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
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.