Title :
On linear prediction models constrained to have unit-modulus poles and their use for sinusoidal frequency estimation
Author :
Stoica, Petre ; Nehorai, Arye
Author_Institution :
Dept. of Autom. Control, Polytech. Inst. of Bucharest, Romania
fDate :
6/1/1988 12:00:00 AM
Abstract :
Linear prediction models with their poles restricted to the unit circle can be efficiently determined by using the Levinson or the split-Levinson algorithm. A simple proof of this property is presented. The prime application of linear prediction models constrained to have unit-modulus poles is the estimation of sinusoidal frequencies. The consistency properties of the corresponding frequency estimates are analyzed. It is shown that in the presence of noise, the estimates are inconsistent; an explicit expression for the asymptotic bias is provided
Keywords :
estimation theory; filtering and prediction theory; poles and zeros; Levinson algorithm; asymptotic bias; linear prediction models; sinusoidal frequency estimation; split-Levinson algorithm; unit circle; unit-modulus poles; Delay; Equations; Frequency estimation; Frequency measurement; Noise measurement; Noise reduction; Poles and zeros; Predictive models; Q measurement; Vectors;
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on