IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i3p1945-d1041637.html
   My bibliography  Save this article

Hierarchical Multimodal Hub Location Problem with Carbon Emissions

Author

Listed:
  • Huifang Li

    (School of Automobile, Chang’an University, Xi’an 710064, China
    Zhejiang Scientific Research Institute of Transport, Hangzhou 310006, China)

  • Yin Wang

    (School of Transportation Engineering, Chang’an University, Xi’an 710064, China)

Abstract

The increasing demand for multimodal freight transportation makes the expansion of new secondary hubs necessary. The carbon tax has also received attention from various sectors due to the development requirements of green transportation. Therefore, this study proposed a multimodal transport hub location problem, where carbon emissions are specifically considered to achieve green strategic planning. A mixed integer non-linear programming model was formulated to determine the location of newly-built secondary hubs, the distribution of cargo flow and the modes of the transportation links. A tangible adaptive genetic algorithm (AGA) is designed to effectively search for the optimal solution. The result of the secondary hub location based on Ningbo Port shows that the additional secondary hub brought a 41.46% increase in cargo flow, a 2.2% saving in transportation time and a 2.35% saving in total cost. Furthermore, the sensitivity analysis of the carbon tax reveals that a higher carbon tax increases the transport time, and more secondary hubs are needed to reduce the average cargo transport volume and save the total cost.

Suggested Citation

  • Huifang Li & Yin Wang, 2023. "Hierarchical Multimodal Hub Location Problem with Carbon Emissions," Sustainability, MDPI, vol. 15(3), pages 1-23, January.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:3:p:1945-:d:1041637
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/3/1945/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/3/1945/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Emrah Demir & Martin Hrušovský & Werner Jammernegg & Tom Van Woensel, 2019. "Green intermodal freight transportation: bi-objective modelling and analysis," International Journal of Production Research, Taylor & Francis Journals, vol. 57(19), pages 6162-6180, October.
    2. Real, Luiza Bernardes & Contreras, Ivan & Cordeau, Jean-François & de Camargo, Ricardo Saraiva & de Miranda, Gilberto, 2021. "Multimodal hub network design with flexible routes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 146(C).
    3. Heinold, Arne & Meisel, Frank, 2020. "Emission limits and emission allocation schemes in intermodal freight transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
    4. Limbourg, S. & Jourquin, B., 2009. "Optimal rail-road container terminal locations on the European network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 45(4), pages 551-563, July.
    5. Josip Božičević & Ivica Lovrić & Dajana Bartulović & Sanja Steiner & Violeta Roso & Jasmina Pašagić Škrinjar, 2021. "Determining Optimal Dry Port Location for Seaport Rijeka Using AHP Decision-Making Methodology," Sustainability, MDPI, vol. 13(11), pages 1-21, June.
    6. Snežana Tadić & Mladen Krstić & Violeta Roso & Nikolina Brnjac, 2020. "Dry Port Terminal Location Selection by Applying the Hybrid Grey MCDM Model," Sustainability, MDPI, vol. 12(17), pages 1-22, August.
    7. He, Yan & Wu, Tao & Zhang, Canrong & Liang, Zhe, 2015. "An improved MIP heuristic for the intermodal hub location problem," Omega, Elsevier, vol. 57(PB), pages 203-211.
    8. Miao, Hongzhi & Jia, Hongfei & Li, Jiangchen & Qiu, Tony Z., 2019. "Autonomous connected electric vehicle (ACEV)-based car-sharing system modeling and optimal planning: A unified two-stage multi-objective optimization methodology," Energy, Elsevier, vol. 169(C), pages 797-818.
    9. Sibel A. Alumur & Stefan Nickel & Francisco Saldanha-da-Gama & Yusuf Seçerdin, 2016. "Multi-period hub network design problems with modular capacities," Annals of Operations Research, Springer, vol. 246(1), pages 289-312, November.
    10. Ishfaq, Rafay & Sox, Charles R., 2010. "Intermodal logistics: The interplay of financial, operational and service issues," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(6), pages 926-949, November.
    11. Campbell, James F., 1994. "Integer programming formulations of discrete hub location problems," European Journal of Operational Research, Elsevier, vol. 72(2), pages 387-405, January.
    12. Mahmutogullari, Ali Irfan & Kara, Bahar Y., 2016. "Hub location under competition," European Journal of Operational Research, Elsevier, vol. 250(1), pages 214-225.
    13. Zhang, Fengli & Johnson, Dana M. & Wang, Jinjiang, 2016. "Integrating multimodal transport into forest-delivered biofuel supply chain design," Renewable Energy, Elsevier, vol. 93(C), pages 58-67.
    14. Rothenbächer, Ann-Kathrin & Drexl, Michael & Irnich, Stefan, 2016. "Branch-and-price-and-cut for a service network design and hub location problem," European Journal of Operational Research, Elsevier, vol. 255(3), pages 935-947.
    15. Weidong Li & Olli-Pekka Hilmola & Yulia Panova, 2019. "Container Sea Ports and Dry Ports: Future CO 2 Emission Reduction Potential in China," Sustainability, MDPI, vol. 11(6), pages 1-21, March.
    16. Ishfaq, Rafay & Sox, Charles R., 2012. "Design of intermodal logistics networks with hub delays," European Journal of Operational Research, Elsevier, vol. 220(3), pages 629-641.
    17. Ishfaq, Rafay & Sox, Charles R., 2011. "Hub location-allocation in intermodal logistic networks," European Journal of Operational Research, Elsevier, vol. 210(2), pages 213-230, April.
    18. Gelareh, Shahin & Neamatian Monemi, Rahimeh & Nickel, Stefan, 2015. "Multi-period hub location problems in transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 75(C), pages 67-94.
    19. Snežana Tadić & Milovan Kovač & Mladen Krstić & Violeta Roso & Nikolina Brnjac, 2021. "The Selection of Intermodal Transport System Scenarios in the Function of Southeastern Europe Regional Development," Sustainability, MDPI, vol. 13(10), pages 1-25, May.
    20. Bo Yan & Chang Yan & Feng Long & Xing-Chao Tan, 2018. "Multi-objective optimization of electronic product goods location assignment in stereoscopic warehouse based on adaptive genetic algorithm," Journal of Intelligent Manufacturing, Springer, vol. 29(6), pages 1273-1285, August.
    21. 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).
    22. M-G Yoon & J Current, 2008. "The hub location and network design problem with fixed and variable arc costs: formulation and dual-based solution heuristic," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 59(1), pages 80-89, January.
    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. Yiqin Lu & Shuang Li, 2023. "Green Transportation Model in Logistics Considering the Carbon Emissions Costs Based on Improved Grey Wolf Algorithm," Sustainability, MDPI, vol. 15(14), pages 1-15, July.

