A School Bus Routing Heuristic Algorithm Allowing Heterogeneous Fleets and Bus Stop Selection

被引:0
|
作者
Sciortino M. [1 ]
Lewis R. [1 ]
Thompson J. [1 ]
机构
[1] School of Mathematics, Cardiff University, Cardiff
关键词
Bus stop selection; Heterogeneous fleet; Heuristics; Iterated local search; School bus routing; Vehicle routing;
D O I
10.1007/s42979-022-01466-6
中图分类号
学科分类号
摘要
This paper addresses a school bus routing problem formulated as a capacitated and time-constrained open vehicle routing problem with a heterogeneous fleet and single loads. This problem incorporates several realistic features, such as student eligibility, maximum walking distances, bus stop selection, maximum riding times, different types of buses, multistops, and bus dwell times. A heuristic algorithm based on an iterated local search approach is proposed for this problem. It determines the selection of bus stops from a set of potential stops, the assignment of students to the selected bus stops, and the routes along the selected bus stops. The main objectives are minimizing the number of buses used, the total student walking distance, and the total route journey time. Other aims are balancing route journey times between buses and minimizing the total number of empty seats. A set of 20 real-world problem instances are used to evaluate the performance of the algorithm. Results indicate that the algorithm finds high-quality solutions in very short amounts of computational time. © 2022, The Author(s).
引用
收藏
相关论文
共 50 条
  • [1] A metaheuristic for the school bus routing problem with bus stop selection
    Schittekat, Patrick
    Kinable, Joris
    Sorensen, Kenneth
    Sevaux, Marc
    Spieksma, Frits
    Springael, Johan
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 229 (02) : 518 - 528
  • [2] A probability model for the school bus routing problem with bus stop selection
    Perez-Rodriguez, Ricardo
    Hernandez-Aguirre, Arturo
    Jons, S.
    Cruz, Ivan
    Velasco, Jonas
    Raul Perez-Gallardo, J.
    [J]. DYNA, 2017, 92 (02): : 138 - 138
  • [3] School Bus Stop Selection and Routing with Walking Accessibility
    Ren, Jingxuan
    Jin, Wenzhou
    Wu, Weitiao
    [J]. CICTP 2019: TRANSPORTATION IN CHINA-CONNECTING THE WORLD, 2019, : 1458 - 1469
  • [4] An estimation of distribution algorithm coupled with the generalized Mallows distribution for a school bus routing problem with bus stop selection
    Perez-Rodriguez, Ricardo
    Hernandez-Aguirre, Arturo
    [J]. REVISTA IBEROAMERICANA DE AUTOMATICA E INFORMATICA INDUSTRIAL, 2017, 14 (03): : 288 - 298
  • [5] A Metaheuristic Solution for School Bus Routing Problem with Homogeneous Fleet and Bus Stop Selection
    Perez Perez, Ana Camila
    Sanchez Ansola, Eduardo
    Rosete, Alejandro
    [J]. INGENIERIA, 2021, 26 (02): : 233 - 253
  • [6] Capacitated School Bus Routing Problem with Time Windows, Heterogeneous Fleets and Travel Assistants
    Paul, Ozioma
    Handl, Julia
    Lopez-Ibanez, Manuel
    [J]. PROCEEDINGS OF THE 2023 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE COMPANION, GECCO 2023 COMPANION, 2023, : 2374 - 2377
  • [7] Memetic Algorithm for the Heterogeneous Fleet School Bus Routing Problem
    Agripa Sales, Leonardo de Padua
    Melo, Cristiano Sousa
    de Oliveira e Bonates, Tiberius
    Prata, Bruno de Athayde
    [J]. JOURNAL OF URBAN PLANNING AND DEVELOPMENT, 2018, 144 (02)
  • [8] A Partial Allocation Local Search Matheuristic for Solving the School Bus Routing Problem with Bus Stop Selection
    Calvete, Herminia, I
    Gale, Carmen
    Iranzo, Jose A.
    Toth, Paolo
    [J]. MATHEMATICS, 2020, 8 (08)
  • [9] The School Bus Routing Problem: An Analysis and Algorithm
    Lewis, Rhydian
    Smith-Miles, Kate
    Phillips, Kyle
    [J]. COMBINATORIAL ALGORITHMS, IWOCA 2017, 2018, 10765 : 287 - 298
  • [10] A Selection Hyper-heuristic based on Q-learning for School Bus Routing Problem
    Hou, Yan-e
    Gu, Wenbo
    Wang, Chunxiao
    Yang, Kang
    Wang, Yujing
    [J]. IAENG International Journal of Applied Mathematics, 2022, 52 (04)