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Schedule negotiation with ADA paratransit riders under value of time uncertainty

Author

Listed:
  • Chen, Shijie
  • Rahman, Md Hishamur
  • Marković, Nikola
  • Siddiqui, Muhammad Imran Younus
  • Mohebbi, Matthew
  • Sun, Yanshuo

Abstract

When paratransit riders book their travels, operators have the flexibility to adjust the requested pickup time within a predetermined limit for efficiency purposes in accordance with the Americans with Disabilities Act (ADA) regulations. This practice, known as schedule negotiation, is widely adopted across the United States (U.S.). However, the existing paratransit literature lacks optimization methods to support decision-making in this context. To address this research gap, we propose a new mathematical formulation, enabling an operator to simultaneously determine how a new travel request can be accommodated and how incentives can be designed to maximize the operator’s payoff (revenues minus total costs). In addition, to enhance the realism of behavioral modeling in the paratransit literature, we explicitly consider the privately held value of time information for riders, which results in probabilistic responses. Eventually, the formulation is a nonconvex mixed-integer nonlinear program (MINLP). We thus design a decomposition-based fix-and-optimize algorithm that ensures global optimality despite the nonconvexity. We validate and evaluate our proposed method through synthetic analyses and real-world case studies, which demonstrate substantial advantages of schedule negotiation in improving paratransit operational efficiency. We also highlight the efficiency of the proposed solution approach relative to a benchmark approach based on complete enumeration. The proposed optimization method is thus expected to advance the state of the practice in pickup time negotiation in paratransit and other related mobility services.

Suggested Citation

  • Chen, Shijie & Rahman, Md Hishamur & Marković, Nikola & Siddiqui, Muhammad Imran Younus & Mohebbi, Matthew & Sun, Yanshuo, 2024. "Schedule negotiation with ADA paratransit riders under value of time uncertainty," Transportation Research Part B: Methodological, Elsevier, vol. 184(C).
  • Handle: RePEc:eee:transb:v:184:y:2024:i:c:s0191261524000869
    DOI: 10.1016/j.trb.2024.102962
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    References listed on IDEAS

