Title :
A globally convergent frequency estimator
Author :
Hsu, Liu ; Ortega, Romeo ; Damm, Gilney
Author_Institution :
Dept. of Electr. Eng., Univ. Fed. do Rio de Janeiro, Brazil
Abstract :
Online estimation of the frequency of a sinusoidal signal is a classical problem in systems theory that has many practical applications. In this paper we provide a solution to the long-standing fundamental open problem of ensuring a globally convergent estimation. More specifically, we propose a new adaptive notch filter whose dynamic equations exhibit the following remarkable features: (i) all signals are globally bounded and the estimated frequency is asymptotically correct for all initial conditions and all frequency values; (ii) we obtain a simple tuning procedure for the estimator design parameters, which trades-off the adaptation tracking capabilities with noise sensitivity, ensuring (exponential) stability of the desired orbit; (iii) transient performance is considerably enhanced, even for small and large frequencies, as witnessed by extensive simulations. To reveal some of the stability-instability mechanisms of the existing algorithms and motivate our modifications we make appeal to a novel nonlinear (state-dependent) time scaling. The main advantage of working in the new time scale is that we remove the coupling,between the parameter update law and the filter itself, decomposing the system into a feedback form where the required modifications to ensure stability become apparent
Keywords :
adaptive filters; convergence; frequency estimation; notch filters; signal processing; adaptation tracking capabilities; adaptive notch filter; dynamic equations; exponential stability; globally convergent estimation; globally convergent frequency estimator; noise sensitivity; nonlinear state-dependent time scaling; sinusoidal signal; stability-instability mechanisms; tuning procedure; Adaptive filters; Amplitude estimation; Asymptotic stability; Equations; Feedback; Frequency estimation; Magnetic noise; Parameter estimation; Signal design; Tuning;
Conference_Titel :
Control of Oscillations and Chaos, 1997. Proceedings., 1997 1st International Conference
Conference_Location :
St. Petersburg
Print_ISBN :
0-7803-4247-X
DOI :
10.1109/COC.1997.631337