Title :
A Robust FIR Filter for Linear Discrete-Time State–Space Signal Models With Uncertainties
Author :
Quan, Zhonghua ; Han, Soohee ; Kwon, Wook Hyun
Author_Institution :
Seoul Nat. Univ., Seoul
Abstract :
This letter proposes a robust finite impulse response (FIR) filter for a class of linear discrete-time systems with quadratic bounded uncertainties. A set of all reachable current states under uncertainties is obtained from inputs and outputs measured on a recent finite time interval, which is represented in an ellipsoidal form. To minimize the maximum estimation error due to uncertainties, the center of the ellipsoid is chosen as an estimated state and the corresponding estimation error is obtained from the major axis of the ellipsoid. It is shown by simulation that the proposed robust FIR filter has a more robust performance than both robust infinite impulse response (IIR) filters and nominal FIR filters.
Keywords :
FIR filters; discrete time systems; linear systems; maximum likelihood estimation; ellipsoid center; ellipsoidal form; finite impulse response filter; finite time interval; linear discrete-time state-space signal models; maximum estimation error; quadratic bounded uncertainties; reachable current states; robust FIR filter; Current measurement; Ellipsoids; Estimation error; Finite impulse response filter; IIR filters; Nonlinear filters; Robustness; State estimation; Time measurement; Uncertainty; Estimation; finite impulse response (FIR) filter; robustness; uncertain system;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2007.891839