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
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;
Conference_Titel :
Mechatronics and Automation (ICMA), 2012 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-1275-2
DOI :
10.1109/ICMA.2012.6284346