IDEAS home Printed from https://ideas.repec.org/a/eee/ejores/v324y2025i2p629-643.html
   My bibliography  Save this article

The π-transportation problem: On the value of split transports for the Physical Internet concept

Author

Listed:
  • Boysen, Nils
  • Briskorn, Dirk
  • Montreuil, Benoit
  • Zey, Lennart

Abstract

The Physical Internet (PI or π) is a design metaphor that applies the digital internet as an archetype to rethink freight logistics and transportation in a more sustainable, interoperable, and cooperative way. Analogously to the protocols of the digital internet, freight should be encapsulated into standardized π-containers and transported through an open network of cooperating π-hubs. Despite the inspiring analogy, parallels are not absolute. Digital data packages can be duplicated without cost, can be (re-)sent anywhere in short time, generate no return flows, and their routing decisions have to be taken in microseconds. In this paper, we focus on a characteristic of the digital internet that can be emulated by the PI but has received less attention yet: split transports. Analogously to the internet protocol, which forwards each data packet individually according to dynamically adapted routing tables, larger shipments can be split into multiple smaller π-containers, so that different containers with the same destination may be routed via different paths. To evaluate whether these split transports significantly promote the aims of the PI, we derive a basic scheduling problem, called the π-transportation problem, where a given set of (either split or unsplit) shipments aim to travel along a linear transport corridor with given π-hubs. Based on this problem, we derive analytical and computational results to quantify the impact of split transports on the success of the PI concept. Our results suggest that split transports are not among the important features when redesigning the transportation sector.

