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
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