Jjj. Chen et al., INITIAL ESTIMATION METHODS FOR DIPOLE MODELING IN LOCALIZATION OF EPILEPTOGENIC FOCUS, Medical engineering & physics, 20(1), 1998, pp. 11-20
Although great sensitivities to initial estimates is an inherent featu
re of iterative dipole optimization algorithms, the study of better in
itial estimates has been neglected. For convergence to a correct solut
ion, the initial estimates should be extremely close to the desired so
lution and be attributed to only a single dipole focus. To alleviate t
he interference of background and multiple foci, the singular value de
composition (SVD) technique is used initially to extract the dominant
component of the EEG spike for dipole localization. By observing the t
hree-dimensional topographic mapping, the initial estimates of the dip
ole parameter set can be computed from the intersection between the nu
ll potential plane and from the peak and valley potentials. This work
also compares initial estimations of simulation data, including noisy
data, noisy data with SVD process and noise-free data. Experimental re
sults confirm that good initial estimates for the dipole parameters ar
e necessary to ensure rapid convergence to the correct solution. (C) 1
998 IPEM. Published by Elsevier Science Ltd. All rights reserved.