• 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