DocumentCode :
2115283
Title :
Nonstationary spectrum estimation and time-frequency concentration
Author :
Pitton, James W.
Author_Institution :
MathSoft, Seattle, WA, USA
Volume :
4
fYear :
1998
fDate :
12-15 May 1998
Firstpage :
2425
Abstract :
This paper extends Thomson´s (1982) multitaper spectrum estimation method to nonstationary signals. The method uses a newly-derived set of basis functions which generalize the concentration properties of the prolate spheroidal waveforms to the time-frequency case. We solve for the basis which diagonalizes the nonstationary spectrum generating operator over a finite region of the time-frequency plane. These eigenfunctions are maximally concentrated to and orthogonal over the specified time-frequency region, and are thus doubly orthogonal. Individual spectrograms computed with these eigenfunctions form direct time-frequency spectrum estimates. We next present a multitaper time-frequency spectrum estimation procedure using these time-frequency eigenestimates. Bias and variance expressions are derived, allowing for a statistical characterization of the accuracy of the estimate. The time-frequency concentration property of the basis functions yields an estimator with excellent bias properties, while the variance of the estimate is reduced through the use of multiple orthogonal windows
Keywords :
Fourier transforms; eigenvalues and eigenfunctions; integral equations; mathematical operators; parameter estimation; signal resolution; spectral analysis; statistical analysis; time-frequency analysis; basis functions; concentration properties; doubly orthogonal eigenfunctions; estimation accuracy; integral equations; local least squares solution; multiple orthogonal windows; multitaper time-frequency spectrum estimation; nonstationary signals; nonstationary spectrum estimation; nonstationary spectrum generating operator; prolate spheroidal waveforms; short-time Fourier transforms; spectrograms; statistical characterization; time-frequency concentration; time-frequency eigenestimates; time-frequency spectrum estimates; variance; Constraint optimization; Deconvolution; Eigenvalues and eigenfunctions; Fourier transforms; Frequency estimation; Signal generators; Spectral analysis; Spectrogram; Time frequency analysis; Yield estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
ISSN :
1520-6149
Print_ISBN :
0-7803-4428-6
Type :
conf
DOI :
10.1109/ICASSP.1998.681640
Filename :
681640
Link To Document :
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