Intelligent remote monitoring and manufacturing system of production line based on industrial Internet of Things

被引:36
|
作者
Huang, Xianming [1 ]
机构
[1] Hunan Univ Technol, Sch Comp Sci, Zhuzhou 412007, Hunan, Peoples R China
关键词
Industrial Internet of Things; Intelligent manufacturing; Remote monitoring; Wireless network; IOT; CHALLENGES; NETWORKS;
D O I
10.1016/j.comcom.2019.12.011
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 continuous development of Internet communication technology has given birth to the development of Internet of Things technology and the integration of intelligent manufacturing to accelerate the upgrading of traditional industrial production lines. In view of the slow speed, low fusion accuracy and other problems appeared on the current Internet of Things data fusion method, an Internet of Things heterogeneous data fusion method based on intelligent optimization algorithm is proposed to improve the Internet of Things heterogeneous data fusion effect as the goal. First, multiple nodes are used to collect the monitoring object state data. The data noise collected by each node is filtered. The data scale is initially reduced and the quality of the Heterogeneous data of the Internet of Things is improved. Then, the clustering algorithm is introduced to process the cluster head data, eliminating the redundancy between the data in the cluster. Meanwhile, the redundancy occurs between the data cluster. In the aggregation node, the cluster head data is weighted and integrated by intelligent optimization algorithm. The experiment is compared with other fusion methods under the same environment. Experimental results show that this method can effectively converge the heterogeneous data of the Internet of Things, obtain the results of the higher precision of the heterogeneous data fusion of the Internet of Things, and improve the efficiency of the fusion of Internet of Things data with fewer and faster errors of the Heterogeneous data of the Internet of Things. Finally, MATLAB simulates the proposed network transmission optimization algorithm, and verifies the reliability and stability of wireless network remote monitoring.
引用
收藏
页码:421 / 428
页数:8
相关论文
共 50 条
  • [31] Research on Hospital Intelligent Monitoring System Based on Internet of Things
    Zhou Huachun
    PROCEEDINGS OF THE 2016 7TH INTERNATIONAL CONFERENCE ON MECHATRONICS, CONTROL AND MATERIALS (ICMCM 2016), 2016, 104 : 48 - 51
  • [32] An implementation of intelligent substation monitoring system based on Internet of things
    Gao, Dawei
    Wang, Liying
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2019, 19 (S1) : S219 - S226
  • [33] Research and implementation of remote monitoring system based on Internet of things
    Li, Zhencai
    Dai, Yawen
    Shen, Jiawei
    PROCEEDINGS OF THE 2015 5TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND AUTOMATION ENGINEERING, 2016, 42 : 46 - 49
  • [34] The remote monitoring system of transformer fault based on The internet of Things
    Cheng, Xiao-hui
    Wang, Yang
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 84 - 87
  • [35] Development of Intelligent Drone Remote Control System Based on Internet of Things
    Shyh-Wei, Chen
    Yu-Chun, Lai
    Ching-Tsorng, Tsai
    Chia-Hui, Lui
    Jih-Fu, Tu
    SENSORS AND MATERIALS, 2022, 34 (07) : 2581 - 2589
  • [36] Application of Industrial Robot and Internet of Things in Intelligent Manufacturing System Supported by Software and Hardware
    Xu, Xiaoqing
    Liang, Xiaowei
    Guo, Zhihao
    2022 IEEE INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, BIG DATA AND ALGORITHMS (EEBDA), 2022, : 415 - 418
  • [37] Design of intelligent manufacturing monitoring system for internet of things based on encryption technology and intrusion detection technology
    Tian, Jiahao
    Mao, Wenjing
    Shao, Lisong
    Wang, Tiancheng
    Faizan, Mohammad
    Chen, Yutang
    Gao, Jian
    THERMAL SCIENCE AND ENGINEERING PROGRESS, 2024, 54
  • [38] Remote intelligent monitoring system based on embedded Internet technology
    Zhu, Zhen
    Cui, Ruchun
    2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 2665 - 2669
  • [39] Remote Monitoring and Management System of Intelligent Agriculture under the Internet of Things and Deep Learning
    Zhu, Meirong
    Shang, Jie
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [40] Distribution Line Monitoring System based on Internet of Things Technology
    Sui, Jiayin
    Wang, Yingnan
    Xu, Chunxin
    ADVANCES IN MECHATRONICS, AUTOMATION AND APPLIED INFORMATION TECHNOLOGIES, PTS 1 AND 2, 2014, 846-847 : 844 - +