IDEAS home Printed from https://ideas.repec.org/a/eee/jotrge/v123y2025ics0966692324003028.html
   My bibliography  Save this article

Investigating scheduling of minibus taxis in South Africa's eventual electric paratransit

Author

Listed:
  • Wust, J.
  • Bekker, J.
  • Booysen, M.J.

Abstract

The predominant mode of public transport in South Africa originates from the informal sector, specifically “paratransit”. Vehicles carry up to 23 passengers and are still propelled by internal combustion engines. We investigate the feasibility of using electric vehicles without negating the loss of opportunities by drivers and owners. We propose that scheduling of the electric vehicles is one important cornerstone towards electrification. We developed a fast-executing heuristic scheduling algorithm that allows for multiple vehicle depots in the transport network; simultaneous electric and internal combustion engine vehicle deployment; determining the number of charging stations; partial charging; and scheduled charging with intermittent electricity supply. The scheduling algorithm achieves the minimum number of vehicles to execute the passenger demand in shorter total distances, outperforming current approaches. The algorithm demonstrated multi-objective optimisation by minimising the vehicles, the number of charging stations, and the average trip delays of a schedule.

Suggested Citation

  • Wust, J. & Bekker, J. & Booysen, M.J., 2025. "Investigating scheduling of minibus taxis in South Africa's eventual electric paratransit," Journal of Transport Geography, Elsevier, vol. 123(C).
  • Handle: RePEc:eee:jotrge:v:123:y:2025:i:c:s0966692324003028
    DOI: 10.1016/j.jtrangeo.2024.104093
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0966692324003028
    Download Restriction: no

