IDEAS home Printed from https://ideas.repec.org/a/eee/ejores/v327y2025i1p115-135.html

Robust optimization of a procurement and routing strategy for multiperiod multimodal transport in an uncertain environment

Author

Listed:
  • Guo, Fang
  • Liang, Jingfu
  • Niu, Runliu
  • Huang, Zhihong
  • Liu, Qixuan

Abstract

This paper proposes a collaborative optimization strategy for multiperiod procurement and multimodal transportation that considers cost factors such as procurement, transportation, transshipment, and storage costs incurred for early arrival. A mixed-integer planning model is established to minimize the overall operating costs of cross-border e-commerce enterprises by arranging procurement, transportation, and storage strategies. Considering the fluctuation of procurement costs with the market environment, this study constructs robust optimization models and develops linear robust equivalence models through mathematical transformation to improve the efficiency of problem solving. A hybrid heuristic algorithm, KIGALNS, is proposed to solve this problem. Finally, a series of numerical experiments are conducted to show that our robust model can better address multimodal transportation path optimization problems such as procurement cost uncertainty. In addition, the correctness of the proposed model and the effectiveness of the algorithm and collaborative optimization strategy were verified. Finally, the case analysis shows that the early procurement strategy helps reduce total operating costs, and the robust model can effectively handle multimodal transportation path optimization problems such as uncertain procurement costs. While promoting cost reduction and efficiency improvement in transportation, the proposed approach comprehensively considers the impact of procurement plans and uncertain factors, providing theoretical guidance and scientific solutions for joint decision-making in enterprise procurement transportation.

