DocumentCode :
2314835
Title :
Elimination of Ocular Artifacts from EEG signals using the wavelet transform and empirical mode decomposition
Author :
Kiamini, Majid ; Alirezaee, Shahpour ; Perseh, Bahram ; Ahmadi, Majid
Author_Institution :
Eng. Dept., Univ. of zanjan, Zanjan, Iran
fYear :
2009
fDate :
6-9 May 2009
Firstpage :
1094
Lastpage :
1097
Abstract :
Electroencephalogram (EEG) is a biological signal that represents the electrical activity of the brain. EEG signal may be highly distorted by the eye-blinks and movements of the eyeballs that are collectively known as ocular artifacts (OA). OA severely limit the utility of the recorded EEG and thus need to be removed for better clinical evaluation. The frequency range of EEG signal is 0 to 64 Hz and the OA occur within the range of 0 to 16 Hz. Therefore, simple filtering techniques cannot be used to eliminate OA from EEG. This paper present a method based on the wavelet transform to automatically identify the OA zones in contaminated EEG signal. Then, only removing it´s to obtain the clean EEG by the recently developed empirical mode decomposition (EMD) algorithm. Simulation results show the superiority of the proposed method in identification and removal of ocular artifacts from EEG signal comparison with other filtering approaches.
Keywords :
bioelectric phenomena; brain; electroencephalography; eye; filtering theory; medical signal processing; wavelet transforms; EEG signals; brain; electrical activity; electroencephalogram; empirical mode decomposition; eyeball movement; filtering techniques; frequency 0 Hz to 64 Hz; ocular artifacts elimination; wavelet transform; Biomedical engineering; Biophysics; Electroencephalography; Electrooculography; Engineering in medicine and biology; Filtering; Independent component analysis; Principal component analysis; Signal processing; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, 2009. ECTI-CON 2009. 6th International Conference on
Conference_Location :
Pattaya, Chonburi
Print_ISBN :
978-1-4244-3387-2
Electronic_ISBN :
978-1-4244-3388-9
Type :
conf
DOI :
10.1109/ECTICON.2009.5137235
Filename :
5137235
Link To Document :
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