DocumentCode :
294842
Title :
Effect of model mismatch on polynomial envelope and phase modeling of nonstationary sinusoids
Author :
Ramalingam, C.S. ; Kumaresan, R.
Author_Institution :
Dept. of Electr. Eng., Rhode Island Univ., Kingston, RI, USA
Volume :
3
fYear :
1995
fDate :
9-12 May 1995
Firstpage :
1780
Abstract :
In this paper we examine the effect of model mismatch when modeling a signal consisting of multiple non-stationary sinusoids. The envelopes and frequencies of the components were modeled as polynomials of low order over short intervals of time and the coefficients estimated using the least-squares error criterion. If the block length and model orders are not properly chosen, unacceptable errors occurred in the estimated frequency tracks. The errors tended to increase as the number of components increased. Using the simpler constant envelope, constant frequency sinewave model for short, heavily overlapping blocks and smoothing the resulting frequency tracks gave surprisingly good results when analyzing a long duration multicomponent signal. We conclude that the more complex polynomial model may not always yield the expected increase in accuracy in signal modeling
Keywords :
frequency estimation; least squares approximations; phase estimation; polynomials; signal processing; block length; constant frequency sinewave model; estimated frequency tracks; least-squares error criterion; long duration multicomponent signal; model mismatch; nonstationary sinusoids; phase modeling; polynomial envelope modeling; signal modeling; smoothing; Chirp; Computational Intelligence Society; Contracts; Delay; Discrete Fourier transforms; Frequency estimation; Phase locked loops; Polynomials; Signal analysis; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
ISSN :
1520-6149
Print_ISBN :
0-7803-2431-5
Type :
conf
DOI :
10.1109/ICASSP.1995.480081
Filename :
480081
Link To Document :
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