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Scheduling Twin Yard Cranes in a Container Block

Author

Listed:
  • Amir Hossein Gharehgozli

    (Rotterdam School of Management, Erasmus University, 3062 PA Rotterdam, Netherlands)

  • Gilbert Laporte

    (Canada Research Chair in Distribution Management, HEC Montréal, Montréal, Quebec H3T 2A7, Canada)

  • Yugang Yu

    (School of Management, University of Science and Technology of China, 230026 Hefei, China)

  • René de Koster

    (Rotterdam School of Management, Erasmus University, 3062 PA Rotterdam, Netherlands)

Abstract

Annually, millions of containers enter and exit the stacking area of a terminal. If the stacking operations are not efficient, long ship, train, and truck delays will result. To improve the stacking operations, new container terminals, especially in Europe, decouple the landside and seaside by deploying twin automated stacking cranes. The cranes cannot pass each other and must be separated by a safety distance. We study how to schedule twin automated cranes to carry out a set of container storage and retrieval requests in a single block of a yard. Storage containers are initially located at the seaside and landside input/output (I/O) points of the block. Each must be stacked in a specific location of the block, selected from a set of open locations suitable for stacking the storage container. Retrieval containers are initially located in the block and must be delivered to the I/O points. Based on the importance and acceptable waiting times of different modes of transport, requests have different priorities. The problem is modeled as a multiple asymmetric generalized traveling salesman problem with precedence constraints. The objective is to minimize the makespan. We have developed an adaptive large neighborhood search heuristic to quickly compute near-optimal solutions. We have performed extensive computational experiments to assess the performance of the heuristic including validation at a real terminal. It obtains near-optimal solutions for small instances. For large instances, it is shown to yield better solutions than CPLEX truncated after four hours, and it outperforms other heuristics from practice by more than 24% in terms of makespan. The average gaps between our heuristic and optimal solutions for relaxed problems are less than 3%.

Suggested Citation

  • Amir Hossein Gharehgozli & Gilbert Laporte & Yugang Yu & René de Koster, 2015. "Scheduling Twin Yard Cranes in a Container Block," Transportation Science, INFORMS, vol. 49(3), pages 686-705, August.
  • Handle: RePEc:inm:ortrsc:v:49:y:2015:i:3:p:686-705
    DOI: 10.1287/trsc.2014.0533
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    References listed on IDEAS