    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. 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).
    2. 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.
    3. Alumur, Sibel A. & Kara, Bahar Y. & Karasan, Oya E., 2012. "Multimodal hub location and hub network design," Omega, Elsevier, vol. 40(6), pages 927-939.
    4. Alumur, Sibel A. & Campbell, James F. & Contreras, Ivan & Kara, Bahar Y. & Marianov, Vladimir & O’Kelly, Morton E., 2021. "Perspectives on modeling hub location problems," European Journal of Operational Research, Elsevier, vol. 291(1), pages 1-17.
    5. SteadieSeifi, M. & Dellaert, N.P. & Nuijten, W. & Van Woensel, T. & Raoufi, R., 2014. "Multimodal freight transportation planning: A literature review," European Journal of Operational Research, Elsevier, vol. 233(1), pages 1-15.
    6. Domínguez-Bravo, Carmen-Ana & Fernández, Elena & Lüer-Villagra, Armin, 2024. "Hub location with congestion and time-sensitive demand," European Journal of Operational Research, Elsevier, vol. 316(3), pages 828-844.
    7. Zhang, Haifeng & Yang, Kai & Gao, Yuan & Yang, Lixing, 2022. "Accelerating Benders decomposition for stochastic incomplete multimodal hub location problem in many-to-many transportation and distribution systems," International Journal of Production Economics, Elsevier, vol. 248(C).
    8. Alumur, Sibel A. & Yaman, Hande & Kara, Bahar Y., 2012. "Hierarchical multimodal hub location problem with time-definite deliveries," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(6), pages 1107-1120.
    9. Milad Keshvari Fard & Laurent Alfandari, 2018. "Trade-offs between the Stepwise Cost Function and its Linear Approximation for the Modular Hub Location Problem," Working Papers hal-01821280, HAL.
    10. Milad , Keshvari Fard & Laurent, Alfandari, 2018. "Trade-offs between the Stepwise Cost Function and its Linear Approximation for the Modular Hub Location Problem," ESSEC Working Papers WP1805, ESSEC Research Center, ESSEC Business School.
    11. Ishfaq, Rafay & Sox, Charles R., 2012. "Design of intermodal logistics networks with hub delays," European Journal of Operational Research, Elsevier, vol. 220(3), pages 629-641.
    12. Tsekeris, Theodore, 2016. "Interregional trade network analysis for road freight transport in Greece," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 85(C), pages 132-148.
    13. Bart Wiegmans & Behzad Behdani, 2018. "A review and analysis of the investment in, and cost structure of, intermodal rail terminals," Transport Reviews, Taylor & Francis Journals, vol. 38(1), pages 33-51, January.
    14. Alibeyg, Armaghan & Contreras, Ivan & Fernández, Elena, 2018. "Exact solution of hub network design problems with profits," European Journal of Operational Research, Elsevier, vol. 266(1), pages 57-71.
    15. Teye, Collins & Bell, Michael G.H. & Bliemer, Michiel C.J., 2017. "Entropy maximising facility location model for port city intermodal terminals," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 100(C), pages 1-16.
    16. Correia, Isabel & Nickel, Stefan & Saldanha-da-Gama, Francisco, 2018. "A stochastic multi-period capacitated multiple allocation hub location problem: Formulation and inequalities," Omega, Elsevier, vol. 74(C), pages 122-134.
    17. Sun, Li & Zhao, Lindu & Hou, Jing, 2015. "Optimization of postal express line network under mixed driving pattern of trucks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 77(C), pages 147-169.
    18. Esmizadeh, Yalda & Bashiri, Mahdi & Jahani, Hamed & Almada-Lobo, Bernardo, 2021. "Cold chain management in hierarchical operational hub networks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 147(C).
    19. Yang, Kai & Yang, Lixing & Gao, Ziyou, 2016. "Planning and optimization of intermodal hub-and-spoke network under mixed uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 95(C), pages 248-266.
    20. Ghane-Ezabadi, Mohammad & Vergara, Hector A., 2016. "Decomposition approach for integrated intermodal logistics network design," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 89(C), pages 53-69.

    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:gam:jsusta:v:15:y:2023:i:3:p:1945-:d:1041637. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.