Time-delay Compensation Method for Networked Control System Based on Time-delay Prediction and Implicit PIGPC

被引:0
|
作者
Zhong-Da Tian [1 ]
Xian-Wen Gao [2 ]
Bi-Lian Gong [2 ]
Tong Shi [3 ]
机构
[1] School of Information Science and Engineering, Shenyang University of Technology
[2] School of Information Science and Engineering, Northeastern University
[3] Department of Humanities, Liaoning Forestry Vocation-Technical College
基金
中国国家自然科学基金;
关键词
Networked control system; time-delay compensation; particle swarm optimization(PSO); least squares support vector machine(LSSVM); implicit proportional-integral-based generalized predictive controller(PIGPC);
D O I
暂无
中图分类号
TP273 [自动控制、自动控制系统];
学科分类号
080201 ; 0835 ;
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.
引用
收藏
页码:648 / 656
页数:9
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