Dynamic yard crane dispatching in container terminals with predicted vehicle arrival information

被引:77
作者
Guo, Xi [1 ]
Huang, Shell Ying [1 ]
Hsu, Wen Jing [1 ]
Low, Malcolm Yoke Hean [1 ]
机构
[1] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
关键词
Decision-making; Optimization; Yard crane dispatching; Container terminal; OUTBOUND CONTAINERS; OPERATIONS-RESEARCH; SEARCH ALGORITHM; DEPLOYMENT; TIMES; TRANSSHIPMENT; OPTIMIZATION; STRATEGIES; SYSTEMS; MODEL;
D O I
10.1016/j.aei.2011.02.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The performance of a container terminal depends on many aspects of operations. This paper focuses on the optimal sequencing of a yard crane (or YC for short) for serving a fleet of vehicles for delivery and pickup jobs. The objective is to minimize the average vehicle waiting time. While heuristic algorithms could not guarantee an optimal solution, a conventional mathematical formulation such as mixed integer program would require too much computing time. We present two new algorithms to efficiently compute YC dispatching sequences that are provably optimal within the planning window. The first algorithm is based on the well-known A* search along with an admissible heuristics. We also incorporate this heuristics into a second backtracking algorithm which uses a prioritized search order to accelerate the computation. Experimental results show that both new algorithms perform very well for realistic YC jobs. Specifically, both are able to find within seconds optimal solutions for heavy workload scenarios with over 2.4 x 10(18) possible dispatching sequences. Moreover, even when the vehicle arrival times are not accurately forecasted, the new algorithms are still robust enough to produce optimal or near-optimal sequences, and they consistently outperform all the other algorithms evaluated. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:472 / 484
页数:13
相关论文
共 33 条
[1]   A survey of scheduling problems with setup times or costs [J].
Allahverdi, Ali ;
Ng, C. T. ;
Cheng, T. C. E. ;
Kovalyov, Mikhail Y. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 187 (03) :985-1032
[2]   Deployment strategies of double-rail-mounted gantry crane systems for loading outbound containers in container terminals [J].
Cao, Zhi ;
Lee, Der-Horng ;
Meng, Qiang .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2008, 115 (01) :221-228
[3]   A tabu search algorithm for the integrated scheduling problem of container handling systems in a maritime terminal [J].
Chen, Lu ;
Bostel, Nathalie ;
Dejax, Pierre ;
Cai, Jianguo ;
Xi, Lifeng .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 181 (01) :40-58
[4]  
Chung RK, 2002, TRANSPORT SCI, V36, P79, DOI 10.1287/trsc.36.1.79.568
[5]   GENERALIZED BEST-1ST SEARCH STRATEGIES AND THE OPTIMALITY OF A [J].
DECHTER, R ;
PEARL, J .
JOURNAL OF THE ACM, 1985, 32 (03) :505-536
[6]   Optimizing the landside operation of a container terminal [J].
Froyland, Gary ;
Koch, Thorsten ;
Megow, Nicole ;
Duane, Emily ;
Wren, Howard .
OR SPECTRUM, 2008, 30 (01) :53-75
[7]  
Graham R. L., 1979, Discrete Optimisation, P287
[8]  
Guo X., 2009, P 42 ANN SPRING S AN
[9]  
Guo X., 2007, P EUR MOD SIM S
[10]   YARD CRANE DISPATCHING BASED ON REAL TIME DATA DRIVEN SIMULATION FOR CONTAINER TERMINALS [J].
Guo, Xi ;
Huang, Shell Ying ;
Hsu, Wen Jing ;
Low, Malcolm Yoke Hean .
2008 WINTER SIMULATION CONFERENCE, VOLS 1-5, 2008, :2648-2655