IDEAS home Printed from https://ideas.repec.org/a/eee/transb/v201y2025ics0191261525001705.html

Integrated cruise fleet deployment and itinerary scheduling problem: An enhanced Benders decomposition approach

Author

Listed:
  • Yang, Ying
  • Zhang, Silong
  • Wang, Shuaian

Abstract

With the growing popularity of cruise tourism, the issue of comprehensive and precise cruise management is emphasized by the industrial field, which demands effective strategies in both tactical-level cruise deployment and operational-level itinerary scheduling. This rising concern and the expectation of integrated decision, however, increase the complexity of the problem and the difficulty of optimization. This paper provides a cohesive framework and scalable algorithms for the integrated cruise fleet deployment and itinerary scheduling problem. First, to address this problem, we propose an integer programming model based on a time-expanded network that captures the movement dynamics of cruises over a planning horizon. Several problem-specific reformulations including cumulative-flow-based variables and route-based time-expanded network representation are introduced, based on which, we prove that the itinerary scheduling problem is totally unimodular and the integer variables can be relaxed. Second, we introduce a tailored Benders decomposition approach augmented by the simultaneous Magnanti–Wong method, where a valid and pre-obtainable Magnanti–Wong bound is designed, yielding Pareto-optimal cuts in small computation time in each iteration. Finally, we validate our approach using extensive numerical experiments on both simulation instances and a real case study. The results demonstrate the effectiveness of our integrated solving scheme and the practical applicability of our advanced decomposition method, marking a significant advancement in the field of cruise fleet management.

