Title :
Localized cortical dipole imaging using a small number of electrodes based on independent component analysis
Author :
Hori, Junichi ; Harada, Tatsuya
Author_Institution :
Grad. Sch. of Sci. & Technol., Niigata Univ., Niigata, Japan
Abstract :
The spatial resolution of scalp potential mapping is limited because of low conductivity of a skull. Cortical dipole layer imaging has been proposed as a method to visualize brain electrical activity with high spatial resolution. According to this method, about 100 electrodes were required to measure whole brain electrical activity. In the present study, we investigated simplified cortical dipole imaging with a small number of electrodes. The density of electrodes and the spatial resolution are in a trade-off relation. Thus, the number of electrodes was reduced by limiting the visualization region of interest, without lowering the density of electrodes. Moreover, independent component analysis was applied to the multiple signal sources to extract an attention signal from the other signals and noise. In simulation, even if the number of electrodes was reduced to 25, the obtained results were almost equivalent to the case with whole brain electrodes. The proposed method was applied to human experimental data of movement-related potential. We confirmed that the proposed method provided high resolution cortical dipole imaging with localized distribution.
Keywords :
bioelectric potentials; biomechanics; biomedical electrodes; bone; brain; data visualisation; electric moments; feature extraction; image resolution; independent component analysis; medical image processing; neurophysiology; noise; source separation; attention signal extraction; brain electrical activity visualization; cortical dipole imaging resolution; electrode density; electrode number reduction; electrode number requirement; human experimental data; independent component analysis; localized cortical dipole layer imaging; movement-related potential; noise; scalp potential mapping; signal sources; simplified cortical dipole imaging; skull conductivity; spatial resolution; trade-off relation; visualization region limitation; whole brain electrical activity measurement; whole brain electrode; Brain modeling; Electric potential; Electrodes; Electroencephalography; Imaging; Noise; Scalp;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944731