Title :
Singular value analysis for Magnetic Particle Imaging
Author :
Knopp, Tobias ; Biederer, Sven ; Sattel, Timo ; Buzug, Thorsten M.
Author_Institution :
Institute of Medical Engineering, University of Lÿbeck, Germany
Abstract :
Magnetic Particle Imaging (MPI) is a new imaging modality that allows to detect magnetizable nanoparticles. Recently, resolution and sensitivity of this method was investigated in a simulation study. Since the reconstruction problem in MPI is presumably ill-posed, Tikhonov regularization was applied to achieve optimal imaging quality for a certain set of acquisition parameters. The purpose of this work is to analyze the conditioning of the reconstruction problem in MPI by singular value decomposition. Considering the singular values, the ill-posedness of the reconstruction can be shown. For computing the optimal regularization parameter automatically, an algorithm is applied that exploits the L-curve.
Keywords :
High-resolution imaging; Image analysis; Image reconstruction; Magnetic analysis; Magnetic fields; Magnetic particles; Magnetization; Nanoparticles; Singular value decomposition; Spatial resolution;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2008. NSS '08. IEEE
Conference_Location :
Dresden, Germany
Print_ISBN :
978-1-4244-2714-7
Electronic_ISBN :
1095-7863
DOI :
10.1109/NSSMIC.2008.4774296