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School accessibility evaluation under mixed-load school bus routing problem strategies

Author

Listed:
  • Feng, Rui
  • Zhang, Jin
  • Wu, Yuelong
  • Wu, Ruibo
  • Yao, Baozhen

Abstract

Mixed-load school bus routing problem (SBRP) strategy helps to improve the efficiency of school bus systems. School accessibility is a student-oriented measurement indicator that visually demonstrates the influence of mixed-load SBRP strategies on student commuting efficiency. In order to improve the convenience of students commuting to school while greatly reducing the operational cost of school buses, this paper proposes two mixed-load SBRP strategies (strategy 1: mixed-load mode and strategy 2: single-load mode). The bi-level programming model is constructed to model the two mixed-load SBRP strategies. In the bi-level programming model, the upper-level is to maximize school accessibility, and the lower-level optimizes school bus routes with the goal of minimizing the total number of school buses. The entropy-based weight method is introduced for comprehensive evaluation of strategies. Case studies are presented based on school bus data in Dalian, China to measure the performance of the two strategies. In computational experiments, the effect of weighted commuting time on school accessibility is also investigated. The results indicate that the SBRP strategy of mixed load mode (strategy 1) is the most effective in terms of comprehensive assessment of operating costs and school accessibility. In addition, it is found that the weighted commuting time has expanded the horizontal differentiation of school accessibility.

Suggested Citation

  • Feng, Rui & Zhang, Jin & Wu, Yuelong & Wu, Ruibo & Yao, Baozhen, 2023. "School accessibility evaluation under mixed-load school bus routing problem strategies," Transport Policy, Elsevier, vol. 131(C), pages 75-86.
  • Handle: RePEc:eee:trapol:v:131:y:2023:i:c:p:75-86
    DOI: 10.1016/j.tranpol.2022.12.001
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    References listed on IDEAS

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    1. Shichao Sun & Zhengyu Duan & Qi Xu, 2018. "School bus routing problem in the stochastic and time-dependent transportation network," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-17, August.
    2. Cui, Boer & Boisjoly, Geneviève & El-Geneidy, Ahmed & Levinson, David, 2019. "Accessibility and the journey to work through the lens of equity," Journal of Transport Geography, Elsevier, vol. 74(C), pages 269-277.
    3. Moreno-Monroy, Ana I. & Lovelace, Robin & Ramos, Frederico R., 2018. "Public transport and school location impacts on educational inequalities: Insights from São Paulo," Journal of Transport Geography, Elsevier, vol. 67(C), pages 110-118.
    4. Ben-Elia, Eran & Benenson, Itzhak, 2019. "A spatially-explicit method for analyzing the equity of transit commuters' accessibility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 31-42.
    5. Kenzo Asahi, 2014. "The Impact of Better School Accessibility on Student outcomes," SERC Discussion Papers 0156, Centre for Economic Performance, LSE.
    6. Gmira, Maha & Gendreau, Michel & Lodi, Andrea & Potvin, Jean-Yves, 2021. "Tabu search for the time-dependent vehicle routing problem with time windows on a road network," European Journal of Operational Research, Elsevier, vol. 288(1), pages 129-140.
    7. Shafahi, Ali & Wang, Zhongxiang & Haghani, Ali, 2018. "SpeedRoute: Fast, efficient solutions for school bus routing problems," Transportation Research Part B: Methodological, Elsevier, vol. 117(PA), pages 473-493.
    8. Xia, Nan & Cheng, Liang & Chen, Song & Wei, XiaoYan & Zong, WenWen & Li, ManChun, 2018. "Accessibility based on Gravity-Radiation model and Google Maps API: A case study in Australia," Journal of Transport Geography, Elsevier, vol. 72(C), pages 178-190.
    9. Chen, Jie & Ni, Jianhua & Xi, Changbai & Li, Siqian & Wang, Jiechen, 2017. "Determining intra-urban spatial accessibility disparities in multimodal public transport networks," Journal of Transport Geography, Elsevier, vol. 65(C), pages 123-133.
    10. Hernan Caceres & Rajan Batta & Qing He, 2017. "School Bus Routing with Stochastic Demand and Duration Constraints," Transportation Science, INFORMS, vol. 51(4), pages 1349-1364, November.
    11. Ezquerro Eguizábal, Sara & Moura Berodia, José Luis & Ibeas Portilla, Ángel & Benavente Ponce, Juan, 2018. "Optimization model for school transportation design based on economic and social efficiency," Transport Policy, Elsevier, vol. 67(C), pages 93-101.
    12. Ellegood, William A. & Solomon, Stanislaus & North, Jeremy & Campbell, James F., 2020. "School bus routing problem: Contemporary trends and research directions," Omega, Elsevier, vol. 95(C).
    13. Hyun Kim & Yena Song, 2018. "An integrated measure of accessibility and reliability of mass transit systems," Transportation, Springer, vol. 45(4), pages 1075-1100, July.
    14. Elizabeth L. Bouzarth & Richard J. Forrester & Kevin R. Hutson & Rahul Isaac & James Midkiff & Danny Rivers & Leonard J. Testa, 2018. "A Comparison of Algorithms for Finding an Efficient Theme Park Tour," Journal of Applied Mathematics, Hindawi, vol. 2018, pages 1-14, October.
    15. Newton, Rita M. & Thomas, Warren H., 1969. "Design of school bus routes by computer," Socio-Economic Planning Sciences, Elsevier, vol. 3(1), pages 75-85, June.
    16. Fátima M. Souza Lima & Davi S. D. Pereira & Samuel V. Conceição & Ricardo S. Camargo, 2017. "A multi-objective capacitated rural school bus routing problem with heterogeneous fleet and mixed loads," 4OR, Springer, vol. 15(4), pages 359-386, December.
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