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    1. Cao, Zhi & Lee, Der-Horng & Meng, Qiang, 2008. "Deployment strategies of double-rail-mounted gantry crane systems for loading outbound containers in container terminals," International Journal of Production Economics, Elsevier, vol. 115(1), pages 221-228, September.
    2. Kap Hwan Kim & Ki Young Kim, 1999. "An Optimal Routing Algorithm for a Transfer Crane in Port Container Terminals," Transportation Science, INFORMS, vol. 33(1), pages 17-33, February.
    3. Kim, Kap Hwan & Park, Young Man & Ryu, Kwang-Ryul, 2000. "Deriving decision rules to locate export containers in container yards," European Journal of Operational Research, Elsevier, vol. 124(1), pages 89-101, July.
    4. de Castillo, Bernardo & Daganzo, Carlos F., 1993. "Handling strategies for import containers at marine terminals," Transportation Research Part B: Methodological, Elsevier, vol. 27(2), pages 151-166, April.
    5. Petering, Matthew E.H., 2011. "Decision support for yard capacity, fleet composition, truck substitutability, and scalability issues at seaport container terminals," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(1), pages 85-103, January.
    6. Anne V. Goodchild & Carlos F. Daganzo, 2006. "Double-Cycling Strategies for Container Ships and Their Effect on Ship Loading and Unloading Operations," Transportation Science, INFORMS, vol. 40(4), pages 473-483, November.
    7. Russell Bent & Pascal Van Hentenryck, 2004. "A Two-Stage Hybrid Local Search for the Vehicle Routing Problem with Time Windows," Transportation Science, INFORMS, vol. 38(4), pages 515-530, November.
    8. Alexandra M. Newman & Candace Arai Yano, 2000. "Scheduling Direct and Indirect Trains and Containers in an Intermodal Setting," Transportation Science, INFORMS, vol. 34(3), pages 256-270, August.
    9. Iris F. A. Vis & Hector J. Carlo, 2010. "Sequencing Two Cooperating Automated Stacking Cranes in a Container Terminal," Transportation Science, INFORMS, vol. 44(2), pages 169-182, May.
    10. Pepin, A.S. & Desaulniers, G. & Hertz, A. & Huisman, D., 2006. "Comparison of heuristic approaches for the multiple depot vehicle scheduling problem," Econometric Institute Research Papers EI 2006-34, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    11. Matteo Fischetti & Juan José Salazar González & Paolo Toth, 1997. "A Branch-and-Cut Algorithm for the Symmetric Generalized Traveling Salesman Problem," Operations Research, INFORMS, vol. 45(3), pages 378-394, June.
    12. Kang, Seungmo & Medina, Juan C. & Ouyang, Yanfeng, 2008. "Optimal operations of transportation fleet for unloading activities at container ports," Transportation Research Part B: Methodological, Elsevier, vol. 42(10), pages 970-984, December.
    13. Iris F. A. Vis & Kees Jan Roodbergen, 2009. "Scheduling of Container Storage and Retrieval," Operations Research, INFORMS, vol. 57(2), pages 456-467, April.
    14. Raymond K. Cheung & Chung-Lun Li & Wuqin Lin, 2002. "Interblock Crane Deployment in Container Terminals," Transportation Science, INFORMS, vol. 36(1), pages 79-93, February.
    15. Karapetyan, D. & Gutin, G., 2012. "Efficient local search algorithms for known and new neighborhoods for the generalized traveling salesman problem," European Journal of Operational Research, Elsevier, vol. 219(2), pages 234-251.
    16. Mike Hewitt & George L. Nemhauser & Martin W. P. Savelsbergh, 2010. "Combining Exact and Heuristic Approaches for the Capacitated Fixed-Charge Network Flow Problem," INFORMS Journal on Computing, INFORMS, vol. 22(2), pages 314-325, May.
    17. Daganzo, Carlos F., 1989. "The crane scheduling problem," Transportation Research Part B: Methodological, Elsevier, vol. 23(3), pages 159-175, June.
    18. 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.
    19. Ananthapadmanabhan Narasimhan & Udatta S. Palekar, 2002. "Analysis and Algorithms for the Transtainer Routing Problem in Container Port Operations," Transportation Science, INFORMS, vol. 36(1), pages 63-78, February.
    20. De Castilho, Bernardo & Daganzo, Carlos F., 1993. "Handling Strategies for Import Containers at Marine Terminals," University of California Transportation Center, Working Papers qt5gr4622f, University of California Transportation Center.
    21. Goodchild, A.V. & Daganzo, C.F., 2007. "Crane double cycling in container ports: Planning methods and evaluation," Transportation Research Part B: Methodological, Elsevier, vol. 41(8), pages 875-891, October.
    22. Charles E. Noon & James C. Bean, 1991. "A Lagrangian Based Approach for the Asymmetric Generalized Traveling Salesman Problem," Operations Research, INFORMS, vol. 39(4), pages 623-632, August.
    23. Zhang, Chuqian & Wan, Yat-wah & Liu, Jiyin & Linn, Richard J., 2002. "Dynamic crane deployment in container storage yards," Transportation Research Part B: Methodological, Elsevier, vol. 36(6), pages 537-555, July.
    24. Rommert Dekker & Patrick Voogd & Eelco Asperen, 2007. "Advanced methods for container stacking," Springer Books, in: Kap Hwan Kim & Hans-Otto Günther (ed.), Container Terminals and Cargo Systems, pages 131-154, Springer.
    25. Lu Zhen & Ek Peng Chew & Loo Hay Lee, 2011. "An Integrated Model for Berth Template and Yard Template Planning in Transshipment Hubs," Transportation Science, INFORMS, vol. 45(4), pages 483-504, November.
    26. Shawn Choo & Diego Klabjan & David Simchi-Levi, 2010. "Multiship Crane Sequencing with Yard Congestion Constraints," Transportation Science, INFORMS, vol. 44(1), pages 98-115, February.
    27. Snyder, Lawrence V. & Daskin, Mark S., 2006. "A random-key genetic algorithm for the generalized traveling salesman problem," European Journal of Operational Research, Elsevier, vol. 174(1), pages 38-53, October.
    28. Vis, Iris F.A., 2006. "A comparative analysis of storage and retrieval equipment at a container terminal," International Journal of Production Economics, Elsevier, vol. 103(2), pages 680-693, October.
    29. Ng, W. C., 2005. "Crane scheduling in container yards with inter-crane interference," European Journal of Operational Research, Elsevier, vol. 164(1), pages 64-78, July.
    30. Laporte, Gilbert, 1992. "The traveling salesman problem: An overview of exact and approximate algorithms," European Journal of Operational Research, Elsevier, vol. 59(2), pages 231-247, June.
    31. Li, Wenkai & Goh, Mark & Wu, Yong & Petering, M.E.H. & de Souza, R. & Wu, Y.C., 2012. "A continuous time model for multiple yard crane scheduling with last minute job arrivals," International Journal of Production Economics, Elsevier, vol. 136(2), pages 332-343.
    32. Gilbert Laporte & Roberto Musmanno & Francesca Vocaturo, 2010. "An Adaptive Large Neighbourhood Search Heuristic for the Capacitated Arc-Routing Problem with Stochastic Demands," Transportation Science, INFORMS, vol. 44(1), pages 125-135, February.
    33. Renaud, Jacques & Boctor, Fayez F., 1998. "An efficient composite heuristic for the symmetric generalized traveling salesman problem," European Journal of Operational Research, Elsevier, vol. 108(3), pages 571-584, August.
    34. Li, Wenkai & Wu, Yong & Petering, M.E.H. & Goh, Mark & Souza, Robert de, 2009. "Discrete time model and algorithms for container yard crane scheduling," European Journal of Operational Research, Elsevier, vol. 198(1), pages 165-172, October.
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