A Simulation-based Optimization Model for the Vehicle Routing Problem with Bimodal Stochastic Travel Time Distribution

被引:0
|
作者
Antit, Amina [1 ]
Jaoua, Amel [1 ]
Layeb, Safa Bhar [1 ]
Triki, Chefi [2 ,3 ]
机构
[1] Univ Tunis El Manar, Natl Engn Sch Tunis, LR OASIS, Tunis, Tunisia
[2] Univ Salento, Dept Engn Innovat, Lecce, Italy
[3] Univ Kent, Kent Business Sch, Canterbury, Kent, England
来源
IFAC PAPERSONLINE | 2022年 / 55卷 / 10期
关键词
Urban Area; Stochastic Travel Time; Bimodal Distribution; Routing Problem; Simulation-based Optimization; WINDOWS;
D O I
10.1016/j.ifacol.2022.09.380
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a simulation-based optimization model for solving a realistic delivery problem within an urban area that respects the customers' availability. Specifically, the originality of this work is to consider the bimodal realistic traffic pattern when solving the classic capacitated vehicle routing problem with time windows. Computational results have shown that under bimodal travel time distribution the routing solution changes considerately. Thus, this work emphasizes the need to fully integrate the traffic behavior when solving this class of routing problem with stochastic travel times. Furthermore, it highlights the easiness of such integration, when the routing problem is modeled and solved using this promising simulation-based optimization approach Copyright (C) 2022 The Authors.
引用
收藏
页码:133 / 138
页数:6
相关论文
共 50 条
  • [31] Simulation-Based Travel Time Prediction Model for Traffic Corridors
    Hu, Ta-Yin
    Ho, Wei-Ming
    2009 12TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC 2009), 2009, : 727 - 732
  • [32] Vehicle routing problem with stochastic travel times including soft time windows and service costs
    Tas, Duygu
    Dellaert, Nico
    van Woensel, Tom
    de Kok, Ton
    COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (01) : 214 - 224
  • [33] Vehicle routing with stochastic time-dependent travel times
    Lecluyse, C.
    Van Woensel, T.
    Peremans, H.
    4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2009, 7 (04): : 363 - 377
  • [34] Vehicle routing with stochastic time-dependent travel times
    C. Lecluyse
    T. Van Woensel
    H. Peremans
    4OR, 2009, 7 : 363 - 377
  • [35] Applying genetic algorithm to vehicle routing problem with stochastic travel times
    Xie, Binglei
    An, Shi
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2006, 13 : 693 - 697
  • [36] Reliable vehicle routing problem in stochastic networks with correlated travel times
    Mojtaba Rajabi-Bahaabadi
    Afshin Shariat-Mohaymany
    Mohsen Babaei
    Daniele Vigo
    Operational Research, 2021, 21 : 299 - 330
  • [37] Reliable vehicle routing problem in stochastic networks with correlated travel times
    Rajabi-Bahaabadi, Mojtaba
    Shariat-Mohaymany, Afshin
    Babaei, Mohsen
    Vigo, Daniele
    OPERATIONAL RESEARCH, 2021, 21 (01) : 299 - 330
  • [38] A Three-Stage Saving-Based Heuristic for Vehicle Routing Problem with Time Windows and Stochastic Travel Times
    Wang, Zheng
    Zhou, Chunyue
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2016, 2016
  • [39] Efficient Computing Budget Allocation for Simulation-Based Optimization With Stochastic Simulation Time
    Jia, Qing-Shan
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (02) : 539 - 544
  • [40] Electric Vehicle Routing Problem with Charging Time and Variable Travel Time
    Shao, Sai
    Guan, Wei
    Ran, Bin
    He, Zhengbing
    Bi, Jun
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017