DocumentCode :
2780823
Title :
A new technique for removal of ocular artifacts from EEG signals using S-transform
Author :
Senapati, Kedarnath ; Kar, Sibsambhu ; Routray, Aurobinda
Author_Institution :
Inst. of Math. & Applic., Bhubaneswar, India
fYear :
2010
fDate :
16-18 Dec. 2010
Firstpage :
113
Lastpage :
116
Abstract :
A novel and robust technique is described for removing electroencephalogram (EEG) artifacts resulting from ocular muscles contraction during eye movements. We present a new method to remove ocular artifacts from raw EEG signals. This technique is based on the S-transform (ST), a mathematical operation that produces frequency content at each time point within a time-varying signal. The S-transform generates high magnitude S-coefficients at the instants of artifact generation in the signal. A statistical threshold function has been applied to filter out the artifacts in the S-domain. The major advantage of ST-filtering is that the artifacts may be removed within a narrow time frame, while preserving the frequency information at all other time points. It also preserves the absolutely referenced phase information of the signal after removing the artifacts.
Keywords :
electroencephalography; eye; medical signal processing; muscle; EEG signals; S-transform; ST-filtering; electroencephalography; eye movement; ocular artifact removal; ocular muscles contraction; statistical threshold f; Electroencephalography; Principal component analysis; Robustness; Time frequency analysis; Transforms; EEG; Ocular artifact; S-Transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems in Medicine and Biology (ICSMB), 2010 International Conference on
Conference_Location :
Kharagpur
Print_ISBN :
978-1-61284-039-0
Type :
conf
DOI :
10.1109/ICSMB.2010.5735355
Filename :
5735355
Link To Document :
بازگشت