Title :
How to ensure existence and convergence of the discrete-time finite-horizon H∞ filter
Author :
Bolzern, P. ; Colaneri, P. ; De Nicolao, G.
Author_Institution :
Dipt. di Elettron. e Inf., Politec. di Milano, Milan, Italy
Abstract :
It is known that the discrete-time H∞ finite-horizon filter exists provided that the solution of a suitable H∞ Difference Riccati Equation (DRE) exists and satisfies a "feasibility" condition. In the paper, sufficient conditions ensuring feasibility and convergence to the steady-state stabilizing solution are derived. In particular, convergence can be guaranteed if the initial condition of the DRE is not much greater than the stabilizing solution. For a fixed value of the attenuation level γ, the finite-horizon H∞-filter may fail to converge to the steady-state stabilizing filter. Hence, a strategy employing a time varying attenuation level γ(t) is worked out so as to ensure both feasibility and convergence to the desired steady-state filter.
Keywords :
H∞ filters; Riccati equations; convergence; difference equations; discrete time filters; stability; time-varying systems; H∞ DRE; H∞ difference Riccati equation; discrete-time finite-horizon H∞ filter convergence; feasibility condition; steady-state stabilizing solution; sufficient conditions; time varying attenuation level; Attenuation; Convergence; Kalman filters; Riccati equations; Steady-state; Sufficient conditions; H∞/L1; Observers; Robust control;
Conference_Titel :
Control Conference (ECC), 1997 European
Conference_Location :
Brussels
Print_ISBN :
978-3-9524269-0-6