Suggested Citation

  • Yang, Ying & Zhang, Silong & Wang, Shuaian, 2025. "Integrated cruise fleet deployment and itinerary scheduling problem: An enhanced Benders decomposition approach," Transportation Research Part B: Methodological, Elsevier, vol. 201(C).
  • Handle: RePEc:eee:transb:v:201:y:2025:i:c:s0191261525001705
    DOI: 10.1016/j.trb.2025.103321
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0191261525001705
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.trb.2025.103321?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. Wang, Shuaian & Zhen, Lu & Zhuge, Dan, 2018. "Dynamic programming algorithms for selection of waste disposal ports in cruise shipping," Transportation Research Part B: Methodological, Elsevier, vol. 108(C), pages 235-248.
    2. Nan Liu & Van‐Anh Truong & Xinshang Wang & Brett R. Anderson, 2019. "Integrated Scheduling and Capacity Planning with Considerations for Patients’ Length‐of‐Stays," Production and Operations Management, Production and Operations Management Society, vol. 28(7), pages 1735-1756, July.
    3. Nathan Sudermann‐Merx & Steffen Rebennack & Christian Timpe, 2021. "Crossing Minimal Edge‐Constrained Layout Planning using Benders Decomposition," Production and Operations Management, Production and Operations Management Society, vol. 30(10), pages 3429-3447, October.
    4. Chai, Simin & Yin, Jiateng & D’Ariano, Andrea & Liu, Ronghui & Yang, Lixing & Tang, Tao, 2024. "A branch-and-cut algorithm for scheduling train platoons in urban rail networks," Transportation Research Part B: Methodological, Elsevier, vol. 181(C).
    5. Teodor Gabriel Crainic & Mike Hewitt & Michel Toulouse & Duc Minh Vu, 2018. "Scheduled service network design with resource acquisition and management," EURO Journal on Transportation and Logistics, Springer;EURO - The Association of European Operational Research Societies, vol. 7(3), pages 277-309, September.
    6. T. L. Magnanti & R. T. Wong, 1981. "Accelerating Benders Decomposition: Algorithmic Enhancement and Model Selection Criteria," Operations Research, INFORMS, vol. 29(3), pages 464-484, June.
    7. Lorenzo Gui & Antonio Paolo Russo, 2011. "Cruise ports: a strategic nexus between regions and global lines—evidence from the Mediterranean," Maritime Policy & Management, Taylor & Francis Journals, vol. 38(2), pages 129-150, January.
    8. Yiwei Wu & Shuaian Wang & Lu Zhen & Gilbert Laporte & Zheyi Tan & Kai Wang, 2023. "How to operate ship fleets under uncertainty," Production and Operations Management, Production and Operations Management Society, vol. 32(10), pages 3043-3061, October.
    9. Mehdi Golari & Neng Fan & Tongdan Jin, 2017. "Multistage Stochastic Optimization for Production-Inventory Planning with Intermittent Renewable Energy," Production and Operations Management, Production and Operations Management Society, vol. 26(3), pages 409-425, March.
    10. Hanif Sherali & Brian Lunday, 2013. "On generating maximal nondominated Benders cuts," Annals of Operations Research, Springer, vol. 210(1), pages 57-72, November.
    11. Andrew Perrykkad & Andreas T. Ernst & Mohan Krishnamoorthy, 2022. "A Simultaneous Magnanti-Wong Method to Accelerate Benders Decomposition for the Metropolitan Container Transportation Problem," Operations Research, INFORMS, vol. 70(3), pages 1531-1559, May.
    12. Li, Siqiao & Zhu, Xiaoning & Shang, Pan & Li, Tianqi & Liu, Wenqian, 2023. "Optimizing a shared freight and passenger high-speed railway system: A multi-commodity flow formulation with Benders decomposition solution approach," Transportation Research Part B: Methodological, Elsevier, vol. 172(C), pages 1-31.
    13. Shi, Tie & Zhou, Xuesong, 2015. "A mixed integer programming model for optimizing multi-level operations process in railroad yards," Transportation Research Part B: Methodological, Elsevier, vol. 80(C), pages 19-39.
    14. Benjamin Legros & Yann Bouchery & Jan C Fransoo, 2019. "A Time-Based Policy for Empty Container Management by Consignees," Post-Print hal-02019993, HAL.
    15. Hewitt, Mike & Crainic, Teodor Gabriel & Nowak, Maciek & Rei, Walter, 2019. "Scheduled service network design with resource acquisition and management under uncertainty," Transportation Research Part B: Methodological, Elsevier, vol. 128(C), pages 324-343.
    16. Mervat Chouman & Teodor Gabriel Crainic, 2021. "Freight Railroad Service Network Design," Springer Books, in: Teodor Gabriel Crainic & Michel Gendreau & Bernard Gendron (ed.), Network Design with Applications to Transportation and Logistics, chapter 0, pages 383-426, Springer.
    17. Mahmoudi, Monirehalsadat & Chen, Junhua & Shi, Tie & Zhang, Yongxiang & Zhou, Xuesong, 2019. "A cumulative service state representation for the pickup and delivery problem with transfers," Transportation Research Part B: Methodological, Elsevier, vol. 129(C), pages 351-380.
    18. Natashia Boland & Mike Hewitt & Luke Marshall & Martin Savelsbergh, 2017. "The Continuous-Time Service Network Design Problem," Operations Research, INFORMS, vol. 65(5), pages 1303-1321, October.
