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Queue-based local scheduling and global coordination for real-time operation control in a container terminal

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Abstract

To maximize the productivity of a container terminal, the operations of various types of equipments should be optimized and synchronized in real time. However, use of optimization techniques such as mathematical programming or search-based meta-heuristics becomes difficult when given a large-scaled problem due to their high computational cost. Addressing this problem, the queue-based local scheduling and global coordination method proposed in this paper stands as a viable alternative. The method consists of the following steps. First, separate schedules are locally generated for each equipment type using a queue-based dispatching heuristic which pays attention to the queue lengths of the quay cranes (QCs) under service. Next, the schedules are executed via a simulation and a notable QC delay is identified. Based on the analysis on the causes of this delay, some compromising adjustments are made to the priorities of relevant jobs. Then, the localized scheduling followed by the adjustment is repeated until the termination condition is met. Adopting simple heuristics in the local scheduling phase, the overall process easily meets the real-time constraint, yet producing an integrated schedule with a better global perspective than the myopic heuristic-only approach.

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References

  • Ahn, E. Y., Park, K., Kang, B., & Ryu, K. R. (2007). Real time scheduling by coordination for optimizing operations of equipments in a container terminal. Proceedings of the 19th IEEE international conference on tools with artificial intelligence (ICTAI 2007) (Vol. 1, pp. 44–48).

  • Briskorn, D., Drexl, A., & Hartmann, S. (2007). Inventory based dispatching of automated guided vehicles on container terminals. In Container terminals and cargo systems (part 2, pp. 195–214). Berlin: Springer.

  • Briskorn, D., & Hartmann, S. (2006) Simulating dispatching strategies for automated container terminals. In Operations research proceedings 2005 (part 2, pp. 97–102). Berlin: Springer.

  • Egbelu P. J., Tanchoco J. M. A. (1984) Characterization of automatic guided vehicle dispatching rules. International Journal of Production Research 22(3): 359–374

    Article  Google Scholar 

  • Ganesharajah T., Hall N. G., Sriskandarajah C. (1998) Design and operational issues in AGV-served manufacturing systems. Annals of operations Research 76: 109–154

    Article  Google Scholar 

  • Grunow, M., Günther, H. O., & Lehmann, M. (2006). Strategies for dispatching AGVs at automated seaport container terminals. In Container terminals and cargo systems (part 2, pp. 155–178). Berlin: Springer.

  • Hwang H., Kim S. H. (1998) Development of dispatching rules for automated guided vehicle systems. Journal of Manufacturing Systems 17(2): 137–143

    Article  Google Scholar 

  • Jung S. H., Kim K. H. (2006) Load scheduling for multiple quay cranes in port container terminals. Journal of Intelligent Manufacturing 17(4): 479–492

    Article  Google Scholar 

  • Kim K. H., Bae J. W. (2004) A look-ahead dispatching method for automated guided vehicles in automated port container terminals. Transportation Science 38(2): 224–234

    Article  Google Scholar 

  • Kim K. H., Kim K. Y. (1999) An optimal routing algorithm for a transfer crane in port container terminals. Transportation Science 33(1): 17–33

    Article  Google Scholar 

  • Kim K. Y., Kim K. H. (2003) Heuristic algorithm for routing yard-side equipment for minimizing loading times in container terminals. Naval Research Logistics 50(5): 498–514

    Article  Google Scholar 

  • Klein C. M., Kim J. (1996) AGV dispatching. International Journal of Production Research 34(1): 95–110

    Article  Google Scholar 

  • Meeramans, P. J. M., & Wagelmans, A. P. M. (2001). Effective algorithm for integrated scheduling of handling equipment at automated container terminals. ERIM Report Series Research in Management, ERS-2001-36-LIS.

  • Ng W. C., Mak K. L. (2005a) An effective heuristic for scheduling a yard crane to handle jobs with different ready times. Engineering Optimization 37(8): 867–877

    Article  Google Scholar 

  • Ng W. C., Mak K. L. (2005b) Yard crane scheduling in port container terminals. Applied Mathematical Modeling 29(3): 263–276

    Article  Google Scholar 

  • Ng W. C., Mak K. L., Zhang Y. X. (2007) Scheduling trucks in container terminals using a genetic algorithm. Engineering Optimization 39(1): 33–47

    Article  Google Scholar 

  • Stahlbock R., Voß S. (2008) Operations research at container terminals—a literature update. OR Spectrum 30(1): 1–52

    Article  Google Scholar 

  • Steenken D., Voß S., Stahlbock R. (2004) Container terminal operations and operations research—a classification and literature review. OR Spectrum 26(1): 3–49

    Article  Google Scholar 

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Correspondence to Kwang Ryel Ryu.

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Choe, R., Cho, H., Park, T. et al. Queue-based local scheduling and global coordination for real-time operation control in a container terminal. J Intell Manuf 23, 2179–2192 (2012). https://doi.org/10.1007/s10845-011-0564-y

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  • DOI: https://doi.org/10.1007/s10845-011-0564-y

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