    File URL: https://libkey.io/10.1016/j.jtrangeo.2024.104093?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Durant, Timothy & Monney, Mamaa Grant & Johnson, Michael Etonam & Osei, Kwame Kwakwa & de Tejada, Joaquín Romero & Schalekamp, Herrie & Tarawally, Ansumana, 2023. "Re-evaluating roles and relationships between city authorities and informal public transport operators in sub-saharan africa: A comparative analysis of five cities," Research in Transportation Economics, Elsevier, vol. 101(C).
    2. Ons Sassi & Ammar Oulamara, 2017. "Electric vehicle scheduling and optimal charging problem: complexity, exact and heuristic approaches," International Journal of Production Research, Taylor & Francis Journals, vol. 55(2), pages 519-535, January.
    3. Jonathan D. Adler & Pitu B. Mirchandani, 2017. "The Vehicle Scheduling Problem for Fleets with Alternative-Fuel Vehicles," Transportation Science, INFORMS, vol. 51(2), pages 441-456, May.
    4. M. E. Kooten Niekerk & J. M. Akker & J. A. Hoogeveen, 2017. "Scheduling electric vehicles," Public Transport, Springer, vol. 9(1), pages 155-176, July.
    5. Rinaldi, Marco & Picarelli, Erika & D'Ariano, Andrea & Viti, Francesco, 2020. "Mixed-fleet single-terminal bus scheduling problem: Modelling, solution scheme and potential applications," Omega, Elsevier, vol. 96(C).
    6. Rogge, Matthias & van der Hurk, Evelien & Larsen, Allan & Sauer, Dirk Uwe, 2018. "Electric bus fleet size and mix problem with optimization of charging infrastructure," Applied Energy, Elsevier, vol. 211(C), pages 282-295.
    7. Javier Durán-Micco & Pieter Vansteenwegen, 2022. "A survey on the transit network design and frequency setting problem," Public Transport, Springer, vol. 14(1), pages 155-190, March.
    8. Shyh-Chin Huang & Kuo-Hsin Tseng & Jin-Wei Liang & Chung-Liang Chang & Michael G. Pecht, 2017. "An Online SOC and SOH Estimation Model for Lithium-Ion Batteries," Energies, MDPI, vol. 10(4), pages 1-18, April.
    9. Sistig, Hubert Maximilian & Sauer, Dirk Uwe, 2023. "Metaheuristic for the integrated electric vehicle and crew scheduling problem," Applied Energy, Elsevier, vol. 339(C).
    10. Perumal, Shyam S.G. & Lusby, Richard M. & Larsen, Jesper, 2022. "Electric bus planning & scheduling: A review of related problems and methodologies," European Journal of Operational Research, Elsevier, vol. 301(2), pages 395-413.
    11. Yuhuan Liu & Enjian Yao & Muyang Lu & Ling Yuan, 2019. "Regional Electric Bus Driving Plan Optimization Algorithm considering Charging Time Window," Mathematical Problems in Engineering, Hindawi, vol. 2019, pages 1-9, October.
    12. Eliiyi, Deniz Türsel & Ornek, Arslan & Karakütük, SadIk Serhat, 2009. "A vehicle scheduling problem with fixed trips and time limitations," International Journal of Production Economics, Elsevier, vol. 117(1), pages 150-161, January.
    13. Haghani, Ali & Banihashemi, Mohamadreza, 2002. "Heuristic approaches for solving large-scale bus transit vehicle scheduling problem with route time constraints," Transportation Research Part A: Policy and Practice, Elsevier, vol. 36(4), pages 309-333, May.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Perumal, Shyam S.G. & Lusby, Richard M. & Larsen, Jesper, 2022. "Electric bus planning & scheduling: A review of related problems and methodologies," European Journal of Operational Research, Elsevier, vol. 301(2), pages 395-413.
    2. McCluskey, Jac & Druitt, Tom & Larkin, Charles, 2025. "Sustainability in transit: Assessing the economic case for electric bus adoption in the UK," Transport Policy, Elsevier, vol. 162(C), pages 493-508.
    3. Wagner, Dennis & Walther, Grit, 2024. "Techno-economic analysis of mixed battery and fuel cell electric bus fleets: A case study," Applied Energy, Elsevier, vol. 376(PA).
    4. Zhou, Yu & Wang, Hua & Wang, Yun & Yu, Bin & Tang, Tianpei, 2024. "Charging facility planning and scheduling problems for battery electric bus systems: A comprehensive review," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 183(C).
    5. Peng, Yiyang & Li, Guoyuan & Xu, Min & Chen, Anthony, 2024. "Mixed-fleet operation of battery electric bus and hydrogen bus: Considering limited depot size with flexible refueling processes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 188(C).
    6. Diefenbach, Heiko & Emde, Simon & Glock, Christoph H., 2023. "Multi-depot electric vehicle scheduling in in-plant production logistics considering non-linear charging models," European Journal of Operational Research, Elsevier, vol. 306(2), pages 828-848.
    7. Miriam Stumpe & David Rößler-von Saß & Natalia Kliewer & Guido Schryen, 2024. "Gradual Transition to Zero-Emission Bus Systems: Impact of Vehicle Scheduling on Charging Infrastructure and Fleet Replacement," Working Papers Dissertations 127, Paderborn University, Faculty of Business Administration and Economics.
    8. Gkiotsalitis, K. & Iliopoulou, C. & Kepaptsoglou, K., 2023. "An exact approach for the multi-depot electric bus scheduling problem with time windows," European Journal of Operational Research, Elsevier, vol. 306(1), pages 189-206.
    9. Boud Verbrugge & Mohammed Mahedi Hasan & Haaris Rasool & Thomas Geury & Mohamed El Baghdadi & Omar Hegazy, 2021. "Smart Integration of Electric Buses in Cities: A Technological Review," Sustainability, MDPI, vol. 13(21), pages 1-23, November.
    10. Hubert Maximilian Sistig & Philipp Sinhuber & Matthias Rogge & Dirk Uwe Sauer, 2024. "Optimizing Fleet Structure for Autonomous Electric Buses: A Route-Based Analysis in Aachen, Germany," Sustainability, MDPI, vol. 16(10), pages 1-25, May.
    11. Battaïa, Olga & Dolgui, Alexandre & Guschinsky, Nikolai & Kovalyov, Mikhail Y., 2023. "Designing fast-charge urban electric bus services: An Integer Linear Programming model," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
    12. Guschinsky, Nikolai & Kovalyov, Mikhail Y. & Pesch, Erwin & Rozin, Boris, 2023. "Cost minimizing decisions on equipment and charging schedule for electric buses in a single depot," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 180(C).
    13. Wu, Weitiao & Lin, Yue & Liu, Ronghui & Jin, Wenzhou, 2022. "The multi-depot electric vehicle scheduling problem with power grid characteristics," Transportation Research Part B: Methodological, Elsevier, vol. 155(C), pages 322-347.
    14. Nathalie Marion Frieß & Ulrich Pferschy, 2024. "Planning a zero-emission mixed-fleet public bus system with minimal life cycle cost," Public Transport, Springer, vol. 16(1), pages 39-79, March.
    15. Patcharida Kunawong & Warisa Nakkiew & Parida Jewpanya & Wasawat Nakkiew, 2025. "Optimizing Electric Bus Charging Infrastructure: A Bi-Level Mathematical Model for Strategic Station Location and Off-Board Charger Allocation in Transportation Network," Mathematics, MDPI, vol. 13(5), pages 1-28, February.
    16. Mahmoudi, Reza & Saidi, Saeid & Emrouznejad, Ali, 2025. "Mathematical programming in public bus transit design and operations: Emerging technologies and sustainability – A review," Socio-Economic Planning Sciences, Elsevier, vol. 98(C).
    17. Foda, Ahmed & Abdelaty, Hatem & Mohamed, Moataz & El-Saadany, Ehab, 2023. "A generic cost-utility-emission optimization for electric bus transit infrastructure planning and charging scheduling," Energy, Elsevier, vol. 277(C).
    18. Sistig, Hubert Maximilian & Sauer, Dirk Uwe, 2023. "Metaheuristic for the integrated electric vehicle and crew scheduling problem," Applied Energy, Elsevier, vol. 339(C).
    19. Lu, Zhaoyang & Xing, Tianyi & Li, Yanfeng, 2025. "Optimization of electric bus vehicle scheduling and charging strategies under Time-of-Use electricity price," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 196(C).
    20. Perumal, S.S.G. & Dollevoet, T.A.B. & Huisman, D. & Lusby, R.M. & Larsen, J. & Riis, M., 2020. "Solution Approaches for Vehicle and Crew Scheduling with Electric Buses," Econometric Institute Research Papers EI-2020-02, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jotrge:v:123:y:2025:i:c:s0966692324003028. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-transport-geography .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.