VARIANCE OF LEAST-SQUARES ESTIMATORS FOR A DAMPED SINUSOIDAL PROCESS

Authors
Citation
Yx. Yao et Sm. Pandit, VARIANCE OF LEAST-SQUARES ESTIMATORS FOR A DAMPED SINUSOIDAL PROCESS, IEEE transactions on signal processing, 42(11), 1994, pp. 3016-3025
Citations number
10
Categorie Soggetti
Acoustics
ISSN journal
1053587X
Volume
42
Issue
11
Year of publication
1994
Pages
3016 - 3025
Database
ISI
SICI code
1053-587X(1994)42:11<3016:VOLEFA>2.0.ZU;2-8
Abstract
In this paper, the variance of least squares estimators for the parame ter estimation of a damped sinusoidal process is analyzed, based on fi rst-order perturbation. Analytical expressions for the variances of th e frequency, damping factor, amplitude, and phase estimators are deriv ed. Explicit expressions are given for both damped and undamped single -made cases. The effect of mode separation on the accuracy is investig ated through the two-mode case. The dependence of the variances on num ber of data points, model order, signal-to-noise ratio, and mode separ ation is investigated, both analytically and numerically, for practica l applications. Extensive Monte Carlo simulation results are given to verify, enhance, and illustrate the analytical expressions.