DocumentCode :
3384893
Title :
A Study of Power Asymmetry Ratio of Single Trial Electroencephalogram During Finger Movement
Author :
Ong, Kok-Meng ; Paramesran, Raveendran
Author_Institution :
Eng. Fac. , Electr. Eng. Dept., Univ. of Malaya, Kuala Lumpur
fYear :
2005
fDate :
21-24 Nov. 2005
Firstpage :
1
Lastpage :
4
Abstract :
This paper presents a study on power asymmetry ratio of the single trial electroencephalogram (EEG) during the preparation of left or right finger movement, or more precisely self-paced tapping. The objective is to predict which finger is going to be used to press a key in the computer keyboard. The change in EEG signal is more pronounced in the contralateral hemisphere. Therefore, the use of power band asymmetry ratio will enhance the identification of left or right finger tapping. Parametric spectral estimation, in this case autoregressive (AR) spectral analysis with Burg method is used to obtain the power spectral density (PSD) from 8 Hz to 30 Hz. The proposed method selects the most critical homologous channels in the classification of the task. It is discovered that the homologous pair of CP3 and CP4 is the most important channel-pair that gave a classification accuracy of seventy five percent.
Keywords :
autoregressive processes; electroencephalography; medical signal processing; neuromuscular stimulation; parameter estimation; BCI; Burg method; EEG signal change; autoregressive spectral analysis; brain computer interface; contralateral hemisphere; electroencephalogram; frequency 8 Hz to 30 Hz; left finger movement preparation; parametric spectral estimation; power band asymmetry ratio; power spectral density; right finger movement preparation; self paced tapping; single trial EEG; Brain computer interfaces; Communication channels; Electrodes; Electroencephalography; Fingers; Keyboards; Muscles; Rhythm; Spectral analysis; Telephony;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2005 2005 IEEE Region 10
Conference_Location :
Melbourne, Qld.
Print_ISBN :
0-7803-9311-2
Electronic_ISBN :
0-7803-9312-0
Type :
conf
DOI :
10.1109/TENCON.2005.301169
Filename :
4085318
Link To Document :
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