DocumentCode :
3481396
Title :
A complete family of scaling functions: the (α, τ)-fractional splines
Author :
Blu, Thierry ; Unser, Michael
Author_Institution :
Biomed. Imaging Group, Swiss Fed. Inst. of Technol., Lausanne, Switzerland
Volume :
6
fYear :
2003
fDate :
6-10 April 2003
Abstract :
We describe a new family of scaling functions, the (α, τ)-fractional splines, which generate valid multiresolution analyses. These functions are characterized by two real parameters: α, which controls the width of the scaling functions; and τ, which specifies their position with respect to the grid (shift parameter). This new family is complete in the sense that it is closed under convolutions and correlations. We give the explicit time and Fourier domain expressions of these fractional splines. We prove that the family is closed under generalized fractional differentiations, and, in particular, under the Hilbert transformation. We also show that the associated wavelets are able to whiten 1/fλ-type noise, by an adequate tuning of the spline parameters. A fast (and exact) FFT-based implementation of the fractional spline wavelet transform is already available. We show that fractional integration operators can be expressed as the composition of an analysis and a synthesis iterated filterbank.
Keywords :
1/f noise; Hilbert transforms; channel bank filters; convolution; correlation methods; fast Fourier transforms; signal resolution; splines (mathematics); time-domain analysis; wavelet transforms; white noise; 1/fλ-type noise; FFT-based implementation; Fourier domain expressions; Hilbert transformation; analysis iterated filterbank; convolutions; correlations; explicit time domain expressions; fractional integration operators; fractional spline wavelet transform; generalized fractional differentiations; scaling functions; shift parameter; spline parameters; synthesis iterated filterbank; tuning; valid multiresolution analyses; white noise; 1f noise; Biomedical imaging; Convolution; Filter bank; Fourier transforms; Gaussian processes; Image resolution; Spline; Wavelet transforms; Web server;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-7663-3
Type :
conf
DOI :
10.1109/ICASSP.2003.1201708
Filename :
1201708
Link To Document :
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