Suggested Citation

  • Boysen, Nils & Briskorn, Dirk & Montreuil, Benoit & Zey, Lennart, 2025. "The π-transportation problem: On the value of split transports for the Physical Internet concept," European Journal of Operational Research, Elsevier, vol. 324(2), pages 629-643.
  • Handle: RePEc:eee:ejores:v:324:y:2025:i:2:p:629-643
    DOI: 10.1016/j.ejor.2025.01.038
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0377221725000815
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ejor.2025.01.038?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
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Eiichi Taniguchi & Rob E.C.M. Van Der Heijden, 2000. "An evaluation methodology for city logistics," Transport Reviews, Taylor & Francis Journals, vol. 20(1), pages 65-90, January.
    2. Benoit Montreuil & Eric Ballot & William Tremblay, 2015. "Modular Design of Physical Internet Transport, Handling and Packaging Containers," Post-Print hal-01487239, HAL.
    3. Boysen, Nils & Fliedner, Malte, 2010. "Cross dock scheduling: Classification, literature review and research agenda," Omega, Elsevier, vol. 38(6), pages 413-422, December.
    4. Tarik Chargui & Anne-Laure Ladier & Abdelghani Bekrar & Shenle Pan & Damien Trentesaux, 2022. "Towards designing and operating Physical Internet cross-docks: problem specifications and research perspectives," Post-Print hal-03624314, HAL.
    5. Shou-feng Ji & Xiao-shuai Peng & Rong-juan Luo, 2019. "An integrated model for the production-inventory-distribution problem in the Physical Internet," International Journal of Production Research, Taylor & Francis Journals, vol. 57(4), pages 1000-1017, February.
    6. Yves Sallez & Shenle Pan & Benoit Montreuil & Thierry Berger & Eric Ballot, 2016. "On the activeness of intelligent Physical Internet containers," Post-Print hal-01491403, HAL.
    7. Chao Chen & Shenle Pan & Zhu Wang & Ray Y. Zhong, 2017. "Using taxis to collect citywide E-commerce reverse flows: a crowdsourcing solution," International Journal of Production Research, Taylor & Francis Journals, vol. 55(7), pages 1833-1844, April.
    8. Rochdi Sarraj & Eric Ballot & Shenle Pan & Driss Hakimi & Benoit Montreuil, 2014. "Interconnected logistic networks and protocols: simulation-based efficiency assessment," Post-Print hal-01112138, HAL.
    9. Asvin Goel, 2010. "Truck Driver Scheduling in the European Union," Transportation Science, INFORMS, vol. 44(4), pages 429-441, November.
    10. Chao Chen & Shenle Pan & Zhu Wang & Ray Y. Zhong, 2017. "Using taxis to collect citywide E-commerce reverse flows: a crowdsourcing solution," Post-Print hal-01300487, HAL.
    11. Kulkarni, Onkar & Dahan, Mathieu & Montreuil, Benoit, 2022. "Resilient Hyperconnected Parcel Delivery Network Design Under Disruption Risks," International Journal of Production Economics, Elsevier, vol. 251(C).
    12. Shenle Pan & Damien Trentesaux & Duncan Mcfarlane & Benoit Montreuil & Eric Ballot & George Huang, 2021. "Digital interoperability in logistics and supply chain management: state-of-the-art and research avenues towards Physical Internet," Post-Print hal-03161524, HAL.
    13. Bin Qiao & Shenle Pan & Eric Ballot, 2019. "Dynamic pricing model for less-than-truckload carriers in the Physical Internet," Post-Print hal-01414135, HAL.
    14. Xiao-shuai Peng & Shou-feng Ji & Ting-ting Ji, 2020. "Promoting sustainability of the integrated production-inventory-distribution system through the Physical Internet," International Journal of Production Research, Taylor & Francis Journals, vol. 58(22), pages 6985-7004, November.
    15. Anirut Kantasa-ard & Maroua Nouiri & Abdelghani Bekrar & Abdessamad Ait el cadi & Yves Sallez, 2021. "Machine learning for demand forecasting in the physical internet: a case study of agricultural products in Thailand," International Journal of Production Research, Taylor & Francis Journals, vol. 59(24), pages 7491-7515, December.
    16. Chargui, Tarik & Ladier, Anne-Laure & Bekrar, Abdelghani & Pan, Shenle & Trentesaux, Damien, 2022. "Towards designing and operating physical internet cross-docks: Problem specifications and research perspectives," Omega, Elsevier, vol. 111(C).
    17. Jing-Sheng Song & Geert-Jan van Houtum & Jan A. Van Mieghem, 2020. "Capacity and Inventory Management: Review, Trends, and Projections," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 36-46, January.
