Networked Control System Time-Delay Compensation Based on Time-Delay Prediction and Improved Implicit GPC

被引:12
|
作者
Tian, Zhong-Da [1 ]
Li, Shu-Jiang [1 ]
Wang, Yan-Hong [1 ]
Yu, Hong-Xia [1 ]
机构
[1] Shenyang Univ Technol, Coll Informat Sci & Engn, Shenyang 110870, Peoples R China
来源
ALGORITHMS | 2015年 / 8卷 / 01期
基金
中国国家自然科学基金;
关键词
prediction; least squares support vector machine; improved implicit GPC; networked control system; time delay;
D O I
10.3390/a8010003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The random time delay in a networked control system can usually deteriorate the control performance and stability of the networked control system. In order to solve this problem, this paper puts forward a networked control system random time-delay compensation method based on time-delay prediction and improved implicit generalized predictive control (GPC). The least squares support vector machine is used to predict the future time delay of network. The parameters of the least squares support vector machine time-delay prediction model are difficult to determine, and the genetic algorithm is used for least squares support vector machine optimal prediction parameter optimization. Then, an improved implicit generalized predictive control method is adopted to compensate for the time delay. The simulation results show that the method in this paper has high prediction accuracy and a good compensation effect for the random time delay of the networked control system, has a small amount of on-line calculation and that the output response and control stability of the system are improved.
引用
收藏
页码:3 / 18
页数:16
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