Title :
Dipole Source Localization in Magnetocardiography
Author :
Jiang, Shiqin ; Chi, Ming ; Zhang, Lei ; Luo, Ming ; Wang, Lemin
Author_Institution :
Tongji Univ., Shanghai
Abstract :
Dipole source localization (DSL) is complicated as it involves solving electromagnetic inverse problems in Magnetocardiography (MCG). The accuracy of the inverse solutions depends upon the adequacy of the forward model and the DSL algorithm used. We have developed two simplified models based on double magnetic dipoles source and a single current dipole source respectively. In this paper, the inverse solutions of DSL using Levenberg-Marquart (LM) algorithm and Nelder-Mead algorithm (NM) were discussed. Numeral simulations were performed using the MCG data generated from two different graphical models, which were reconstructed in terms of the parameter character of the real MCG measurements. An analysis of the average localization error in the ST-T segment at different noise levels and with different initial values was given. Our results indicated that the NM algorithm for both models works effectively in the case of initial values having 10% random noise. Furthermore, the localization accuracy less than 1 mm has been achieved in our research.
Keywords :
inverse problems; magnetic moments; magnetocardiography; Levenberg-Marquart algorithm; MCG; Nelder-Mead algorithm; dipole source localization; electromagnetic inverse problems; magnetic dipoles source; magnetocardiography; noise levels; single current dipole source; Biological system modeling; Current measurement; DSL; Graphical models; Humans; Integrated circuit modeling; Inverse problems; Magnetic field measurement; Magnetic resonance imaging; Noise level;
Conference_Titel :
Noninvasive Functional Source Imaging of the Brain and Heart and the International Conference on Functional Biomedical Imaging, 2007. NFSI-ICFBI 2007. Joint Meeting of the 6th International Symposium on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4244-0949-5
Electronic_ISBN :
978-1-4244-0949-5
DOI :
10.1109/NFSI-ICFBI.2007.4387764