    19. Tiago A. Santos & P. A. Martins & C. Guedes Soares, 2021. "Cruise shipping in the Atlantic coast of the Iberian Peninsula," Maritime Policy & Management, Taylor & Francis Journals, vol. 48(1), pages 129-145, January.
    20. Farahani, Reza Zanjirani & Miandoabchi, Elnaz & Szeto, W.Y. & Rashidi, Hannaneh, 2013. "A review of urban transportation network design problems," European Journal of Operational Research, Elsevier, vol. 229(2), pages 281-302.
    21. Benjamin Legros & Yann Bouchery & Jan Fransoo, 2019. "A Time‐Based Policy for Empty Container Management by Consignees," Production and Operations Management, Production and Operations Management Society, vol. 28(6), pages 1503-1527, June.
    22. A. M. Geoffrion & G. W. Graves, 1974. "Multicommodity Distribution System Design by Benders Decomposition," Management Science, INFORMS, vol. 20(5), pages 822-844, January.
    23. Wang, Yihui & D’Ariano, Andrea & Yin, Jiateng & Meng, Lingyun & Tang, Tao & Ning, Bin, 2018. "Passenger demand oriented train scheduling and rolling stock circulation planning for an urban rail transit line," Transportation Research Part B: Methodological, Elsevier, vol. 118(C), pages 193-227.
    24. Fontaine, Pirmin & Crainic, Teodor Gabriel & Jabali, Ola & Rei, Walter, 2021. "Scheduled service network design with resource management for two-tier multimodal city logistics," European Journal of Operational Research, Elsevier, vol. 294(2), pages 558-570.
    25. Shuaian Wang & Kai Wang & Lu Zhen & Xiaobo Qu, 2017. "Cruise itinerary schedule design," IISE Transactions, Taylor & Francis Journals, vol. 49(6), pages 622-641, June.
    26. Yin, Jiateng & Wang, Miao & D’Ariano, Andrea & Zhang, Jinlei & Yang, Lixing, 2023. "Synchronization of train timetables in an urban rail network: A bi-objective optimization approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 174(C).
    27. Ding, Ding & Chou, Mabel C., 2015. "Stowage planning for container ships: A heuristic algorithm to reduce the number of shifts," European Journal of Operational Research, Elsevier, vol. 246(1), pages 242-249.
    28. Drabas, Tomasz & Wu, Cheng-Lung, 2013. "Modelling air carrier choices with a Segment Specific Cross Nested Logit model," Journal of Air Transport Management, Elsevier, vol. 32(C), pages 8-16.
    29. Yin, Jiateng & Pu, Fan & Yang, Lixing & D’Ariano, Andrea & Wang, Zhouhong, 2023. "Integrated optimization of rolling stock allocation and train timetables for urban rail transit networks: A benders decomposition approach," Transportation Research Part B: Methodological, Elsevier, vol. 176(C).
    30. Stefano Soriani & Stefania Bertazzon & Francesco DI Cesare & Gloria Rech, 2009. "Cruising in the Mediterranean: structural aspects and evolutionary trends," Maritime Policy & Management, Taylor & Francis Journals, vol. 36(3), pages 235-251, June.
    31. Qiaofeng Li & Halit Üster & Zhi-Hai Zhang, 2023. "A Bilevel Model for Robust Network Design and Biomass Pricing Under Farmers’ Risk Attitudes and Supply Uncertainty," Transportation Science, INFORMS, vol. 57(5), pages 1296-1320, September.
    32. Ragheb Rahmaniani & Shabbir Ahmed & Teodor Gabriel Crainic & Michel Gendreau & Walter Rei, 2020. "The Benders Dual Decomposition Method," Operations Research, INFORMS, vol. 68(3), pages 878-895, May.
    33. Rahmaniani, Ragheb & Crainic, Teodor Gabriel & Gendreau, Michel & Rei, Walter, 2017. "The Benders decomposition algorithm: A literature review," European Journal of Operational Research, Elsevier, vol. 259(3), pages 801-817.
    34. Alan J. Hoffman & Joseph B. Kruskal, 2010. "Integral Boundary Points of Convex Polyhedra," Springer Books, in: Michael Jünger & Thomas M. Liebling & Denis Naddef & George L. Nemhauser & William R. Pulleyblank & (ed.), 50 Years of Integer Programming 1958-2008, chapter 0, pages 49-76, Springer.
    35. Maddah, Bacel & Moussawi-Haidar, Lama & El-Taha, Muhammad & Rida, Hussein, 2010. "Dynamic cruise ship revenue management," European Journal of Operational Research, Elsevier, vol. 207(1), pages 445-455, November.
    36. Siqian Shen & Mingdi You & Yintai Ma, 2017. "Single‐commodity stochastic network design under demand and topological uncertainties with insufficient data," Naval Research Logistics (NRL), John Wiley & Sons, vol. 64(2), pages 154-173, March.
    37. Teodor Gabriel Crainic & Mike Hewitt & Michel Toulouse & Duc Minh Vu, 2016. "Service Network Design with Resource Constraints," Transportation Science, INFORMS, vol. 50(4), pages 1380-1393, November.
    38. Birolini, Sebastian & Antunes, António Pais & Cattaneo, Mattia & Malighetti, Paolo & Paleari, Stefano, 2021. "Integrated flight scheduling and fleet assignment with improved supply-demand interactions," Transportation Research Part B: Methodological, Elsevier, vol. 149(C), pages 162-180.
    39. Teodor Gabriel Crainic & Mike Hewitt, 2021. "Service Network Design," Springer Books, in: Teodor Gabriel Crainic & Michel Gendreau & Bernard Gendron (ed.), Network Design with Applications to Transportation and Logistics, chapter 0, pages 347-382, Springer.
    40. Guihaire, Valérie & Hao, Jin-Kao, 2008. "Transit network design and scheduling: A global review," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(10), pages 1251-1273, December.
