Title :
On matching correlation sequences by parametric spectral models
Author :
Makhoul, John ; Steinhardt, Allan O.
Author_Institution :
BBN Syst. & Technol. Corp., Cambridge, MA, USA
fDate :
1/1/1991 12:00:00 AM
Abstract :
The correlation matching property of all-pole models does not extend readily to pole-zero models. It is proved that, if the number of poles in a pole-zero model is strictly less than the number of given correlations, a pole-zero model that matches the given correlations may not exist, irrespective of the number of zeros in the model. It is also shown that if one adds a set of cepstral constraints, a maximum-entropy pole-zero model that matches the correlation and cepstral constraints may not exist. It is concluded that pole-zero modeling minimizing some error criterion might be preferable to exact constraint matching
Keywords :
correlation theory; parameter estimation; poles and zeros; spectral analysis; cepstral constraints; correlation matching property; maximum-entropy pole-zero model; parametric spectral models; pole-zero model; Autocorrelation; Cepstral analysis; Entropy; Parameter estimation; Poles and zeros; Signal processing algorithms;
Journal_Title :
Signal Processing, IEEE Transactions on