Title :
Performance analysis of some cumulant-based estimators: harmonics in noise
Author :
Swami, Ananthram
Author_Institution :
CS3, Los Angeles, CA, USA
Abstract :
We consider the problem of estimating the parameters of harmonics (with non-random parameters) observed in zero mean (colored/white, Gaussian/non-Gaussian) stationary mixing noise. A new fourth-order moment based non-parametric estimator is introduced, and it is shown that this estimator is superior to the conventional second-order estimator at all SNR´s. The variance of the frequency estimator is shown to converge as 1/T3; for the harmonic with frequency ω 0, and amplitude A0, the peak amplitude of the normalized fourth-order spectrum is shown to be α(ω0 )(|A0|2/2συ2 +1)2 where α(ω0) is the local SNR, and συ2 is the noise variance
Keywords :
Gaussian noise; frequency estimation; harmonic analysis; higher order statistics; nonparametric statistics; signal processing; white noise; Gaussian noise; colored noise; cumulant-based estimators; fourth-order moment based nonparametric estimator; frequency estimator; harmonics; local SNR; noise variance; nonGaussian noise; nonrandom parameters; parameter estimation; performance analysis; second-order estimator; white noise; zero mean stationary mixing noise; Additive noise; Amplitude estimation; Colored noise; Frequency estimation; Gaussian noise; Noise level; Parameter estimation; Performance analysis; Signal to noise ratio; White noise;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389787