Adaptive particle swarm optimization for integrated quay crane and yard truck scheduling problem

被引:43
|
作者
Dang Cong Hop [1 ]
Nguyen Van Hop [1 ]
Truong Tran Mai Anh [1 ]
机构
[1] Int Univ, VNU HCMC, Sch Ind Engn & Management, Quarter 6, Ho Chi Minh City, Vietnam
关键词
Quay crane; Yard truck; Scheduling; Particle Swarm Optimization (PSO); DISPATCHING METHOD; ALGORITHM; ASSIGNMENT; VEHICLES; BRANCH; BERTH;
D O I
10.1016/j.cie.2020.107075
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study takes into account the integrated quay crane and yard truck scheduling problem in which the yard truck picks containers at quay crane and then transports required containers to the container yard then return to the quay crane without carrying exported containers. A new mixed - integer programming model is formulated to capture two more conditions on the number of containers to be handled by quay crane and yard truck at a time. The objective is to minimize total time to complete the unloading and transporting operations for all required containers. Moreover, an Adaptive Particle Swarm Optimization (APSO) algorithm with all automatically adjusted parameters of inertia weight, cognitive coefficient and social coefficient is developed to search for better solutions. The proposed APSO gives closed optimal solutions obtained from the mixed - integer program. It also gives better performance than similar metaheuristic approaches such as Fixed Particle Swarm Optimization (FPSO) and Grey Wolf Optimization (GWO) for large sized problems in reasonable time.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] The Quay Crane Scheduling Problem with Time Windows
    Meisel, Frank
    NAVAL RESEARCH LOGISTICS, 2011, 58 (07) : 619 - 636
  • [42] The Quay Crane Scheduling Problem With Stability Constraints
    Zhang, Zizhen
    Liu, Ming
    Lee, Chung-Yee
    Wang, Jiahai
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2018, 15 (03) : 1399 - 1412
  • [43] Berth and quay crane coordinated scheduling using multi-objective chaos cloud particle swarm optimization algorithm
    Li, Ming-Wei
    Hong, Wei-Chiang
    Geng, Jing
    Wang, Jianlun
    NEURAL COMPUTING & APPLICATIONS, 2017, 28 (11): : 3163 - 3182
  • [44] Berth and quay crane coordinated scheduling using multi-objective chaos cloud particle swarm optimization algorithm
    Ming-Wei Li
    Wei-Chiang Hong
    Jing Geng
    Jianlun Wang
    Neural Computing and Applications, 2017, 28 : 3163 - 3182
  • [45] 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
  • [46] Integrated quay crane - shuttle vehicle scheduling problem capacitated by apron buffer
    Yin, Yu-Qi
    Ge, Ying-En
    Wen, Xin
    Zhong, Meisu
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-MARITIME ENGINEERING, 2022, 175 (04) : 94 - 111
  • [47] An integrated quay crane assignment and scheduling problem with several contractors in container terminals
    Safaeian, M.
    Etebari, F.
    Vahdani, B.
    SCIENTIA IRANICA, 2021, 28 (02) : 1030 - 1048
  • [48] Quay Crane Scheduling Problem with the Consideration of Maintenance
    Liu, Ming
    Liang, Bian
    Zheng, Feifeng
    Chu, Chengbin
    Chu, Feng
    2018 IEEE 15TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL (ICNSC), 2018,
  • [49] MIP approaches for the integrated berth allocation and quay crane assignment and scheduling problem
    Agra, Agostinho
    Oliveira, Maryse
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 264 (01) : 138 - 148
  • [50] An Integrated Quay Crane Assignment and Scheduling Problem Using Branch-and-Price
    Msakni, Mohamed Kais
    Al-Salem, Mohammed
    Diabat, Ali
    Rabadi, Ghaith
    Kotachi, Mariam
    2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE & COMPUTATIONAL INTELLIGENCE (CSCI), 2016, : 1286 - 1291