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 :
بازگشت