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