Title :
A family of real single-tone frequency estimators using higher-order sample covariance lags
Author :
Elasmi-Ksibi, Rim ; Lopez-Valcarce, Roberto ; Besbes, Hichem ; Cherif, Sofiane
Author_Institution :
Unite de Rech. TECHTRA, Sup´Com, Ariana, Tunisia
Abstract :
In this paper, the problem of frequency estimation of a single sinusoid immersed in white noise is addressed. Inspired by the Pisarenko Harmonic Decomposer (PHD) estimator, which makes use of the sample covariance of the observations with lags 1 and 2, we propose a family of estimators using higher lags p and 2p of the sample covariance. The proposed estimator outperforms the PHD, except for frequencies close to the edges kπ/p. As a means to sidestep this problem, two different estimators with different lags can be appropriately combined. A statistical analysis of the proposed method in terms of the Mean Square Error of the frequency estimate is presented. Computer simulations are included to validate the theoretical analysis of the novel estimator and to compare its performance to that of PHD and to the Cramer-Rao Lower Bound.
Keywords :
covariance analysis; frequency estimation; higher order statistics; mean square error methods; signal denoising; signal sampling; white noise; Cramer-Rao lower bound; PHD estimator; Pisarenko harmonic decomposer estimator; frequency estimation problem; higher-order sample covariance lags; mean square error estimation; single-tone frequency estimator; statistical analysis; white noise; Europe; Frequency estimation; Maximum likelihood estimation; Mean square error methods; Signal to noise ratio; White noise;
Conference_Titel :
Signal Processing Conference, 2008 16th European
Conference_Location :
Lausanne