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
相关论文
共 50 条
  • [1] Robust Scheduling for Berth Allocation and Quay Crane Assignment Problem
    Rodriguez-Molins, M.
    Salido, M. A.
    Barber, F.
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [2] A Hybrid GA with Variable Quay Crane Assignment for Solving Berth Allocation Problem and Quay Crane Assignment Problem Simultaneously
    Hsu, Hsien-Pin
    Chiang, Tai-Lin
    Wang, Chia-Nan
    Fu, Hsin-Pin
    Chou, Chien-Chang
    SUSTAINABILITY, 2019, 11 (07)
  • [3] The berth allocation and quay crane assignment problem with crane travel and setup times
    Correcher, Juan F.
    Perea, Federico
    Alvarez-Valdes, Ramon
    COMPUTERS & OPERATIONS RESEARCH, 2024, 162
  • [4] Berth Allocation Problem with Quay Crane Assignment for Container Terminals Based on Rolling-Horizon Strategy
    Xiao, Ling
    Hu, Zhi-Hua
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [5] Robust optimization for the integrated berth allocation and quay crane assignment problem
    Wang, Chong
    Miao, Lixin
    Zhang, Canrong
    Wu, Tao
    Liang, Zhe
    NAVAL RESEARCH LOGISTICS, 2024, 71 (03) : 452 - 476
  • [6] The Integrated Rescheduling Problem of Berth Allocation and Quay Crane Assignment with Uncertainty
    Zheng, Hongxing
    Wang, Zhaoyang
    Liu, Hong
    PROCESSES, 2023, 11 (02)
  • [7] A quay crane assignment approach for berth allocation problem in container terminal
    Hu, Zhi-Hua
    2010 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY AND SECURITY INFORMATICS (IITSI 2010), 2010, : 17 - 21
  • [8] The improved AFSA algorithm for the berth allocation and quay crane assignment problem
    Liu, Yi
    Wang, Jian
    Shahbazzade, Sabina
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (02): : S3665 - S3672
  • [9] A fast approach for the integrated berth allocation and quay crane assignment problem
    Ma, H. L.
    Chan, Felix T. S.
    Chung, S. H.
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2015, 229 (11) : 2076 - 2087
  • [10] The improved AFSA algorithm for the berth allocation and quay crane assignment problem
    Yi Liu
    Jian Wang
    Sabina Shahbazzade
    Cluster Computing, 2019, 22 : 3665 - 3672