Observer-estimators for discrete-time systems

The theory of observer-estimators for linear discrete-time systems is described. Both deterministic and stochastic cases are considered; in particular, the case that some observations are noise free while others are noisy is considered. Asymptotic properties for both time-varying and time-invariant systems are analyzed and the influence of observability and detectability assumptions is considered. The results unify approaches to deterministic and stochastic state estimation problems for linear discrete-time systems. Optimal filtering in the presence of colored noise is considered as a special case.

[1]  R. Mehra On the identification of variances and adaptive Kalman filtering , 1970 .

[2]  H. Sorenson On the error behavior in linear minimum variance estimation problems , 1967, IEEE Transactions on Automatic Control.

[3]  M. Aoki,et al.  Estimation of the state vector of a linear stochastic system with a constrained estimator , 1967, IEEE Transactions on Automatic Control.

[4]  Michael Athans,et al.  Observer Theory for Continuous-Time Linear Systems , 1973, Inf. Control..

[5]  Brian D. O. Anderson,et al.  A note on bounds on solutions of the Riccati equation , 1972 .

[6]  E. Tse,et al.  A direct derivation of the optimal linear filter using the maximum principle , 1967, IEEE Transactions on Automatic Control.

[7]  Edison Tse Observer-estimator theory for discrete-time linear systems , 1972 .

[8]  L. Silverman,et al.  Structure and stability of discrete-time optimal systems , 1971 .

[9]  D. Luenberger Observers for multivariable systems , 1966 .

[10]  L. Silverman,et al.  Correlated noise filtering and invariant directions for the Riccati equation , 1970 .

[11]  W. Wonham On pole assignment in multi-input controllable linear systems , 1967 .

[12]  D. Luenberger Observing the State of a Linear System , 1964, IEEE Transactions on Military Electronics.

[13]  R. E. Kalman,et al.  A New Approach to Linear Filtering and Prediction Problems , 2002 .

[14]  Sanjoy K. Mitter,et al.  A Theory of Modal Control , 1968, Inf. Control..

[15]  A. Bryson,et al.  Linear filtering for time-varying systems using measurements containing colored noise , 1965 .

[16]  J. Deyst,et al.  Conditions for asymptotic stability of the discrete minimum-variance linear estimator , 1968 .

[17]  D. Youla,et al.  On observers in multi-variable control systems† , 1968 .

[18]  G. Johnson On a deterministic theory of estimation and control , 1969 .

[19]  W. Wonham On a Matrix Riccati Equation of Stochastic Control , 1968 .

[20]  E. Tse,et al.  Optimal minimal-order observer-estimators for discrete linear time-varying systems , 1970 .