Suggested Citation

  • Guo, Fang & Liang, Jingfu & Niu, Runliu & Huang, Zhihong & Liu, Qixuan, 2025. "Robust optimization of a procurement and routing strategy for multiperiod multimodal transport in an uncertain environment," European Journal of Operational Research, Elsevier, vol. 327(1), pages 115-135.
  • Handle: RePEc:eee:ejores:v:327:y:2025:i:1:p:115-135
    DOI: 10.1016/j.ejor.2025.05.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0377221725003601
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ejor.2025.05.004?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. Dezhi Zhang & Nan Ni & Xiaofan Lai & Yajie Liu, 2021. "Multimodal iron ore inbound logistics network design under demand uncertainty," Maritime Policy & Management, Taylor & Francis Journals, vol. 48(7), pages 941-965, October.
    2. Zhang, Xumei & Zha, Xiaoyu & Dan, Bin & Liu, Yi & Sui, Ronghua, 2024. "Logistics mode selection and information sharing in a cross-border e-commerce supply chain with competition," European Journal of Operational Research, Elsevier, vol. 314(1), pages 136-151.
    3. Zhang, Bo & Hassini, Elkafi & Zhou, Yun & Zhao, Meng & Hu, Xiangpei, 2025. "Integrated differentiated time slot pricing and order dispatching with uncertain customer demand in on-demand food delivery," European Journal of Operational Research, Elsevier, vol. 323(2), pages 471-489.
    4. Jin Y. Yen, 1971. "Finding the K Shortest Loopless Paths in a Network," Management Science, INFORMS, vol. 17(11), pages 712-716, July.
    5. Hao, Luyao & Jin, Jian Gang & Zhao, Ke, 2023. "Joint scheduling of barges and tugboats for river–sea intermodal transport," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 173(C).
    6. Yanıkoğlu, İhsan & Gorissen, Bram L. & den Hertog, Dick, 2019. "A survey of adjustable robust optimization," European Journal of Operational Research, Elsevier, vol. 277(3), pages 799-813.
    7. Zhou, Yaoming & Kundu, Tanmoy & Goh, Mark & Sheu, Jiuh-Biing, 2021. "Multimodal transportation network centrality analysis for Belt and Road Initiative," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    8. Zahra Fattahi & Javad Behnamian, 2022. "Location and transportation of intermodal hazmat considering equipment capacity and congestion impact: elastic method and sub-population genetic algorithm," Annals of Operations Research, Springer, vol. 316(1), pages 303-341, September.
    9. Eichfelder, Gabriele & Quintana, Ernest, 2024. "Set-based robust optimization of uncertain multiobjective problems via epigraphical reformulations," European Journal of Operational Research, Elsevier, vol. 313(3), pages 871-882.
    10. Liu, Zhiyuan & Wang, Zewen & Cheng, Qixiu & Yin, Ruyang & Wang, Meng, 2021. "Estimation of urban network capacity with second-best constraints for multimodal transport systems," Transportation Research Part B: Methodological, Elsevier, vol. 152(C), pages 276-294.
    11. Du, Muqing & Zhou, Jiankun & Chen, Anthony & Tan, Heqing, 2022. "Modeling the capacity of multimodal and intermodal urban transportation networks that incorporate emerging travel modes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 168(C).
    12. Meng, Lingpeng & Wang, Xudong & He, Junliang & Han, Chuanfeng & Hu, Shaolong, 2023. "A two-stage chance constrained stochastic programming model for emergency supply distribution considering dynamic uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    13. Babonneau, F. & Gilbert, D. & Piller, O. & Vial, J.P., 2024. "Robust optimal design of a tree-based water distribution network with intermittent demand," European Journal of Operational Research, Elsevier, vol. 319(3), pages 834-844.
    14. Qiu, Xuan & Lee, Chung-Yee, 2019. "Quantity discount pricing for rail transport in a dry port system," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 122(C), pages 563-580.
    15. Stefan Ropke & David Pisinger, 2006. "An Adaptive Large Neighborhood Search Heuristic for the Pickup and Delivery Problem with Time Windows," Transportation Science, INFORMS, vol. 40(4), pages 455-472, November.
    16. Dimitris Bertsimas & Melvyn Sim, 2004. "The Price of Robustness," Operations Research, INFORMS, vol. 52(1), pages 35-53, February.
    17. Archetti, Claudia & Peirano, Lorenzo & Speranza, M. Grazia, 2022. "Optimization in multimodal freight transportation problems: A Survey," European Journal of Operational Research, Elsevier, vol. 299(1), pages 1-20.
    18. Li, Zhaojin & Liu, Ya & Yang, Zhen, 2021. "An effective kernel search and dynamic programming hybrid heuristic for a multimodal transportation planning problem with order consolidation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 152(C).
    19. Liao, Haolan & Zhang, Qingyu & Li, Lu, 2023. "Optimal procurement strategy for multi-echelon remanufacturing systems under quality uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 170(C).
    20. Ye, Jiao & Jiang, Yu & Chen, Jun & Liu, Zhiyuan & Guo, Renzhong, 2021. "Joint optimisation of transfer location and capacity for a capacitated multimodal transport network with elastic demand: a bi-level programming model and paradoxes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 156(C).
    21. Golghamat Raad, Nima & Rajendran, Suchithra, 2024. "A hybrid scenario-based fuzzy stochastic model for closed-loop dry port network design with multiple robustness measures," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 183(C).
    22. Ke, Ginger Y. & Verma, Manish, 2021. "A framework to managing disruption risk in rail-truck intermodal transportation networks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 153(C).
    23. Sun, Hao & Yang, Jun & Yang, Chao, 2019. "A robust optimization approach to multi-interval location-inventory and recharging planning for electric vehicles," Omega, Elsevier, vol. 86(C), pages 59-75.
    24. Sina Mohri, Seyed & Thompson, Russell, 2022. "Designing sustainable intermodal freight transportation networks using a controlled rail tariff discounting policy – The Iranian case," Transportation Research Part A: Policy and Practice, Elsevier, vol. 157(C), pages 59-77.
    25. Qi, Yingxiu & Harrod, Steven & Psaraftis, Harilaos N. & Lang, Maoxiang, 2022. "Transport service selection and routing with carbon emissions and inventory costs consideration in the context of the Belt and Road Initiative," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 159(C).
    26. Li, Xinyan & Xie, Chi & Bao, Zhaoyao, 2022. "A multimodal multicommodity network equilibrium model with service capacity and bottleneck congestion for China-Europe containerized freight flows," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 164(C).
    27. Xiong, Xing & Li, Yanzhi & Yang, Wenguo & Shen, Huaxiao, 2022. "Data-driven robust dual-sourcing inventory management under purchase price and demand uncertainties," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
    28. Cheng, Chun & Adulyasak, Yossiri & Rousseau, Louis-Martin, 2021. "Robust facility location under demand uncertainty and facility disruptions," Omega, Elsevier, vol. 103(C).
    29. de Moor, Danique & Wagenaar, Joris & Poos, Robert & den Hertog, Dick & Fleuren, Hein, 2024. "A robust approach to food aid supply chains," European Journal of Operational Research, Elsevier, vol. 318(1), pages 269-285.
    30. Eilertsen, Ulrik & Falck-Pedersen, Olav M. & Henriksen, Jone V. & Fagerholt, Kjetil & Pantuso, Giovanni, 2024. "Joint relocation and pricing in electric car-sharing systems," European Journal of Operational Research, Elsevier, vol. 315(2), pages 553-566.
    31. Basallo-Triana, Mario José & Bravo-Bastidas, Juan José & Contreras, Ivan & Cordeau, Jean-François & Vidal-Holguín, Carlos Julio, 2023. "Intermodal hub network design with generalized capacity constraints and non-synchronized train–truck operations," Transportation Research Part B: Methodological, Elsevier, vol. 174(C).
    32. 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).
    33. Voigt, Stefan, 2025. "A review and ranking of operators in adaptive large neighborhood search for vehicle routing problems," European Journal of Operational Research, Elsevier, vol. 322(2), pages 357-375.
    34. Wang, Zhenjie & Zhang, Dezhi & Tavasszy, Lóránt & Fazi, Stefano, 2023. "Integrated multimodal freight service network design and pricing with a competing service integrator and heterogeneous shipper classes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ahmad Hosseini, 2025. "Uncertainty-Driven Stability Analysis of Minimum Spanning Tree Under Multiple Risk Variations," Mathematics, MDPI, vol. 13(19), pages 1-20, September.

