• DocumentCode
    52527
  • Title

    Weaning Off Mental Tasks to Achieve Voluntary Self-Regulatory Control of a Near-Infrared Spectroscopy Brain-Computer Interface

  • Author

    Weyand, Sabine ; Takehara-Nishiuchi, Kaori ; Chau, Tom

  • Author_Institution
    Bloorview Res. Inst., Holland Bloorview Kids Rehabilitation Hosp., Toronto, ON, Canada
  • Volume
    23
  • Issue
    4
  • fYear
    2015
  • fDate
    Jul-15
  • Firstpage
    548
  • Lastpage
    561
  • Abstract
    As a noninvasive and safe optical measure of hemodynamic brain activity, near-infrared spectroscopy (NIRS) has emerged as a potential brain-computer interface (BCI) access modality. Currently, to the best of our knowledge, all NIRS BCIs use mental tasks to elicit changes in regional hemodynamic activity. One of the limitations of using mental tasks is that they can be cognitively demanding, and unintuitive. The goal of this work was to explore the development of a neurofeedback-based NIRS BCI that weans users off mental tasks, to instead use voluntary self-regulation. Ten able-bodied participants were recruited for this study. After ten sessions of using two personalized mental tasks to increase and decrease the participant´s hemodynamic activity, the users were asked, for the remaining sessions, to stop performing their tasks and instead use only a desire to modulate their hemodynamic activity. By the final online session, participants were able to exclusively use voluntary self-regulation with an average accuracy of 79 ±13%. Additionally, the majority of participants indicated that BCI control via self-regulation was less taxing and more intuitive than BCI operation using mental tasks.
  • Keywords
    bio-optics; brain-computer interfaces; cognition; haemodynamics; handicapped aids; infrared spectroscopy; neurophysiology; cognitively demanding tasks; hemodynamic brain activity; mental tasks; near-infrared spectroscopy brain-computer interface; neurofeedback-based NIRS BCI; noninvasive optical measure; voluntary self-regulatory control; Accuracy; Detectors; Feature extraction; Hemodynamics; Physiology; Spatiotemporal phenomena; Spectroscopy; Brain-computer interfaces; mental tasks; near-infrared spectroscopy; self-regulation;
  • fLanguage
    English
  • Journal_Title
    Neural Systems and Rehabilitation Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1534-4320
  • Type

    jour

  • DOI
    10.1109/TNSRE.2015.2399392
  • Filename
    7031438