• DocumentCode
    2112043
  • Title

    Effect of duty cycle in different frequency domains on SSVEP based BCI: A preliminary study

  • Author

    Gan Huang ; Lin Yao ; Dingguo Zhang ; Xiangyang Zhu

  • Author_Institution
    State Key Lab. of Mech. Syst. & Vibration, Shanghai Jiao Tong Univ., Shanghai, China
  • fYear
    2012
  • fDate
    Aug. 28 2012-Sept. 1 2012
  • Firstpage
    5923
  • Lastpage
    5926
  • Abstract
    Compared with the well learned amplitude-frequency characteristic of Steady State Visual Evoked Potential (SSVEP), the effect of duty cycle is still unclear. In this work, the influence of duty cycle on SSVEP response is investigated in differnt frequency domains. The amplitude surface with the change of both frequencies and duty cycles is plotted. To get a stable response, the experiment arranged in 3 days, and each result is an average of 12 repetitions. It is interesting that the results from power spectral density (PSD) and canonical correlation analysis (CCA) method are not consistent. In addition, the relation between the fundamental component and its second harmonic component with the change of duty cycle is quite different at frequency of 7Hz, 10Hz and 13Hz. Based on the amplitude surface, we try to configure the subject-specific SSVEP based BCI. The frequencies and duty cycles of the stimulus are selected corresponding to the higher SSVEP response in the amplitude surface. Cross validation results show a significant improvement in the performance for the adjustment of duty cycle.
  • Keywords
    brain-computer interfaces; correlation methods; eye; medical computing; visual evoked potentials; SSVEP Based BCI; SSVEP response; amplitude surface; amplitude-frequency characteristic; canonical correlation analysis; cross validation; duty cycle; duty cycle effect; frequency 10 Hz; frequency 13 Hz; frequency 7 Hz; frequency domains; power spectral density method; second harmonic component; significant improvement; steady state visual evoked potential; Accuracy; Biomedical engineering; Correlation; Frequency domain analysis; Harmonic analysis; Steady-state; Visualization; Electroencephalography; Evoked Potentials, Visual; Humans;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
  • Conference_Location
    San Diego, CA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4119-8
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2012.6347342
  • Filename
    6347342