TY - JOUR
T1 - EEG/MEG error bounds for a static dipole source with a realistic head model
AU - Muravchik, Carlos H.
AU - Nehorai, Arye
N1 - Funding Information:
Manuscript received May 19, 1999; revised November 6, 2000. This work was supported by the Air Force Office of Scientific Research under Grants F49620-97-1-0481 and F49620-99-1-0067, the National Science Foundation under Grant MIP-9615590, and the Office of Naval Research under Grant N00014-98-1-0542. C. H. Muravchik was also supported by CONICET, Comisión de Investigaciones Científicas de la Pcia. de Buenos Aires (CICPBA), and the Universidad Nacional de La Plata.The associate editor coordinating the review of this paper and approving it for publication was Dr. Joseph M. Francos.
PY - 2001/3
Y1 - 2001/3
N2 - We derive Crameŕ-Rao bounds (CRBs) on the errors of estimating the parameters (location and moment) of a static current dipole source using data from electro-encephalography (EEG), magneto-encephalography (MEG), or the combined EEG/MEG modality. We use a realistic head model based on knowledge of surfaces separating tissues of different conductivities obtained from magnetic resonance (MR) or computer tomography (CT) imaging systems. The electric potentials and magnetic field components at the respective sensors are functions of the source parameters through integral equations. These potentials and field are formulated for solving them by the boundary or the finite element method (BEM or FEM) with a weighted residuals technique. We present a unified framework for the measurements computed by these methods that enables the derivation of the bounds. The resulting bounds may be used, for instance, to choose the best configuration of the sensors for a given patient and region of expected source location. Numerical results are used to demonstrate an application for showing expected accuracies in estimating the source parameters as a function of its position in the brain, based on real EEG/MEG system and MR or CT images.
AB - We derive Crameŕ-Rao bounds (CRBs) on the errors of estimating the parameters (location and moment) of a static current dipole source using data from electro-encephalography (EEG), magneto-encephalography (MEG), or the combined EEG/MEG modality. We use a realistic head model based on knowledge of surfaces separating tissues of different conductivities obtained from magnetic resonance (MR) or computer tomography (CT) imaging systems. The electric potentials and magnetic field components at the respective sensors are functions of the source parameters through integral equations. These potentials and field are formulated for solving them by the boundary or the finite element method (BEM or FEM) with a weighted residuals technique. We present a unified framework for the measurements computed by these methods that enables the derivation of the bounds. The resulting bounds may be used, for instance, to choose the best configuration of the sensors for a given patient and region of expected source location. Numerical results are used to demonstrate an application for showing expected accuracies in estimating the source parameters as a function of its position in the brain, based on real EEG/MEG system and MR or CT images.
UR - https://www.scopus.com/pages/publications/0035266989
U2 - 10.1109/78.905859
DO - 10.1109/78.905859
M3 - Article
AN - SCOPUS:0035266989
SN - 1053-587X
VL - 49
SP - 470
EP - 484
JO - IEEE Transactions on Signal Processing
JF - IEEE Transactions on Signal Processing
IS - 3
ER -