Set-membership filtering approach for fault detection of systems with unknown-but-bounded noises

In this paper, a fault detection problem is considered for a class of systems with unknown-but-bounded noises by a set-membership filtering approach. The measurement and the process noises are both considered as unknown-but-bounded. Two ellipsoidal sets, which are one-step-ahead prediction ellipsoid and estimation ellipsoid, are proposed for the state estimation. The fault signal is detected by intersecting the two ellipsoids to check whether the intersection set is empty or not. Recursive algorithms for calculating the two ellipsoids and for detecting whether the fault occurs in the system are developed. Simulation results are provided to illustrate the effectiveness of the proposed method.

[1]  J. Xiong Set-membership state estimation and application on fault detection , 2013 .

[2]  P. Khargonekar,et al.  State-space solutions to standard H/sub 2/ and H/sub infinity / control problems , 1989 .

[3]  J. Gertler Fault detection and isolation using parity relations , 1997 .

[4]  José A. De Doná,et al.  Reference governor design for tracking problems with fault detection guarantees , 2012 .

[5]  Rolf Isermann,et al.  Supervision, fault-detection and fault-diagnosis methods — An introduction , 1997 .

[6]  Fuwen Yang,et al.  Set-membership filtering for systems with sensor saturation , 2009, Autom..

[7]  Qing-Long Han,et al.  H∞ control of LPV systems with randomly multi-step sensor delays , 2014 .

[8]  Fuwen Yang,et al.  A novel islanding fault detection for distributed generation systems , 2014 .

[9]  Vicenç Puig Cayuela Robust FDI/FTC using Set-membership Methods and Application to Real Case Studies , 2009 .

[10]  José A. De Doná,et al.  Fault Tolerant Control Allowing Sensor Healthy-to-Faulty and Faulty-to-Healthy Transitions , 2012, IEEE Transactions on Automatic Control.

[11]  M. A. Athans,et al.  The role and use of the stochastic linear-quadratic-Gaussian problem in control system design , 1971 .

[12]  D. Meizel,et al.  Set-membership non-linear observers with application to vehicle localisation , 2001, 2001 European Control Conference (ECC).

[13]  Hidenori Kimura State-Space Solutions to H∞ Control Problems , 1997 .

[14]  Huijun Gao,et al.  Fault Detection for Markovian Jump Systems With Sensor Saturations and Randomly Varying Nonlinearities , 2012, IEEE Transactions on Circuits and Systems I: Regular Papers.

[15]  Fuwen Yang,et al.  Set-Membership Fuzzy Filtering for Nonlinear Discrete-Time Systems , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[16]  David Q. Mayne,et al.  Constrained state estimation for nonlinear discrete-time systems: stability and moving horizon approximations , 2003, IEEE Trans. Autom. Control..

[17]  F. Schweppe Recursive state estimation: Unknown but bounded errors and system inputs , 1967 .

[18]  R. Patton,et al.  Analysis of the technique of robust eigenstructure assignment with application to aircraft control , 1988 .

[19]  J. Flaus,et al.  Fault Detection Based on Uncertain Models with Bounded Parameters and Bounded Parameter Variations , 2008 .

[20]  Giuseppe Carlo Calafiore,et al.  Robust filtering for discrete-time systems with bounded noise and parametric uncertainty , 2001, IEEE Trans. Autom. Control..

[21]  Fuwen Yang,et al.  Set-Membership Filtering for Discrete-Time Systems With Nonlinear Equality Constraints , 2009, IEEE Transactions on Automatic Control.

[22]  Willem L. De Koning,et al.  Optimal reduced-order compensation of time-varying discrete-time systems with deterministic and white parameters , 1999, Autom..

[23]  C. Durieu,et al.  Fault detection of an induction motor by set-membership filtering and Kalman filtering , 1999, 1999 European Control Conference (ECC).