Title :
Performance of a minimum-support imaging method for biomagnetic source localization
Author :
Nagarajan, S.S. ; Portniaguine, O. ; Sekihara, K. ; Hwang, D. ; Johnson, C.
Author_Institution :
Dept. of Biomed. Eng., Utah Univ., Salt Lake City, UT, USA
Abstract :
Images of brain activation typically comprise of small patches of activation with large regions of non-activation. Such images can be considered as minimum support images, where non-zero values occupy only a small area. In this paper, we propose a new minimum support imaging method that solves the bioelectromagnetic inverse problem. We formulate the problem using Lead-fields under Tikhonov theory which replaces the original ill-posed inverse problem by a well-posed minimization of a Tikhonov parametric functional consisting of a sum of the misfit and stabilizer functions. The stabilizer function embeds apriori assumptions about brain activation, which we assume is minimum support. We illustrate the proposed method in simulations. Using realistic head and sensor geometry, we generate forward model MEG data for multiple-dipole sources. This simulated forward model data with additive noise was used to perform data inversion. Monte Carlo simulations indicate that the accuracy in localization of single dipoles is 2.1 mm for low noise conditions. While this performance is consistent with performance of conventional parametric dipole inversion, the minimum support method is capable of reconstructing multiple distributed sources.
Keywords :
Monte Carlo methods; biomedical imaging; magnetoencephalography; minimisation; Monte Carlo simulations; Tikhonov parametric functional; Tikhonov theory; bioelectromagnetic inverse problem; biomagnetic source localization; brain activation; data inversion; minimum-support imaging method; misfit function; multiple distributed sources reconstruction; single dipoles localization accuracy; stabilizer function; Biomagnetics; Biomedical imaging; Brain modeling; Cities and towns; Geophysical measurements; Inverse problems; Magnetic field measurement; Magnetic heads; Magnetic sensors; Sensor arrays;
Conference_Titel :
Engineering in Medicine and Biology, 2002. 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society EMBS/BMES Conference, 2002. Proceedings of the Second Joint
Print_ISBN :
0-7803-7612-9
DOI :
10.1109/IEMBS.2002.1053139