Discretization-Strategy-Based Solution for Berth Allocation and Quay Crane Assignment Problem

被引:38
|
作者
Tang, Min [1 ]
Ji, Bin [1 ]
Fang, Xiaoping [1 ]
Yu, Samson S. [2 ]
机构
[1] Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
[2] Deakin Univ, Sch Engn, Waurn Ponds 3216, Australia
关键词
berth allocation and quay crane assignment; continuous berth discretization; large neighborhood search; constraint handling; LARGE NEIGHBORHOOD SEARCH; GENETIC ALGORITHM; HEURISTICS;
D O I
10.3390/jmse10040495
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
The continuous berth allocation and quay crane assignment problem considers the size of berths and ships, the number of quay cranes, the dynamic ships and non-crossing constraints of quay cranes. In this work, a mixed-integer linear programming model of this problem is established, aiming at minimizing the total stay time and delay penalty of ships. To solve the model, the continuous berth is separated into discrete segments via a proposed discretization strategy. Thereafter, a large neighborhood search algorithm composed of the random removal operator and relaxed sorting-based insertion operator and a backtracking comparison-based constraint repair strategy are proposed. The effectiveness of the model and algorithm presented is verified via real-life instances with different characteristics, and the performances of different combinations of removal operators and insertion operators in the large neighborhood search algorithmic framework are analyzed. Numerical results show that the large neighborhood search algorithm can optimally solve the small-scale instances in a reasonable time. Meanwhile, the results of large-scale instances show that the large neighborhood search algorithm incorporating the discretization strategy is more efficient than other genetic algorithms based on continuous optimization. With the proposed approach, high-quality berth and quay crane allocation results can be obtained efficiently.
引用
收藏
页数:18
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