• DocumentCode
    3129300
  • Title

    Independent component analysis based trial-to-trial variations reduction in fNIRS signal

  • Author

    Xiao-Su Hu ; Keum-Shik Hong ; Ge, S.S.

  • Author_Institution
    Dept. of Cogno-Mechatronis Eng., Pusan Nat. Univ., Busan, South Korea
  • fYear
    2012
  • fDate
    5-8 Aug. 2012
  • Firstpage
    1429
  • Lastpage
    1433
  • Abstract
    Functional near-infrared spectroscopy (fNIRS) is emerging optical brain imaging technique. It measures the hemodynamic changes that effectively reflect the brain states. However, the fNIRS signal analysis is sensitive to the trial-to-trial variability (TTV), and the source of the TTV remains elusive. Previous functional magnetic resonance image (fMRI) study suggested that the TTV can be attributed to spontaneous low frequency hemodynamic fluctuation in fMRI signal. Meanwhile, recent fNIRS studies confirm that the spontaneous fluctuation in fNIRS signal can be robustly detected by functional near infrared spectroscopy (fNIRS). In this paper, we investigate the relationship between TTV and the spontaneous fluctuations in fNIRS signal. The subject is asked to complete a right finger tapping experiment. Independent component analysis as well as functional connectivity is used to reduce the TTV in the finger tapping experiment. The result suggests that the low frequency spontaneous fluctuation contribute significantly to the TTV in fNIRS signal.
  • Keywords
    biomedical optical imaging; brain; fluctuations; haemodynamics; independent component analysis; infrared spectroscopy; medical signal processing; fMRI; finger tapping experiment; functional magnetic resonance image; functional near-infrared spectroscopy signal analysis; independent component analysis; optical brain imaging technique; signal processing; spontaneous low frequency hemodynamic fluctuation; trial-to-trial variations reduction; Brain; Fluctuations; Hemodynamics; Humans; Optical imaging; Spectroscopy; brain signal; functional near-infrared spectroscopy (fNIRS); spontaneous low frequency hemodynamic fluctuation; trial-to-trial variability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation (ICMA), 2012 International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4673-1275-2
  • Type

    conf

  • DOI
    10.1109/ICMA.2012.6284346
  • Filename
    6284346