DocumentCode :
2649781
Title :
An intelligent Fault Detection and Recovery scheme for reaction wheel actuator of satellite attitude control systems
Author :
Talebi, H.A. ; Patel, R.V.
Author_Institution :
Faculty of Electrical Engineering, Amirkabir University of Technology, Tehran, Iran
fYear :
2006
fDate :
4-6 Oct. 2006
Firstpage :
3282
Lastpage :
3287
Abstract :
In this paper, a Fault Detection and Recovery scheme is proposed for a reaction wheel type actuator of satellite attitude control systems. A state-space approach is used and a nonlinear-in-parameters neural network (NLPNN) is employed to identify the general unknown fault. The estimated fault is then used to reconfigure the controller. The recurrent network configuration is obtained by a combination of feedforward network architectures and dynamical elements in the form of stable filters. The neural network weights are updated based on a modified backpropagation scheme. The stability of the overall fault detection scheme is shown using Lyapunov´s direct method. The effectiveness of the proposed fault diagnosis strategy is demonstrated via simulations carried out on a highly accurate dynamical model of a reaction wheel actuator.
Keywords :
Electrical fault detection; Fault detection; Fault diagnosis; Intelligent actuators; Neural networks; Nonlinear dynamical systems; Parameter estimation; Robots; Satellites; Wheels;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, 2006 IEEE
Conference_Location :
Munich, Germany
Print_ISBN :
0-7803-9797-5
Electronic_ISBN :
0-7803-9797-5
Type :
conf
DOI :
10.1109/CACSD-CCA-ISIC.2006.4777164
Filename :
4777164
Link To Document :
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