Title :
On the relative performance of the Kalman and Wiener filters
Author :
Singer, R.A. ; Frost, Paul A.
Author_Institution :
Huhges Aircraft Co., Fullerton, CA, USA
fDate :
8/1/1969 12:00:00 AM
Abstract :
Upper and lower bounds on the error covariance matrices of the Kalman and Wiener filters for linear finite state time-invariant system are derived. These bounds yield a measure of the relative estimation accuracy of these filters and provide a practical tool for determining when the implementational complexity of a Kalman filter can be justified. The calculation of these bounds requires little more than the determination of the corresponding Wiener filter.
Keywords :
Kalman filtering; Linear systems, time-invariant continuous-time; Wiener filtering; Covariance matrix; Differential equations; Eigenvalues and eigenfunctions; Filtering; Kalman filters; Riccati equations; State-space methods; Statistical distributions; White noise; Wiener filter;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.1969.1099197