Title :
Interactive Bank of Unscented Kalman Filters for Fault Detection and Isolation in Reaction Wheel Actuators of Satellite Attitude Control System
Author :
Tudoroiu, N. ; Sobhani-Tehrani, E. ; Khorasani, K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Concordia Univ., Montreal, Que.
Abstract :
The main objective of the research investigated in this paper is the detection and isolation of partial (soft) and total (hard) failures in the reaction wheel (RW) actuators of the satellite attitude control system (ACS) during its mission operation. The fault detection and isolation (FDI) is accomplished using the interactive multiple models (IMM) scheme developed based on the unscented Kalman filter (UKF) algorithm. Towards this objective, the healthy mode of the ACS system under different operating conditions as well as a number of different fault scenarios including changes and anomalies in the temperature, power supply bus voltage, and unexpected current variations in the actuators of each axis of the satellite are considered. We describe and develop a bank of interacting multiple model unscented Kalman filters (IMM-UKF) to detect and isolate the above mentioned reaction wheel failures in the ACS system. Also, it should be emphasized that the proposed IMM-UKF technique is implemented based on a high-fidelity highly nonlinear model of a commercial RW. Compared to other fault detection and isolation (FDI) strategies developed in the control systems literature, the proposed FDI scheme is shown, through extensive numerical simulations, to be more accurate, less computationally demanding, and more robust with the potential of extending to a number of other engineering applications
Keywords :
Kalman filters; actuators; artificial satellites; attitude control; fault diagnosis; filtering theory; numerical analysis; fault detection and isolation strategy; interacting multiple model unscented Kalman filters; interactive bank; interactive multiple models; numerical simulations; power supply bus voltage; reaction wheel actuators; satellite attitude control system; Actuators; Control system synthesis; Fault detection; Nonlinear control systems; Power supplies; Power system modeling; Satellites; Temperature; Voltage; Wheels; Attitude Control System (ACS); Fault Detection and Isolation (FDI); Interacting Multiple Model (IMM); Reaction Wheel (RW); Unscented Kalman Filter (UKF);
Conference_Titel :
IEEE Industrial Electronics, IECON 2006 - 32nd Annual Conference on
Conference_Location :
Paris
Print_ISBN :
1-4244-0390-1
DOI :
10.1109/IECON.2006.347890