A note on Kalman filtering

Citation
Cm. Kwan et Fl. Lewis, A note on Kalman filtering, IEEE EDUCAT, 42(3), 1999, pp. 225-228
Citations number
3
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON EDUCATION
ISSN journal
00189359 → ACNP
Volume
42
Issue
3
Year of publication
1999
Pages
225 - 228
Database
ISI
SICI code
0018-9359(199908)42:3<225:ANOKF>2.0.ZU;2-8
Abstract
The purpose of this paper is to point out a confusing phenomenon in the tea ching of Kalman filtering. Students are often confused by noting that the a posteriori error covariance of the discrete Kalman filter (DKF) is smaller than the error covariance of the continuous Kalman filter (CKF), which wou ld mean that the DKF is better than CKF since it gives a smaller error cova riance. However, simulation results show that CKF gives estimates much clos er to the true states, We will provide a simple qualitative argument to exp lain this phenomenon.