On the parameterization and design of an extended Kalman filter frequency tracker

Citation
S. Bittanti et Sm. Savaresi, On the parameterization and design of an extended Kalman filter frequency tracker, IEEE AUTO C, 45(9), 2000, pp. 1718-1724
Citations number
15
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN journal
00189286 → ACNP
Volume
45
Issue
9
Year of publication
2000
Pages
1718 - 1724
Database
ISI
SICI code
0018-9286(200009)45:9<1718:OTPADO>2.0.ZU;2-B
Abstract
In this paper, the problem of estimating the frequency of a harmonic signal embedded in broad-band noise is considered. The paper focuses on the exten ded Kalman Filter frequency tracker which is the application of the extende d Kalman filter (EKF) framework to the frequency estimation problem. The EK F frequency tracker recently proposed in the literature is characterized by a vector of three design parameters {q, r, epsilon}, whose role and tuning is still a controversial and unclear issue. In this paper it is shown that a wise parameterization of the extended Kalman frequency tracker is charac terized by just one parameter: as a matter of fact epsilon must be set to z ero to achieve the basic property of unbiasedness in a noise-free setting; moreover, the performances of the tracker are not influenced independently by q and r; what really matters is the ratio lambda = r/q only, The propose d simplification of the extended Kalman biter frequency tracker allows an e asier and more transparent tuning of its tracking behavior.