    18. Imen Ben Mohamed & Walid Klibi & Olivier Labarthe & Jean-Christophe Deschamps & Mohamed Zied Babai, 2017. "Modelling and solution approaches for the interconnected city logistics," International Journal of Production Research, Taylor & Francis Journals, vol. 55(9), pages 2664-2684, May.
    19. Bin Qiao & Shenle Pan & Eric Ballot, 2019. "Dynamic pricing model for less-than-truckload carriers in the Physical Internet," Journal of Intelligent Manufacturing, Springer, vol. 30(7), pages 2631-2643, October.
    20. Neves-Moreira, F. & Amorim, P. & Guimarães, L. & Almada-Lobo, B., 2016. "A long-haul freight transportation problem: Synchronizing resources to deliver requests passing through multiple transshipment locations," European Journal of Operational Research, Elsevier, vol. 248(2), pages 487-506.
    21. Arnau, Quim & Barrena, Eva & Panadero, Javier & de la Torre, Rocio & Juan, Angel A., 2022. "A biased-randomized discrete-event heuristic for coordinated multi-vehicle container transport across interconnected networks," European Journal of Operational Research, Elsevier, vol. 302(1), pages 348-362.
    22. Li, Ming & Shao, Saijun & Li, Yang & Zhang, Hua & Zhang, Nianwu & He, Yandong, 2022. "A Physical Internet (PI) based inland container transportation problem with selective non-containerized shipping requests," International Journal of Production Economics, Elsevier, vol. 245(C).
    23. Luke Marshall & Natashia Boland & Martin Savelsbergh & Mike Hewitt, 2021. "Interval-Based Dynamic Discretization Discovery for Solving the Continuous-Time Service Network Design Problem," Transportation Science, INFORMS, vol. 55(1), pages 29-51, 1-2.
    24. Hao Luo & Siyu Tian & Xiang T. R. Kong, 2021. "Physical Internet-enabled customised furniture delivery in the metropolitan areas: digitalisation, optimisation and case study," International Journal of Production Research, Taylor & Francis Journals, vol. 59(7), pages 2193-2217, April.
    25. Taherkhani, Gita & Bilegan, Ioana C. & Crainic, Teodor Gabriel & Gendreau, Michel & Rei, Walter, 2022. "Tactical capacity planning in an integrated multi-stakeholder freight transportation system," Omega, Elsevier, vol. 110(C).
    26. Shenle Pan & Michele Nigrelli & Eric Ballot & Rochdi Sarraj & Yanyan Yang, 2015. "Perspectives of inventory control models in the Physical Internet: A simulation study," Post-Print hal-01112144, HAL.
    27. Bin Qiao & Shenle Pan & Eric Ballot, 2020. "Revenue Optimization for Less-than-truckload Carriers in the Physical Internet: dynamic pricing and request selection," Post-Print hal-01949543, HAL.
    28. Leung, Eric K.H. & Lee, Carmen Kar Hang & Ouyang, Zhiyuan, 2022. "From traditional warehouses to Physical Internet hubs: A digital twin-based inbound synchronization framework for PI-order management," International Journal of Production Economics, Elsevier, vol. 244(C).
    29. Tarik Chargui & Abdelghani Bekrar & Mohamed Reghioui & Damien Trentesaux, 2020. "Proposal of a multi-agent model for the sustainable truck scheduling and containers grouping problem in a Road-Rail physical internet hub," International Journal of Production Research, Taylor & Francis Journals, vol. 58(18), pages 5477-5501, September.
    30. Kim, Nayeon & Montreuil, Benoit & Klibi, Walid & Kholgade, Nitish, 2021. "Hyperconnected urban fulfillment and delivery," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
    31. Yanyan Yang & Shenle Pan & Eric Ballot, 2017. "Mitigating supply chain disruptions through interconnected logistics services in the Physical Internet," International Journal of Production Research, Taylor & Francis Journals, vol. 55(14), pages 3970-3983, July.
    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. Wu, Hang & Li, Ming & Yu, Chenglin & Ouyang, Zhiyuan & Lai, Kee-hung & Zhao, Zhiheng & Pan, Shenle & Wang, Shuaian & Zhong, Ray Y. & Kuo, Yong-Hong & Zhang, Fangni & Huang, Wenjie & Shen, Zuo-Jun Max , 2025. "Towards cyber-physical internet: A systematic review, fundamental model and future perspectives," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 197(C).
    2. Nguyen, Tiep & Duong, Quang Huy & Nguyen, Truong Van & Zhu, You & Zhou, Li, 2022. "Knowledge mapping of digital twin and physical internet in Supply Chain Management: A systematic literature review," International Journal of Production Economics, Elsevier, vol. 244(C).
