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
  • [41] Task partitioning and priority assignment for distributed hard real-time systems
    Garibay-Martinez, Ricardo
    Nelissen, Geoffrey
    Ferreira, Luis Lino
    Pinho, Luis Miguel
    JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 2015, 81 (08) : 1542 - 1555
  • [42] Priority Assignment Method of DAG Task on ROS2 Multithreaded Executor
    Ji D.
    Wei Y.
    Li Y.
    Wang Y.
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2023, 60 (05): : 1086 - 1098
  • [43] Research of Intelligent Monitoring System of Tower Crane Based On RFID
    Zheng, Xijian
    Zeng, Jinbao
    Zhang, Hong
    MECHATRONICS AND INTELLIGENT MATERIALS III, PTS 1-3, 2013, 706-708 : 990 - 994
  • [44] Phased Array Radar Task Scheduling by Priority Assignment Based on Gaussian Process
    Ren Mingqiu
    Li Haihong
    Liu Junkai
    Dai Guanghua
    2017 18TH INTERNATIONAL RADAR SYMPOSIUM (IRS), 2017,
  • [45] Multi-Objective Optimization of the Quay Crane Assignment and Scheduling Problem: Time and Movement Optimization
    de Oliveira, Jean Phelippe Ramos
    Barbosa, Juan David
    Lamprou, Maria
    2016 7TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS & APPLICATIONS (IISA), 2016,
  • [46] On priority assignment in fixed priority scheduling
    Audsley, NC
    INFORMATION PROCESSING LETTERS, 2001, 79 (01) : 39 - 44
  • [47] The Research of Task Priority Inversion Phenomenon in μC/OSⅡ
    毛德梅
    汪明珠
    安徽理工大学学报(自然科学版), 2007, (03) : 39 - 42
  • [48] An optimization method for task assignment for industrial manufacturing organizations
    Ni Li
    Yuhong Li
    Mengyuan Sun
    Haipeng Kong
    Guanghong Gong
    Applied Intelligence, 2017, 47 : 1144 - 1156
  • [49] Entropic simplified swarm optimization for the task assignment problem
    Lai, Chyh-Ming
    Yeh, Wei-Chang
    Huang, Yen-Cheng
    APPLIED SOFT COMPUTING, 2017, 58 : 115 - 127
  • [50] Task assignment optimization in knowledge-intensive crowdsourcing
    Roy, Senjuti Basu
    Lykourentzou, Ioanna
    Thirumuruganathan, Saravanan
    Amer-Yahia, Sihem
    Das, Gautam
    VLDB JOURNAL, 2015, 24 (04): : 467 - 491