    41. Shouchang Chen & Yanzhi Li & Weihua Zhou, 2019. "Joint Decisions for Blood Collection and Platelet Inventory Control," Production and Operations Management, Production and Operations Management Society, vol. 28(7), pages 1674-1691, 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. Taherkhani, Gita & Hosseini, Mojtaba & Hassanzadeh, Ali, 2025. "Exact solution method for multi-stakeholder freight transportation systems under uncertainty," Transportation Research Part B: Methodological, Elsevier, vol. 200(C).
    2. Teodor Gabriel Crainic & Mike Hewitt & Francesca Maggioni & Walter Rei, 2021. "Partial Benders Decomposition: General Methodology and Application to Stochastic Network Design," Transportation Science, INFORMS, vol. 55(2), pages 414-435, March.
    3. Belieres, Simon & Hewitt, Mike, 2024. "Hedging against uncertainty in transportation network design through flexible scheduling," Omega, Elsevier, vol. 126(C).
    4. Satici, Ozgur & Dayarian, Iman, 2024. "Tactical and operational planning of express intra-city package services," Omega, Elsevier, vol. 122(C).
    5. Zhu, Rongping & Ding, Jian-Ya & Song, Shiji & Ye, Hao & You, Keyou, 2026. "Express transport network design with transshipments," Omega, Elsevier, vol. 138(C).
    6. Hewitt, Mike & Lehuédé, Fabien, 2023. "New formulations for the Scheduled Service Network Design Problem," Transportation Research Part B: Methodological, Elsevier, vol. 172(C), pages 117-133.
    7. Setiawan, Fran & Bektaş, Tolga & Iris, Çağatay, 2025. "The role of hubs and economies of scale in network expansion," Omega, Elsevier, vol. 131(C).
    8. Nieto-Isaza, Santiago & Fontaine, Pirmin & Minner, Stefan, 2022. "The value of stochastic crowd resources and strategic location of mini-depots for last-mile delivery: A Benders decomposition approach," Transportation Research Part B: Methodological, Elsevier, vol. 157(C), pages 62-79.
    9. Clautiaux, François & Ljubić, Ivana, 2025. "Last fifty years of integer linear programming: A focus on recent practical advances," European Journal of Operational Research, Elsevier, vol. 324(3), pages 707-731.
    10. Kayla Cummings & Alexandre Jacquillat & Vikrant Vaze, 2026. "Activated Benders Decomposition for Day-Ahead Paratransit Itinerary Planning," INFORMS Journal on Computing, INFORMS, vol. 38(1), pages 126-149, January.
    11. Kumar, Pramesh & Khani, Alireza, 2022. "Planning of integrated mobility-on-demand and urban transit networks," Transportation Research Part A: Policy and Practice, Elsevier, vol. 166(C), pages 499-521.
    12. Nathan Sudermann‐Merx & Steffen Rebennack & Christian Timpe, 2021. "Crossing Minimal Edge‐Constrained Layout Planning using Benders Decomposition," Production and Operations Management, Production and Operations Management Society, vol. 30(10), pages 3429-3447, October.
    13. Yin, Jiateng & Pu, Fan & Yang, Lixing & D’Ariano, Andrea & Wang, Zhouhong, 2023. "Integrated optimization of rolling stock allocation and train timetables for urban rail transit networks: A benders decomposition approach," Transportation Research Part B: Methodological, Elsevier, vol. 176(C).
    14. Mojtaba Hosseini & John Turner, 2025. "Deepest Cuts for Benders Decomposition," Operations Research, INFORMS, vol. 73(5), pages 2591-2609, September.
    15. Crainic, Teodor Gabriel & Gendron, Bernard & Akhavan Kazemzadeh, Mohammad Rahim, 2022. "A taxonomy of multilayer network design and a survey of transportation and telecommunication applications," European Journal of Operational Research, Elsevier, vol. 303(1), pages 1-13.
    16. Faugère, Louis & Klibi, Walid & White, Chelsea & Montreuil, Benoit, 2022. "Dynamic pooled capacity deployment for urban parcel logistics," European Journal of Operational Research, Elsevier, vol. 303(2), pages 650-667.
    17. Zhang, Bojian & Zhao, Jun & D’Ariano, Andrea & Zhang, Yongxiang & Feng, Tao & Peng, Qiyuan, 2024. "An iterative method for integrated hump sequencing, train makeup, and classification track assignment in railway shunting yard," Transportation Research Part B: Methodological, Elsevier, vol. 190(C).
    18. Xiu, Cong & Pan, Jinyi & D’Ariano, Andrea & Zhan, Shuguang & Tessitore, Marta Leonina & Peng, Qiyuan, 2025. "Integrated train rescheduling and passenger reassignment for disrupted high-speed railway networks: A hierarchical Benders decomposition and column generation approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 200(C).
    19. Huang, Mingzhong & He, Junliang & Yu, Hang & Yan, Wei & Tan, Caimao, 2024. "Improved Benders decomposition for stack-based yard template generation in an automated container terminal," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 188(C).
    20. Huang, Mingzhong & He, Junliang & Yu, Hang & Wang, Yu, 2025. "Stack-based yard template generation in automated container terminals under uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 193(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:transb:v:201:y:2025:i:c:s0191261525001705. 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/wps/find/journaldescription.cws_home/548/description#description .

    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.