    as
    1. Dimitris Bertsimas & Patrick Jaillet, & Sébastien Martin, 2019. "Online Vehicle Routing: The Edge of Optimization in Large-Scale Applications," Operations Research, INFORMS, vol. 67(1), pages 143-162, January.
    2. Sun, Yanshuo & Chen, Zhi-Long & Zhang, Lei, 2020. "Nonprofit peer-to-peer ridesharing optimization," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    3. Ho, Sin C. & Szeto, W.Y. & Kuo, Yong-Hong & Leung, Janny M.Y. & Petering, Matthew & Tou, Terence W.H., 2018. "A survey of dial-a-ride problems: Literature review and recent developments," Transportation Research Part B: Methodological, Elsevier, vol. 111(C), pages 395-421.
    4. Jeffrey I. McGill & Garrett J. van Ryzin, 1999. "Revenue Management: Research Overview and Prospects," Transportation Science, INFORMS, vol. 33(2), pages 233-256, May.
    5. Bongiovanni, Claudia & Kaspi, Mor & Geroliminis, Nikolas, 2019. "The electric autonomous dial-a-ride problem," Transportation Research Part B: Methodological, Elsevier, vol. 122(C), pages 436-456.
    6. Dan Zhang & Daniel Adelman, 2009. "An Approximate Dynamic Programming Approach to Network Revenue Management with Customer Choice," Transportation Science, INFORMS, vol. 43(3), pages 381-394, August.
    7. Fleckenstein, David & Klein, Robert & Steinhardt, Claudius, 2023. "Recent advances in integrating demand management and vehicle routing: A methodological review," European Journal of Operational Research, Elsevier, vol. 306(2), pages 499-518.
    8. Ehmke, Jan Fabian & Campbell, Ann Melissa, 2014. "Customer acceptance mechanisms for home deliveries in metropolitan areas," European Journal of Operational Research, Elsevier, vol. 233(1), pages 193-207.
    9. Yves Molenbruch & Kris Braekers & An Caris, 2017. "Typology and literature review for dial-a-ride problems," Annals of Operations Research, Springer, vol. 259(1), pages 295-325, December.
    10. Gerardo Berbeglia & Jean-François Cordeau & Gilbert Laporte, 2012. "A Hybrid Tabu Search and Constraint Programming Algorithm for the Dynamic Dial-a-Ride Problem," INFORMS Journal on Computing, INFORMS, vol. 24(3), pages 343-355, August.
    11. Sun, Yanshuo & Schonfeld, Paul, 2016. "Holding decisions for correlated vehicle arrivals at intermodal freight transfer terminals," Transportation Research Part B: Methodological, Elsevier, vol. 90(C), pages 218-240.
    12. Robert Klein & Michael Neugebauer & Dimitri Ratkovitch & Claudius Steinhardt, 2019. "Differentiated Time Slot Pricing Under Routing Considerations in Attended Home Delivery," Service Science, INFORMS, vol. 53(1), pages 236-255, February.
    13. Diana, Marco & Dessouky, Maged M., 2004. "A new regret insertion heuristic for solving large-scale dial-a-ride problems with time windows," Transportation Research Part B: Methodological, Elsevier, vol. 38(6), pages 539-557, July.
    14. Masmoudi, Mohamed Amine & Hosny, Manar & Braekers, Kris & Dammak, Abdelaziz, 2016. "Three effective metaheuristics to solve the multi-depot multi-trip heterogeneous dial-a-ride problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 96(C), pages 60-80.
    15. Niels Agatz & Ann Campbell & Moritz Fleischmann & Martin Savelsbergh, 2011. "Time Slot Management in Attended Home Delivery," Transportation Science, INFORMS, vol. 45(3), pages 435-449, August.
    16. Strauss, Arne K. & Klein, Robert & Steinhardt, Claudius, 2018. "A review of choice-based revenue management: Theory and methods," European Journal of Operational Research, Elsevier, vol. 271(2), pages 375-387.
    17. Waßmuth, Katrin & Köhler, Charlotte & Agatz, Niels & Fleischmann, Moritz, 2023. "Demand management for attended home delivery—A literature review," European Journal of Operational Research, Elsevier, vol. 311(3), pages 801-815.
    18. Su, Yue & Dupin, Nicolas & Puchinger, Jakob, 2023. "A deterministic annealing local search for the electric autonomous dial-a-ride problem," European Journal of Operational Research, Elsevier, vol. 309(3), pages 1091-1111.
    19. Jaw, Jang-Jei & Odoni, Amedeo R. & Psaraftis, Harilaos N. & Wilson, Nigel H. M., 1986. "A heuristic algorithm for the multi-vehicle advance request dial-a-ride problem with time windows," Transportation Research Part B: Methodological, Elsevier, vol. 20(3), pages 243-257, June.
    20. Dong, Xiaotong & Chow, Joseph Y.J. & Waller, S. Travis & Rey, David, 2022. "A chance-constrained dial-a-ride problem with utility-maximising demand and multiple pricing structures," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 158(C).
    21. Sharif Azadeh, Sh. & Atasoy, Bilge & Ben-Akiva, Moshe E. & Bierlaire, M. & Maknoon, M.Y., 2022. "Choice-driven dial-a-ride problem for demand responsive mobility service," Transportation Research Part B: Methodological, Elsevier, vol. 161(C), pages 128-149.
    22. Zhixing Luo & Mengyang Liu & Andrew Lim, 2019. "A Two-Phase Branch-and-Price-and-Cut for a Dial-a-Ride Problem in Patient Transportation," Service Science, INFORMS, vol. 53(1), pages 113-130, February.
    23. Coslovich, Luca & Pesenti, Raffaele & Ukovich, Walter, 2006. "A two-phase insertion technique of unexpected customers for a dynamic dial-a-ride problem," European Journal of Operational Research, Elsevier, vol. 175(3), pages 1605-1615, December.
    24. Braekers, Kris & Caris, An & Janssens, Gerrit K., 2014. "Exact and meta-heuristic approach for a general heterogeneous dial-a-ride problem with multiple depots," Transportation Research Part B: Methodological, Elsevier, vol. 67(C), pages 166-186.
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