Title :
Pseudo-state approach to observer based optimal discrete-time estimation
Author_Institution :
Ind. Control Centre, Strathclyde Univ., Glasgow, UK
fDate :
6/1/2000 12:00:00 AM
Abstract :
A frequency-domain-based solution of the optimal linear estimation problem is obtained using a polynomial system representation. The H2 optimal filter can be realized using an observer based structure estimating pseudo-state variables that are fed back through a dynamic gain control block. There are normally fewer pseudo-states than the total order of the system. The dynamic gain for the model based observer is computed from diophantine equations and the observer provides both pseudo state and output estimates. The approach can deal with improper plant transfers and singular measurements
Keywords :
H∞ optimisation; discrete time systems; feedback; filtering theory; frequency-domain analysis; observers; polynomials; H2 optimal filter; diophantine equations; dynamic gain control block; feedback; frequency-domain-based solution; improper plant transfers; observer-based optimal discrete-time estimation; observer-based structure; optimal linear estimation problem; polynomial system representation; pseudo-state approach; pseudo-state variable estimation; singular measurements; Delay; Equations; Filtering; Frequency estimation; Gain control; Kalman filters; Nonlinear filters; Observers; Polynomials; Vectors;
Journal_Title :
Automatic Control, IEEE Transactions on