Title :
Generalized Wiener estimation of three-dimensional current distribution from biomagnetic measurements
Author :
Sekihara, Kensuke ; Scholz, Bernhard
Author_Institution :
Central Res. Lab., Hitachi Ltd., Tokyo, Japan
fDate :
3/1/1996 12:00:00 AM
Abstract :
Proposes a method for estimating three-dimensional (3-D) biocurrent distribution from spatio-temporal biomagnetic data. This method is based on the principle of generalized Wiener estimation, and it is formulated based on the assumption that current sources are uncorrelated. Computer simulation demonstrates that the proposed method can reconstruct a 3-D current distribution where the conventional least-squares minimum-norm method fails. The influence of noise is also simulated, and the results indicate that a signal-to-noise ratio of more than 20 for the uncorrelated sensor noise is needed to implement the proposed method. The calculated point spread function shows that the proposed method has very high spatial resolution compared to the conventional minimum norm method. The results of computer simulation of the distributed current sources are also presented, including cases where current sources are correlated. These results suggest that no serious errors arise if the source correlation is weak.
Keywords :
bioelectric phenomena; biomagnetism; current distribution; digital simulation; inverse problems; biomagnetic measurements; generalized Wiener estimation; least-squares minimum-norm method; noise influence; source correlation; spatial resolution; spatiotemporal biomagnetic data; three-dimensional current distribution; uncorrelated current sources; Bioinformatics; Biological system modeling; Biomagnetics; Coils; Computational modeling; Computer simulation; Current distribution; Current measurement; Detectors; Signal to noise ratio; Artifacts; Computer Simulation; Humans; Least-Squares Analysis; Magnetics; Methods; Models, Biological;
Journal_Title :
Biomedical Engineering, IEEE Transactions on