DocumentCode :
3447287
Title :
A feedback-based sensor uncertainty detection scheme
Author :
Guo, Jiaxing ; Tao, Gang
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Virginia, Charlottesville, VA, USA
fYear :
2011
fDate :
12-15 Dec. 2011
Firstpage :
1122
Lastpage :
1127
Abstract :
In this paper, an adaptive feedback-based stable fault detection scheme is developed for linear time-invariant systems with sensor uncertainties and system parameter uncertainties. A parametric sensor uncertainty model with additive faults and multiplicative faults is introduced. To employ the model-based fault detection method, the sensor dynamics is derived. Based on the newly developed sensor dynamic models, a set of estimation model systems are established to estimate the sensor signals. Unlike most fault detection schemes which operate under the assumption that all system signals remain bounded under sensor uncertainty conditions, the adaptive sensor detection scheme proposed in this paper is integrated with an adaptive feedback controller which is designed to ensure the desired signal boundedness requirement needed for stable sensor uncertainty detection operation. By observing residuals between the sensor signals and the estimation model signals, the sensor uncertainty can be detected and specific uncertainty patterns can be identified. Desired adaptive sensor uncertainty detection performance is demonstrated in the simulation study for a linearized longitudinal aircraft flight control system.
Keywords :
adaptive control; estimation theory; feedback; sensors; uncertain systems; adaptive feedback based stable fault detection scheme; adaptive feedback controller; additive faults; aircraft flight control system; estimation model systems; feedback based sensor uncertainty detection scheme; linear time-invariant systems; multiplicative faults; parametric sensor uncertainty model; sensor dynamic models; sensor signal estimation; sensor uncertainty; Adaptation models; Adaptive systems; Atmospheric modeling; Estimation; Feedback control; Mathematical model; Uncertainty; Sensor uncertainty; adaptive feedback control; fault detection; fault-tolerant control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
ISSN :
0743-1546
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
Type :
conf
DOI :
10.1109/CDC.2011.6161501
Filename :
6161501
Link To Document :
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