    3. Guo, Chaojie & Thompson, Russell G. & Foliente, Greg & Kong, Xiang T.R., 2021. "An auction-enabled collaborative routing mechanism for omnichannel on-demand logistics through transshipment," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 146(C).
    4. Li, Ming & Shao, Saijun & Li, Yang & Zhang, Hua & Zhang, Nianwu & He, Yandong, 2022. "A Physical Internet (PI) based inland container transportation problem with selective non-containerized shipping requests," International Journal of Production Economics, Elsevier, vol. 245(C).
    5. Tarik Chargui & Anne-Laure Ladier & Abdelghani Bekrar & Shenle Pan & Damien Trentesaux, 2022. "Towards designing and operating Physical Internet cross-docks: problem specifications and research perspectives," Post-Print hal-03624314, HAL.
    6. Chargui, Tarik & Ladier, Anne-Laure & Bekrar, Abdelghani & Pan, Shenle & Trentesaux, Damien, 2022. "Towards designing and operating physical internet cross-docks: Problem specifications and research perspectives," Omega, Elsevier, vol. 111(C).
    7. Shoufeng Ji & Pengyun Zhao & Tingting Ji, 2023. "A Hybrid Optimization Method for Sustainable and Flexible Design of Supply–Production–Distribution Network in the Physical Internet," Sustainability, MDPI, vol. 15(7), pages 1-34, April.
    8. Xu, Su Xiu & Zhao, Zhiheng & Huang, George Q. & Ding, Yifang & Li, Ming & Feng, Jianghong, 2025. "A meta-auction for on-demand transportation procurement in industry 5.0," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 193(C).
    9. Orenstein, Ido & Raviv, Tal, 2022. "Parcel delivery using the hyperconnected service network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 161(C).
    10. Kim, Nayeon & Montreuil, Benoit & Klibi, Walid & Zied Babai, M., 2023. "Network inventory deployment for responsive fulfillment," International Journal of Production Economics, Elsevier, vol. 255(C).
    11. Cosmin Aron & Fabio Sgarbossa & Eric Ballot & Dmitry Ivanov, 2024. "Cloud material handling systems: a cyber-physical system to enable dynamic resource allocation and digital interoperability," Journal of Intelligent Manufacturing, Springer, vol. 35(8), pages 3815-3836, December.
    12. Hisatoshi Naganawa & Enna Hirata & Nailah Firdausiyah & Russell G. Thompson, 2024. "Logistics Hub and Route Optimization in the Physical Internet Paradigm," Logistics, MDPI, vol. 8(2), pages 1-18, April.
    13. Kim, Nayeon & Montreuil, Benoit & Klibi, Walid & Kholgade, Nitish, 2021. "Hyperconnected urban fulfillment and delivery," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
    14. Lafkihi, Mariam & Pan, Shenle & Ballot, Eric, 2019. "Freight transportation service procurement: A literature review and future research opportunities in omnichannel E-commerce," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 125(C), pages 348-365.
    15. Liu, Xiaoyue & Li, Jingze & Dahan, Mathieu & Montreuil, Benoit, 2025. "Dynamic hub capacity planning in hyperconnected relay transportation networks under uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 194(C).
    16. Fahim, Patrick B.M. & Rezaei, Jafar & Montreuil, Benoit & Tavasszy, Lorant, 2022. "Port performance evaluation and selection in the Physical Internet," Transport Policy, Elsevier, vol. 124(C), pages 83-94.
    17. Leung, Eric K.H. & Lee, Carmen Kar Hang & Ouyang, Zhiyuan, 2022. "From traditional warehouses to Physical Internet hubs: A digital twin-based inbound synchronization framework for PI-order management," International Journal of Production Economics, Elsevier, vol. 244(C).
    18. Achamrah, Fatima Ezzahra & Puchinger, Jakob, 2024. "A gradient-descent-based framework for solving a stochastic two-echelon delivery problem with cargo-bikes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 189(C).
    19. Van der Heide, G. & Buijs, P. & Roodbergen, K.J. & Vis, I.F.A., 2018. "Dynamic shipments of inventories in shared warehouse and transportation networks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 118(C), pages 240-257.
    20. Arnau, Quim & Barrena, Eva & Panadero, Javier & de la Torre, Rocio & Juan, Angel A., 2022. "A biased-randomized discrete-event heuristic for coordinated multi-vehicle container transport across interconnected networks," European Journal of Operational Research, Elsevier, vol. 302(1), pages 348-362.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:ejores:v:324:y:2025:i:2:p:629-643. 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: http://www.elsevier.com/locate/eor .

    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.