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A robust approximation for yard template optimization under uncertainty

Author

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  • Yang, Lingyi
  • Ng, Tsan Sheng
  • Lee, Loo Hay

Abstract

This paper considers a container yard template optimization problem when the arrival schedule of vessels calling at the port is uncertain. First, container storage locations in the yard need to be assigned to vessels, which essentially forms the yard template. When the arrival of the vessels becomes firmed, the operation schedule to store and retrieve containers from the yard is determined, taking into account the vessel turnaround time requirements and activity congestion in the yard. We develop a two-stage robust approximation model in the form of a single linear mixed integer program to minimize the maximum cost associated with excessive activity concentrations and travel distance from the vessel berth to the container storage locations. An accelerated column generation meta-heuristic solution approach is then proposed, which integrates adaptive large neighborhood search, evolutionary algorithm, and column generation algorithm to generate near-optimal solutions in a reasonable time. Numerical results show that the proposed solution algorithm performs favorably compared to other standalone approaches.

Suggested Citation

  • Yang, Lingyi & Ng, Tsan Sheng & Lee, Loo Hay, 2022. "A robust approximation for yard template optimization under uncertainty," Transportation Research Part B: Methodological, Elsevier, vol. 160(C), pages 21-53.
  • Handle: RePEc:eee:transb:v:160:y:2022:i:c:p:21-53
    DOI: 10.1016/j.trb.2022.03.005
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    References listed on IDEAS

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    1. Matthew E. H. Petering & Yong Wu & Wenkai Li & Mark Goh & Robert Souza & Katta G. Murty, 2017. "Real-time container storage location assignment at a seaport container transshipment terminal: dispersion levels, yard templates, and sensitivity analyses," Flexible Services and Manufacturing Journal, Springer, vol. 29(3), pages 369-402, December.
    2. Rajeeva Moorthy & Chung-Piaw Teo, 2007. "Berth management in container terminal: The template design problem," Springer Books, in: Kap Hwan Kim & Hans-Otto Günther (ed.), Container Terminals and Cargo Systems, pages 63-86, Springer.
    3. Zhen, Lu, 2016. "Modeling of yard congestion and optimization of yard template in container ports," Transportation Research Part B: Methodological, Elsevier, vol. 90(C), pages 83-104.
    4. Carlo, Héctor J. & Vis, Iris F.A. & Roodbergen, Kees Jan, 2014. "Storage yard operations in container terminals: Literature overview, trends, and research directions," European Journal of Operational Research, Elsevier, vol. 235(2), pages 412-430.
    5. Kai Wang & Lu Zhen & Shuaian Wang, 2018. "Column Generation for the Integrated Berth Allocation, Quay Crane Assignment, and Yard Assignment Problem," Transportation Science, INFORMS, vol. 52(4), pages 812-834, August.
    6. Hatem Ben Amor & Jacques Desrosiers & José Manuel Valério de Carvalho, 2006. "Dual-Optimal Inequalities for Stabilized Column Generation," Operations Research, INFORMS, vol. 54(3), pages 454-463, June.
    7. Jin, Jian Gang & Lee, Der-Horng & Hu, Hao, 2015. "Tactical berth and yard template design at container transshipment terminals: A column generation based approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 73(C), pages 168-184.
    8. Marco E. Lübbecke & Jacques Desrosiers, 2005. "Selected Topics in Column Generation," Operations Research, INFORMS, vol. 53(6), pages 1007-1023, December.
    9. L Zhen, 2013. "Yard template planning in transshipment hubs under uncertain berthing time and position," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(9), pages 1418-1428, September.
    10. Vis, Iris F. A. & de Koster, Rene, 2003. "Transshipment of containers at a container terminal: An overview," European Journal of Operational Research, Elsevier, vol. 147(1), pages 1-16, May.
    11. Xin Jia Jiang & Yanhua Xu & Chenhao Zhou & Ek Peng Chew & Loo Hay Lee, 2018. "Frame Trolley Dispatching Algorithm for the Frame Bridge Based Automated Container Terminal," Transportation Science, INFORMS, vol. 52(3), pages 722-737, June.
    12. Iris, Çağatay & Christensen, Jonas & Pacino, Dario & Ropke, Stefan, 2018. "Flexible ship loading problem with transfer vehicle assignment and scheduling," Transportation Research Part B: Methodological, Elsevier, vol. 111(C), pages 113-134.
    13. Liu, Ming & Lee, Chung-Yee & Zhang, Zizhen & Chu, Chengbin, 2016. "Bi-objective optimization for the container terminal integrated planning," Transportation Research Part B: Methodological, Elsevier, vol. 93(PB), pages 720-749.
    14. A. Pessoa & R. Sadykov & E. Uchoa & F. Vanderbeck, 2018. "Automation and Combination of Linear-Programming Based Stabilization Techniques in Column Generation," INFORMS Journal on Computing, INFORMS, vol. 30(2), pages 339-360, May.
    15. Lee, Der-Horng & Jin, Jian Gang & Chen, Jiang Hang, 2012. "Terminal and yard allocation problem for a container transshipment hub with multiple terminals," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(2), pages 516-528.
    16. Zhen, Lu, 2014. "Container yard template planning under uncertain maritime market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 69(C), pages 199-217.
    17. Loo Hay Lee & Ek Peng Chew & Kok Choon Tan & Yongbin Han, 2007. "An optimization model for storage yard management in transshipment hubs," Springer Books, in: Kap Hwan Kim & Hans-Otto Günther (ed.), Container Terminals and Cargo Systems, pages 107-129, Springer.
    18. Jiang, Xinjia & Lee, Loo Hay & Chew, Ek Peng & Han, Yongbin & Tan, Kok Choon, 2012. "A container yard storage strategy for improving land utilization and operation efficiency in a transshipment hub port," European Journal of Operational Research, Elsevier, vol. 221(1), pages 64-73.
    19. Jiang, Xin Jia & Jin, Jian Gang, 2017. "A branch-and-price method for integrated yard crane deployment and container allocation in transshipment yards," Transportation Research Part B: Methodological, Elsevier, vol. 98(C), pages 62-75.
    20. Kim, Kap Hwan & Park, Kang Tae, 2003. "A note on a dynamic space-allocation method for outbound containers," European Journal of Operational Research, Elsevier, vol. 148(1), pages 92-101, July.
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