DocumentCode :
1714046
Title :
Time-frequency spectrum estimation: an adaptive multitaper method
Author :
Pitton, James W.
Author_Institution :
MathSoft, Seattle, WA, USA
fYear :
1998
Firstpage :
665
Lastpage :
668
Abstract :
This paper extends Thomson´s (1982) adaptive multitaper spectrum estimation method to the nonstationary case. The general approach and the nonadaptive estimation procedure were first presented by Pitton (1998). The method uses time-frequency concentrated basis functions which generalize the properties of the prolate spheroidal waveforms. Individual spectrograms computed with these eigenfunctions form direct time-frequency spectrum estimates, and are combined to form the multitaper time-frequency spectrum estimate. We then develop a new adaptive procedure which reduces the bias of the individual eigenestimates using an estimate of their leakage characteristics. The revised multitaper estimator then has correspondingly improved bias properties. An expression for the variance of the adaptive estimator is also derived, providing a complete characterization of the statistical time-frequency estimator
Keywords :
adaptive estimation; adaptive signal processing; eigenvalues and eigenfunctions; parameter estimation; signal representation; spectral analysis; statistical analysis; time-frequency analysis; adaptive multitaper method; bias properties; eigenfunctions; leakage characteristics; multitaper time-frequency spectrum estimate; nonstationary case; prolate spheroidal waveforms; spectrograms; statistical time-frequency estimator; time-frequency concentrated basis functions; time-frequency spectrum estimation; variance; Eigenvalues and eigenfunctions; Energy resolution; Fourier transforms; Integral equations; Signal processing; Signal resolution; Spectral analysis; Spectrogram; Testing; Time frequency analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Time-Frequency and Time-Scale Analysis, 1998. Proceedings of the IEEE-SP International Symposium on
Conference_Location :
Pittsburgh, PA
Print_ISBN :
0-7803-5073-1
Type :
conf
DOI :
10.1109/TFSA.1998.721512
Filename :
721512
Link To Document :
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