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Optimizing the loading of double stack trains under uncertain container availability

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  • Ng, ManWo
  • Lee, Yu-Chi
  • Lin, Dung-Ying

Abstract

This paper contributes to the literature on the operations management of double stack trains by introducing a new, real-world research problem that arises when loading trains at marine container terminals with on-dock rail service. Specifically, in this research we model the reality that containers that need to be loaded on railcars can be unavailable at the time of loading, while optimizing the assignment of railcars to hubs and trains, and containers to railcars. To this end, we propose a two stage stochastic program that aims to minimize the number of well cars used when container availability is uncertain (first stage) while also maximizing their space utilization when taking corrective actions (second stage). For its solution, a tailored integer L-shaped solution method is presented. Algorithmic performance and managerial insights are highlighted in a series of numerical experiments. Findings include: 1) The proposed L-shaped method is superior compared to a state-of-the-art commercial solver (up to 5 times faster in our experiments). 2) It is beneficial for the rail manager to prioritize making available 40-foot containers versus 20-foot containers. 3) The higher the probability of container availability in the second stage, the more well cars should be made available in the first stage.

Suggested Citation

  • Ng, ManWo & Lee, Yu-Chi & Lin, Dung-Ying, 2025. "Optimizing the loading of double stack trains under uncertain container availability," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 196(C).
  • Handle: RePEc:eee:transe:v:196:y:2025:i:c:s1366554525000572
    DOI: 10.1016/j.tre.2025.104016
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    References listed on IDEAS

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    1. Lai, Yung-Cheng & Barkan, Christopher P.L. & Önal, Hayri, 2008. "Optimizing the aerodynamic efficiency of intermodal freight trains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(5), pages 820-834, September.
    2. Baicheng Yan & Min Xu, 2023. "Container flow template planning in seaport railway terminal with on-dock rails," Maritime Policy & Management, Taylor & Francis Journals, vol. 50(4), pages 538-561, May.
    3. Liu, Wenqian & Zhu, Xiaoning & Wang, Li & Li, Siyu, 2024. "Flexible yard crane scheduling for mixed railway and road container operations in sea-rail intermodal ports with the sharing storage yard," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 190(C).
    4. Daniela Ambrosino & Claudia Caballini & Silvia Siri, 2013. "A mathematical model to evaluate different train loading and stacking policies in a container terminal," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 15(3), pages 292-308, September.
    5. Upadhyay, Amit & Gu, Weihua & Bolia, Nomesh, 2017. "Optimal loading of double-stack container trains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 107(C), pages 1-22.
    6. Dung-Ying Lin & Yu-Jie Kong & ManWo Ng, 2024. "The double stack railcar allocation problem at marine container terminals," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 75(10), pages 2008-2017, October.
    7. Ng, ManWo, 2024. "Repositioning with unreliable carriers: The case of marine chassis equipment at container ports," European Journal of Operational Research, Elsevier, vol. 315(2), pages 777-785.
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