Simulated annealing based simulation optimization method for solving integrated berth allocation and quay crane scheduling problems

被引:31
|
作者
Tasoglu, Gokcecicek [2 ,3 ]
Yildiz, Gokalp [1 ]
机构
[1] Dokuz Eylul Univ, Dept Ind Engn, TR-35397 Izmir, Turkey
[2] Dokuz Eylul Univ, Grad Sch Nat & Appl Sci, Izmir, Turkey
[3] Manisa Celal Bayar Univ, Dept Ind Engn, TR-45140 Manisa, Turkey
关键词
Berth allocation problem; Quay crane scheduling problem; Simulation optimization; Simulated annealing; KEY GENETIC ALGORITHM; ASSIGNMENT; OPERATIONS; TRANSSHIPMENT; HEURISTICS;
D O I
10.1016/j.simpat.2019.101948
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper proposes a simulation optimization based solution approach for the integrated Berth Allocation and Quay Crane Scheduling Problems (BAP and QCSP) considering simultaneously, for the first time, multi-quay hybrid berth layout, dynamic arrivals of vessels, stochastic handling times and non-crossing constraints of quay cranes. Initially, a Conflict-Free Quay Crane Scheduling Algorithm is proposed considering stochastic handling times. Then, a general parametric simulation model which represents the seaside operations of a typical container terminal is built. Finally, a Simulated Annealing based optimization procedure is integrated with this parametric simulation model to minimize the latest vessel departure time (i.e., makespan). The proposed simulation optimization procedure is applied to a real world inspired case problem. The results revealed that the proposed simulation optimization procedure can be used to solve large-sized real-port BAPs and QCSPs for the objective of minimizing makespan. Furthermore, the output of this simulation optimization procedure gives the decision maker the estimated berthing/unberthing times, berthing locations and quay crane schedules for each vessel for the most probable scenario.
引用
收藏
页数:29
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