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
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;
Conference_Titel :
Control Conference (ECC), 2007 European
Conference_Location :
Kos
Print_ISBN :
978-3-9524173-8-6