DocumentCode
3077864
Title
Multitaper estimation over multiresolution subspaces
Author
Erdol, Nurgun ; Kaskarovska, Violeta Skoro ; Tourinho, Renata
Author_Institution
Florida Atlantic Univ., FL
fYear
2004
fDate
Sept. 29 2004-Oct. 1 2004
Firstpage
253
Lastpage
262
Abstract
We apply the multitaper spectral estimation method over multiresolution subspaces to analyze nonstationary data. We define a measure of stationarity continuous between 0 and 1 and use it to show that multiresolution subspace projections of a process rank closer to being stationary than the original process. Our measure is based on the ratio of the energy of the power spectral density S(f, upsi) in the neighborhood of the f = - upsiline to the total energy as a measure to "stationarize" a process. We show that the increase in stationarity is a function of the wavelet transformation, or restriction of the process to a multiresolution subspace, rather than the process itself. We show results of the application to acoustic signals generated by an airplane in the landing process
Keywords
acoustic signal processing; spectral analysis; wavelet transforms; acoustic signals; multiresolution subspace projections; multitaper spectral estimation method; nonstationary data; power spectral density; wavelet transformation; Acoustic applications; Acoustic measurements; Data analysis; Density measurement; Energy measurement; Energy resolution; Power measurement; Signal generators; Signal processing; Signal resolution;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning for Signal Processing, 2004. Proceedings of the 2004 14th IEEE Signal Processing Society Workshop
Conference_Location
Sao Luis
ISSN
1551-2541
Print_ISBN
0-7803-8608-4
Type
conf
DOI
10.1109/MLSP.2004.1422981
Filename
1422981
Link To Document