Neural controllers for networked control systems based on minimum tracking error entropy

被引:4
作者
Zhang, J. H. [1 ]
机构
[1] N China Elect Power Univ, Dept Automat, Beijing 102206, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
networked control system; entropy; stochastic control; time delay; neural networks;
D O I
10.1243/09596518JSCE576
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a novel proportional-integral-derivative (PID) feedback control method for networked control systems (NCSs) subject to random delays is presented via minimizing tracking error entropy, which is estimated by Parzen windows and quadratic Gaussian kernels. The PID controller is implemented by backpropagation (BP) neural networks. Specifically, the performance index implies the idea of the minimum entropy control of the closed-loop tracking error. The convergence in the mean square sense has been analysed for closed-loop NCSs. Simulation results are provided to show the effectiveness of the proposed approach.
引用
收藏
页码:671 / 679
页数:9
相关论文
共 21 条
[1]   CLOSED-LOOP CONTROL OF SYSTEMS OVER A COMMUNICATIONS NETWORK WITH QUEUES [J].
CHAN, H ;
OZGUNER, U .
INTERNATIONAL JOURNAL OF CONTROL, 1995, 62 (03) :493-510
[2]   Generalized information potential criterion for adaptive system training [J].
Erdogmus, D ;
Principe, JC .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (05) :1035-1044
[3]   An error-entropy minimization algorithm for supervised training of nonlinear adaptive systems [J].
Erdogmus, D ;
Principe, JC .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (07) :1780-1786
[4]   PID controller design for output PDFs of stochastic systems using linear matrix inequalities [J].
Guo, L ;
Wang, H .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (01) :65-71
[5]   Generalized discrete-time PI control of output PDFs using square root B-spline expansion [J].
Guo, L ;
Wang, H .
AUTOMATICA, 2005, 41 (01) :159-162
[6]   A survey of recent results in networked control systems [J].
Hespanha, Joao P. ;
Naghshtabrizi, Payam ;
Xu, Yonggang .
PROCEEDINGS OF THE IEEE, 2007, 95 (01) :138-162
[7]  
Hokayem PF, 2004, P AMER CONTR CONF, P4897
[8]   Stochastic optimal control and analysis of stability of networked control systems with long delay [J].
Hu, SS ;
Zhu, QX .
AUTOMATICA, 2003, 39 (11) :1877-1884
[9]   STABILITY OF LINEAR FEEDBACK-SYSTEMS WITH RANDOM COMMUNICATION DELAYS [J].
KRTOLICA, R ;
OZGUNER, U ;
CHAN, H ;
GOKTAS, H ;
WINKELMAN, J ;
LIUBAKKA, M .
INTERNATIONAL JOURNAL OF CONTROL, 1994, 59 (04) :925-953
[10]   EXPERIMENTAL-VERIFICATION OF A DELAY COMPENSATION ALGORITHM FOR INTEGRATED COMMUNICATION AND CONTROL-SYSTEMS [J].
LUCK, R ;
RAY, A .
INTERNATIONAL JOURNAL OF CONTROL, 1994, 59 (06) :1357-1372