DocumentCode :
455150
Title :
Optimal Interpolation of Fractional Brownian Motion Given Its Noisy Samples
Author :
Blu, Thierry ; Unser, Michael
Author_Institution :
Bio medical Imaging Group, Swiss Fed. Inst. of Technol. Lausanne
Volume :
3
fYear :
2006
fDate :
14-19 May 2006
Abstract :
We consider the problem of estimating a fractional Brownian motion known only from its noisy samples at the integers. We show that the optimal estimator can be expressed using a digital Wiener-like filter followed by a simple time-variant correction accounting for nonstationarity. Moreover, we prove that this estimate lives in a symmetric fractional spline space and give a practical implementation for optimal upsampling of noisy fBm samples by integer factors
Keywords :
Brownian motion; Wiener filters; digital filters; interpolation; signal sampling; splines (mathematics); digital Wiener-like filter; fractional Brownian motion; noisy samples; optimal interpolation; symmetric fractional spline space; time-variant correction; 1f noise; Autocorrelation; Biomedical imaging; Brownian motion; Digital filters; Gaussian processes; Interpolation; Motion estimation; Spline; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
ISSN :
1520-6149
Print_ISBN :
1-4244-0469-X
Type :
conf
DOI :
10.1109/ICASSP.2006.1660790
Filename :
1660790
Link To Document :
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