Research on Optimization of Intelligent Assignment of Crane Task Priority

被引:0
|
作者
Sun, Hexu [1 ]
Wang, Pengcheng [1 ]
Lei, Zhaoming [1 ]
机构
[1] Hebei Univ Technol, Tianjin 300130, Peoples R China
关键词
Priority; SVM; Cuckoo search algorithm; Dynamic adaptation;
D O I
10.1007/978-981-32-9050-1_52
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The collision problem that occurs during the scheduling process of the crane is generally solved by prioritizing In order to intelligently solve the problem of task prioritization in the process of crane scheduling, the task prioritization model is established by using support vector machine (SVM). Aiming at the difficulty of parameter setting in the process of SVM, a dynamic cuckoo search (DCS) algorithm is proposed. The algorithm optimizes the parameter setting of SVM. In order to solve the shortcomings of the cuckoo algorithm, the step size and discovery probability of the standard cuckoo algorithm are improved as the dynamic adaptive step size and dynamic discovery probability. The test function verifies that it has the advantages of fast convergence speed and strong local optimal ability. Finally, the DCS-SVM is used to establish the prioritization model. After experimental verification, the method is proved to be effective, and it can accurately and intelligently solve the priority division problem of the crane scheduling task.
引用
收藏
页码:456 / 464
页数:9
相关论文
共 50 条
  • [21] Research on Mobile Edge Computing Task Unloading Model Optimization and Intelligent Algorithms
    Wu, Beijia
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2024, 32 (07) : 1051 - 1073
  • [22] Schedulability of generalized multiframe task sets under static priority assignment
    Takada, H
    Sakamura, K
    FOURTH INTERNATIONAL WORKSHOP ON REAL-TIME COMPUTING SYSTEMS AND APPLICATIONS, PROCEEDINGS, 1997, : 80 - 86
  • [23] Clustering Based Priority Queue Algorithm for Spatial Task Assignment in Crowdsourcing
    Ma, Yue
    Gao, Xiaofeng
    Bhatti, Shahzad Sarwar
    Chen, Guihai
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 17 (02) : 452 - 465
  • [24] The Virtual Deadline based Optimization Algorithm for Priority Assignment in Fixed-Priority Scheduling
    Zhao, Yecheng
    Zeng, Haibo
    2017 IEEE REAL-TIME SYSTEMS SYMPOSIUM (RTSS), 2017, : 116 - 127
  • [25] Particle swarm optimization for task assignment problem
    Salman, A
    Ahmad, I
    Al-Madani, S
    MICROPROCESSORS AND MICROSYSTEMS, 2002, 26 (08) : 363 - 371
  • [26] Simultaneous Optimization of Berth Allocation, Quay Crane Assignment and Quay Crane Scheduling Problems in Container Terminals
    Aras, Necati
    Turkogullari, Yavuz
    Taskin, Z. Caner
    Altinel, Kuban
    OPERATIONS RESEARCH PROCEEDINGS 2012, 2014, : 101 - 107
  • [27] The crane scheduling problem and the hybrid intelligent optimization algorithm GASA
    Sun Jun Qing
    Li Ping
    Han Mei
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 6, 2007, : 92 - +
  • [28] 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
  • [29] An Intelligent Task Assignment and Personalization System for Students' Online Collaboration
    Leonidis, Asterios
    Margetis, George
    Antona, Margherita
    Stephanidis, Constantine
    UNIVERSAL ACCESS IN HUMAN-COMPUTER INTERACTION: APPLICATIONS AND SERVICES, PT 4, 2011, 6768 : 548 - 557
  • [30] Optimization of Harvesting Priority of Sugarcane Farms by the Generalized Assignment Problem
    Negar Hafezi
    Mohammad Javad Sheikhdavoodi
    Houshang Bahrami
    Seyed Enayatallah Alavi
    Sugar Tech, 2024, 26 : 352 - 369