Numerical experiments manifest that we can get the minimum vehicles in LCVRP, and the satisfactory solutions of LCVRP are better than those of CVRP in some instances of VRPLIB. The experiment part of this paper shows the testing for E022 instance in detail.
引用
收藏
页码:251 / 255
页数:5
相关论文
共 50 条
  • [31] Multi-objective optimization of the maritime cargo routing and scheduling problem
    Giavarina dos Santos, Pietro Tiaraju
    Borenstein, Denis
    [J]. INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2024, 31 (01) : 221 - 245
  • [32] Evolutionary Multi-objective Optimization for Multi-depot Vehicle Routing in Logistics
    Xiaowen Bi
    Zeyu Han
    Wallace K. S. Tang
    [J]. International Journal of Computational Intelligence Systems, 2017, 10 : 1337 - 1344
  • [33] Evolutionary Multi-objective Optimization for Multi-depot Vehicle Routing in Logistics
    Bi, Xiaowen
    Han, Zeyu
    Tang, Wallace K. S.
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2017, 10 (01) : 1337 - 1344
  • [34] Modelling the Generalized Multi-objective Vehicle Routing Problem Based on Costs
    Kubil, Viktor
    Mokhov, Vasily
    Grinchenkov, Dmitry
    [J]. PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON APPLIED INNOVATIONS IN IT, VOL 6, 2018, 6 : 29 - 35
  • [35] Multi-Objective Genetic Algorithms for Vehicle Routing Problem with Time Windows
    Beatrice Ombuki
    Brian J. Ross
    Franklin Hanshar
    [J]. Applied Intelligence, 2006, 24 : 17 - 30
  • [36] A self-tuning heuristic for a multi-objective vehicle routing problem
    Alabas-Uslu, C.
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2008, 59 (07) : 988 - 996
  • [37] A Hybrid Algorithm for the Multi-objective Time Dependent Vehicle Routing Problem
    Sun, Yi
    Chen, Yue
    Pan, Changchun
    Yang, Genke
    [J]. ADVANCES IN TRANSPORTATION, PTS 1 AND 2, 2014, 505-506 : 1071 - 1075
  • [38] A multi-objective humanitarian pickup and delivery vehicle routing problem with drones
    Yichen Lu
    Chao Yang
    Jun Yang
    [J]. Annals of Operations Research, 2022, 319 : 291 - 353
  • [39] A multi-objective ring star vehicle routing problem for perishable items
    Barma, Partha Sarathi
    Dutta, Joydeep
    Mukherjee, Anupam
    Kar, Samarjit
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 13 (5) : 2355 - 2380
  • [40] Multi-objective heterogeneous vehicle routing and scheduling problem with energy minimizing
    Ghannadpour, Seyed Farid
    Zarrabi, Abdolhadi
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2019, 44 : 728 - 747