Title :
An explicit method for the magnetoencephalography inverse problem based on data continuation
Author :
Nara, Takaaki ; Sato, Haruhiko ; Amano, Kaoru ; Takeda, Tsunehiro
Author_Institution :
Dept. of Mech. Eng. & Intell. Syst., Univ. of Electro-Commun., Chofu, Japan
Abstract :
We have proposed a direct method for magnetoencephalography inverse problem in which the number, positions, and moments of the equivalent current dipoles (ECDs) are reconstructed algebraically. Although it can provide a good initial solution for the optimization-based iterative algorithms, the problem is that it requires the data on a closed surface which encloses the source. In this paper, we use the data continuation method proposed by Popov where the magnetic field at the missing sensor positions is extrapolated from the measured MEG data by solving linear boundary integral equations. After the data on a closed surface is obtained, ECDs are reconstructed using the direct method. The proposed method is verified with numerical simulations and PHANTOM experiments.
Keywords :
boundary integral equations; inverse problems; iterative methods; magnetoencephalography; medical signal processing; optimisation; phantoms; signal reconstruction; Popov model; data continuation method; equivalent current dipole reconstruction; explicit method; linear boundary integral equations; magnetic fields; magnetoencephalography inverse problem; numerical simulations; optimization-based iterative algorithms; phantom; sensor positions; Educational institutions; Equations; Integral equations; Inverse problems; Magnetoencephalography; Mathematical model; Vectors; data continuation; direct method; inverse problem; magnetoencephalography;
Conference_Titel :
SICE Annual Conference (SICE), 2012 Proceedings of
Conference_Location :
Akita
Print_ISBN :
978-1-4673-2259-1