DocumentCode :
3422060
Title :
Adaptive Tracking Control for a Class of Uncertain Non-affine Delayed Systems Subjected to Input Constraints Using Self Recurrent Wavelet Neural Network
Author :
Sharma, M. ; Verma, A.
Author_Institution :
Medicaps Instt. of Tech. & Mgmt, Indore, India
fYear :
2010
fDate :
16-17 Oct. 2010
Firstpage :
60
Lastpage :
65
Abstract :
In this work an adaptive tracking control strategy for a class of non affine delayed systems subjected to actuator saturation is proposed. Self recurrent wavelet neural network (SRWNN) is used to approximate the uncertainties present in the system as well as to identify and compensate the nonlinearities introduced in the system due to actuator saturation. By using suitable transformation the system under consideration is first converted into an affine like form and subsequently an adaptive backstepping control strategy is developed to assure the stable tracking of nonlinear non affine system. In addition robust control terms are also designed to attenuate the approximation error due to SRWNN. Adaptation laws are developed for the online tuning of the wavelet parameters and the stability of the overall system is assured by using the Lyapunov- Krasovskii functional. The effectiveness of theoretical development is verified by a numerical example.
Keywords :
Lyapunov methods; actuators; adaptive control; delays; recurrent neural nets; robust control; uncertain systems; wavelet transforms; Lyapunov- Krasovskii functional; SRWNN; actuator saturation; adaptation laws; adaptive backstepping control strategy; adaptive tracking control; input constraints; online tuning; robust control; self recurrent wavelet neural network; stable tracking; uncertain nonaffine delayed systems; wavelet parameters; Actuators; Adaptive systems; Artificial neural networks; Backstepping; Function approximation; Tuning; Lyapunov-Krasovskii functional; Non-affine systems; actuator saturation; adaptive control; backstepping control; delayed systems; self recurrent wavelet networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advances in Recent Technologies in Communication and Computing (ARTCom), 2010 International Conference on
Conference_Location :
Kottayam
Print_ISBN :
978-1-4244-8093-7
Electronic_ISBN :
978-0-7695-4201-0
Type :
conf
DOI :
10.1109/ARTCom.2010.47
Filename :
5656874
Link To Document :
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