    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. Yu, Vincent F. & Anh, Pham Tuan & Baldacci, Roberto, 2023. "A robust optimization approach for the vehicle routing problem with cross-docking under demand uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 173(C).
    2. Pang, Yaxin & Pan, Shenle & Zhou, Wei & Ballot, Eric, 2025. "Resilience of global supply chains with logistics service uncertainty: Onshoring versus offshoring strategy," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 204(C).
    3. Wang, Xiangting & Lv, Ying & Sun, Huijun & Wang, Xingrong & Zhu, Chuang, 2025. "Multi-modal travel route planning considering environmental preference under uncertainties: A distributionally robust optimization approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 198(C).
    4. Chen, Xinghui & Hu, Xinghua & Liu, Haobing, 2024. "Low-carbon route optimization model for multimodal freight transport considering value and time attributes," Socio-Economic Planning Sciences, Elsevier, vol. 96(C).
    5. Rahiminia, Shahab & Mehrabi, Amir & Jabbarzadeh, Armin & Aghaee, Mohsen Pourseyed, 2025. "A hybrid optimization approach for designing sustainable intermodal freight transport under mixed uncertainty," Socio-Economic Planning Sciences, Elsevier, vol. 98(C).
    6. Xu, Zhandong & Chen, Anthony & Li, Guoyuan & Li, Zhengyang & Liu, Xiaobo, 2024. "Elastic-demand bi-criteria traffic assignment under the continuously distributed value of time: A two-stage gradient projection algorithm with graphical interpretations," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 183(C).
    7. Yin, Chuanzhong & Zeng, Lingyong & Fu, Xiaowen & Zhong, Meisu, 2025. "Transition of multimodal transport network under different carbon price scenarios," Transport Policy, Elsevier, vol. 164(C), pages 1-26.
    8. Hu, Haitao & Tang, Jiafu & Tian, Tian, 2025. "Robust facility location and protection under facility disruptions with decision-dependent uncertainty," International Journal of Production Economics, Elsevier, vol. 282(C).
    9. Hasani Goodarzi, Asefeh & Jabbarzadeh, Armin & Fahimnia, Behnam & Paquet, Marc, 2024. "Evaluating the sustainability and resilience of an intermodal transport network leveraging consolidation strategies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 188(C).
    10. Chen, Dongxu & Peng, Sufan & Lian, Feng & Yang, Zhongzhen, 2023. "Optimization of a Japan-Europe multimodal transportation corridor," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    11. Guo, Yuntao & Yan, Kangli & Qian, Xinwu & Li, Xinghua & Hu, Yuting & Wang, Ning, 2025. "A robust optimal battery swapping station location model for commercial electric vehicles under demand uncertainty," Energy, Elsevier, vol. 333(C).
    12. Zhang, Yimeng & Zhu, Shuyang & Pu, Kaiyu & Cui, Hang & Gan, Mi & Liu, Xiaobo & Ai, Ruixue, 2026. "Dynamic multimodal transport planning with drones for emergency logistics: Mathematical model and heuristic algorithm," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 206(C).
    13. Baringo, Luis & Boffino, Luigi & Oggioni, Giorgia, 2020. "Robust expansion planning of a distribution system with electric vehicles, storage and renewable units," Applied Energy, Elsevier, vol. 265(C).
    14. Zhen, Lu & Wu, Jingwen & Wang, Shuaian & Li, Siyu & Wang, Miaomiao, 2025. "Optimizing automotive maritime transportation in Ro-Ro and container shipping," Transportation Research Part B: Methodological, Elsevier, vol. 194(C).
    15. Shi, Ruifeng & Li, Shaopeng & Zhang, Penghui & Lee, Kwang Y., 2020. "Integration of renewable energy sources and electric vehicles in V2G network with adjustable robust optimization," Renewable Energy, Elsevier, vol. 153(C), pages 1067-1080.
    16. Metzker Soares, Paula & Thevenin, Simon & Adulyasak, Yossiri & Dolgui, Alexandre, 2024. "Adaptive robust optimization for lot-sizing under yield uncertainty," European Journal of Operational Research, Elsevier, vol. 313(2), pages 513-526.
    17. Aliakbari Sani, Sajad & Bahn, Olivier & Delage, Erick, 2022. "Affine decision rule approximation to address demand response uncertainty in smart Grids’ capacity planning," European Journal of Operational Research, Elsevier, vol. 303(1), pages 438-455.
    18. Wang, Xiaohan & Chen, Xiqun (Michael) & Xie, Chi & Cheong, Taesu, 2024. "Coordinative dispatching of shared and public transportation under passenger flow outburst," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 189(C).
    19. Tae-Woo Lee, Paul & Song, Zhao-Yu & Shin, Sung-Ho & Lim, Ming K. & Wong Kim, Yong & Jiang, Chaozhe, 2024. "Characteristics and bottlenecks of sea-rail combined transportation system between South Korea and China," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 192(C).
    20. Wang, Zhenjie & Zhang, Dezhi & Tavasszy, Lóránt & Fazi, Stefano, 2023. "Integrated multimodal freight service network design and pricing with a competing service integrator and heterogeneous shipper classes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).

    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:327:y:2025:i:1:p:115-135. 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.