Title :
Asymptotic behaviour of the singular values for the truncated Hilbert transform
Author :
Al-Aifari, Reema ; Defrise, Michel ; Katsevich, Alexander
Author_Institution :
Dept. of Math., Vrije Univ. Brussel, Brussels, Belgium
fDate :
Oct. 27 2013-Nov. 2 2013
Abstract :
We present new results on the singular value decomposition (SVD) of the truncated Hilbert transform (THT). The THT problem consists in recovering a function f(x) with support on an interval [a2, a4] from the knowledge of its Hilbert transform over an interval [a1, a3] which overlaps with the support of f, i.e. a1 <; a2 <; a3 <; a4. This problem has applications in 2D and 3D tomography for the reconstruction of a region of interest using the differential back-projection. Recent work by Al-Aifari and Katsevich demonstrates that the spectrum of the singular values of the THT has two accumulation points in 0 and in 1. For the interior problem, Katsevich and Tovbis have given a characterization of the asymptotic behaviour of the singular values. Building on these results, we derive here the asymptotic behaviour of the singular values of the THT close to 1 and close to 0, and show that the two limits are connected by a simple coordinate transformation. A comparison with the SVD of a discretized version of the problem shows that the asymptotic expressions for the singular values and singular functions are already accurate for small indices.
Keywords :
Hilbert transforms; singular value decomposition; 2D tomography; 3D tomography; SVD; THT problem; asymptotic behaviour; coordinate transformation; differential backprojection; discretized version; region of interest; singular functions; singular value decomposition; truncated Hilbert transform; Approximation methods; Computed tomography; Eigenvalues and eigenfunctions; Image reconstruction; Inverse problems; Transforms;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2013 IEEE
Conference_Location :
Seoul
Print_ISBN :
978-1-4799-0533-1
DOI :
10.1109/NSSMIC.2013.6829222