• DocumentCode
    718208
  • Title

    Visual fatigue effects on Steady State Visual Evoked Potential-based Brain Computer Interfaces

  • Author

    Makri, Dimitra ; Farmaki, Christina ; Sakkalis, Vangelis

  • Author_Institution
    Inst. of Comput. Sci. at FORTH, Heraklion, Greece
  • fYear
    2015
  • fDate
    22-24 April 2015
  • Firstpage
    70
  • Lastpage
    73
  • Abstract
    Brain computer interfaces are a direct communication pathway between the brain and external devices and require mental effort to work efficiently. After long use of such interfacing systems, subjects have reported fatigue symptoms. Fatigue influence on the EEG signals could disrupt human-computer communication and decrease the reliability of the responses. In this paper, fatigue effects on SSVEP-based BCI use are evaluated. Thirteen healthy subjects participated in the experiment, which uses a BCI system originally designed for online wheelchair navigation. Signal analysis was based on accuracy rates, band power spectra and SSVEP amplitudes extraction. Although accuracy levels show no statistically significant differences, self-reported fatigue levels increase and SSVEP amplitudes decrease with time. Our analysis demonstrates no consistent band power changes.
  • Keywords
    biomechanics; brain-computer interfaces; electroencephalography; fatigue; medical signal processing; reliability; visual evoked potentials; wheelchairs; EEG signals; SSVEP amplitude extraction; SSVEP-based BCI system; band power changes; band power spectra; brain computer interfaces; fatigue symptoms; human-computer communication; interfacing systems; online wheelchair navigation; reliability; self-reported fatigue levels; statistically significant differences; steady state visual evoked potential; visual fatigue effects; Biomarkers; Biomedical monitoring; Fatigue; MATLAB; Monitoring; Navigation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Engineering (NER), 2015 7th International IEEE/EMBS Conference on
  • Conference_Location
    Montpellier
  • Type

    conf

  • DOI
    10.1109/NER.2015.7146562
  • Filename
    7146562