کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
1548748 | 997754 | 2009 | 6 صفحه PDF | دانلود رایگان |
![عکس صفحه اول مقاله: Automatic removal of eye movement artifacts from the EEG using ICA and the dipole model Automatic removal of eye movement artifacts from the EEG using ICA and the dipole model](/preview/png/1548748.png)
In this study, we proposed and evaluated the use of Independent Component Analysis (ICA) combining the EEG dipole model to automatically remove eye movement artifacts from the EEG without needing EOG as a reference. We separated the EEG data into independent components using the ICA method, and determined the source localization of these independent components with a single dipole model. The EEG signal was reconstructed by automatically excluding those components localized within a preset eye model. EEGs from 12 patients were analyzed. The experimental results indicate that ICA with the dipole model is very efficient at automatically subtracting the eye movement artifacts, while retaining the EEG slow waves and making their interpretation easier.
Journal: Progress in Natural Science - Volume 19, Issue 9, 10 September 2009, Pages 1165–1170