Time-delay compensation method for networked control system based on time-delay prediction and implicit PIGPC

被引:26
|
作者
Tian Z.-D. [1 ]
Gao X.-W. [2 ]
Gong B.-L. [2 ]
Shi T. [3 ]
机构
[1] School of Information Science and Engineering, Shenyang University of Technology, Shenyang
[2] School of Information Science and Engineering, Northeastern University, Shenyang
[3] Department of Humanities, Liaoning Forestry Vocation-Technical College, Shenyang
基金
中国国家自然科学基金;
关键词
implicit proportional-integral-based generalized predictive controller (PIGPC); least squares support vector machine (LSSVM); Networked control system; particle swarm optimization (PSO); time-delay compensation;
D O I
10.1007/s11633-015-0897-7
中图分类号
学科分类号
摘要
A network time-delay compensation method based on time-delay prediction and implicit proportional-integral-based generalized predictive controller (PIGPC) is proposed. The least squares support vector machine (LSSVM) is used to predict the current time-delay, the parameters of the least squares support vector machine are optimized by particle swarm optimization (PSO) algorithm, and the predicted time-delay is used instead of the actual time-delay as the parameters of the network time-delay compensation controller. In order to improve the compensation effect of implicit generalized predictive controller (GPC), this paper puts forward an implicit generalized predictive control algorithm with proportional-integral-based (PI) structure and designs the controller based on implicit PIGPC. Through the simulation results, the effectiveness of this design in the paper is verified. © 2015, Institute of Automation, Chinese Academy of Sciences and Springer-Verlag Berlin Heidelberg.
引用
收藏
页码:648 / 656
页数:8
相关论文
共 50 条
  • [1] Time-delay Compensation Method for Networked Control System Based on Time-delay Prediction and Implicit PIGPC
    Zhong-Da Tian
    Xian-Wen Gao
    Bi-Lian Gong
    Tong Shi
    International Journal of Automation and Computing, 2015, 12 (06) : 648 - 656
  • [2] Networked Control System Time-Delay Compensation Based on Time-Delay Prediction and Improved Implicit GPC
    Tian, Zhong-Da
    Li, Shu-Jiang
    Wang, Yan-Hong
    Yu, Hong-Xia
    ALGORITHMS, 2015, 8 (01): : 3 - 18
  • [3] The time-delay compensation method for networked control system based on improved fast implicit GPC
    Tian, Zhongda (tianzhongda@sut.edu.cn), 1600, Science and Engineering Research Support Society (09):
  • [4] The compensation of networked control system random time-delay based on fast implicit GPC
    Gao, Shuzhi
    Tian, Zhongda
    Gao, Xianwen
    Gao, Shuzhi, 1600, Sila Science, University Mah Mekan Sok, No 24, Trabzon, Turkey (32): : 3611 - 3622
  • [5] A Hybrid Time-delay Prediction Method for Networked Control System
    Zhong-Da Tian
    Xian-Wen Gao
    Kun Li
    International Journal of Automation and Computing, 2014, (01) : 19 - 24
  • [6] A Hybrid Time-delay Prediction Method for Networked Control System
    Tian, Zhong-Da
    Gao, Xian-Wen
    Li, Kun
    INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING, 2014, 11 (01) : 19 - 24
  • [7] Networked control system with network time-delay compensation
    Chen, ZP
    Liu, L
    Yin, XL
    CONFERENCE RECORD OF THE 2005 IEEE INDUSTRY APPLICATIONS CONFERENCE, VOLS 1-4, 2005, : 2435 - 2440
  • [8] Predictive control compensation for networked control system with time-delay
    Tian, Zhongda
    Wang, Yanhong
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2022, 236 (01) : 107 - 124
  • [9] Compensation of networked control systems with time-delay
    Mori, Tsunenori
    Kawamura, Yusuke
    Zanma, Tadanao
    Liu, KangZhi
    2014 IEEE 13TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL (AMC), 2014,
  • [10] A Method to Predict Random Time-Delay of Networked Control System
    Tian, Zhongda
    IETE JOURNAL OF RESEARCH, 2022, 68 (05) : 3503 - 3513