Title :
Harmonics in Gaussian multiplicative and additive noise: Cramer-Rao bounds
Author :
Zhou, Guotong ; Giannakis, Georgios B.
Author_Institution :
Dept. of Electr. Eng., Virginia Univ., Charlottesville, VA, USA
fDate :
5/1/1995 12:00:00 AM
Abstract :
The concern here is retrieval of single and multiple tone harmonics observed in white Gaussian multiplicative and additive noise. Computable Cramer-Rao bound (CRB) expressions are derived on the frequency and phase estimates as well as on the sample mean or variance of the multiplicative noise processes. The zero- and nonzero-mean multiplicative noise cases are addressed separately and are shown to yield distinct CRBs on the frequency and phase estimates. Tight lower and upper bounds on the CRBs themselves are developed, which, relative to the CRBs, are intuitively more appealing and easier to implement. Well-established formulas on the achievable accuracy for estimates of constant amplitude harmonics turn put to be special cases of our results. Numerical studies support our claims
Keywords :
Gaussian noise; frequency estimation; harmonics; phase estimation; signal processing; white noise; CRB; Cramer-Rao bounds; constant amplitude harmonics; frequency estimates; harmonics retrieval; lower bounds; multiple tone harmonics; multiplicative noise processes; nonzero-mean multiplicative noise; phase estimates; sample mean; single tone harmonics; upper bounds; variance; white Gaussian additive noise; white Gaussian multiplicative noise; zero-mean multiplicative noise; Additive noise; Amplitude estimation; Amplitude modulation; Frequency estimation; Noise level; Phase estimation; Phase noise; Signal to noise ratio; Upper bound; Yield estimation;
Journal_Title :
Signal Processing, IEEE Transactions on