DocumentCode :
2162015
Title :
Robust fault detection using a consistency-based state estimation test considering unknown but bounded noise and parametric uncertainty
Author :
Guerra, Pedro ; Puig, Vicenc ; Ingimundarson, Ari
Author_Institution :
Autom. Control Dept., Tech. Univ. of Catalonia, Terrassa, Spain
fYear :
2007
fDate :
2-5 July 2007
Firstpage :
1595
Lastpage :
1601
Abstract :
In this paper, the problem of robust fault detection considering process/measurement noises and parametric uncertainties is addressed using a consistency-based state estimation test. A set-membership state estimator based on propagating the uncertainty using zonotopes is proposed as means to check the consistency between model and measurements. Modeling uncertainty is represented by bounding model parameters in intervals. Process and measurement noise are also considered unknown but bounded. Finally, an example based on a linearised model of a flight control system is proposed to validate the proposed approach.
Keywords :
aerospace control; fault diagnosis; linearisation techniques; measurement errors; measurement uncertainty; set theory; state estimation; consistency checking; consistency-based state estimation test; linearised flight control system model; measurement noise; model parameters; parametric uncertainties; process noise; robust fault detection; set-membership state estimator; uncertainty modeling; unknown-bounded noise uncertainty; unknown-bounded parametric uncertainty; zonotopes; Fault detection; Mathematical model; Noise; Robustness; Uncertainty; Vectors; Xenon;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (ECC), 2007 European
Conference_Location :
Kos
Print_ISBN :
978-3-9524173-8-6
Type :
conf
Filename :
7068590
Link To Document :
بازگشت