An MLP Neural Network for Time Delay Prediction in Networked Control Systems

被引:11
作者
Sadeghzadeh, Nargess [1 ]
Afshar, Ahmad [1 ]
Menhaj, Mohammad Bagher [1 ]
机构
[1] Amirkabir Univ Technol, Dept Elect Engn, Tehran, Iran
来源
2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11 | 2008年
关键词
Networked control systems (NCS); Neural network; BP algorithm; Multi Layer Perceptron (MLP);
D O I
10.1109/CCDC.2008.4598345
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper considers networked control systems with time varying delays. The main idea is to apply a variable sampling period in order to compensate for the time delay. A feedforwrd multilayered neural network is first properly developed to estimate the time delay at each sampling period. Then, this predicted time delay is taken as the sampling period between the current and the next sampling steps. The simulation results show that the proposed approach makes the controller more robust for stabilizing the system by reducing remarkably the influence of the closed loop time delay.
引用
收藏
页码:5314 / 5318
页数:5
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