Knowledge Commons of Institute of Automation,CAS
Activation detection in functional near-infrared spectroscopy by wavelet coherence | |
Zhang, Xin1; Yu, Jian2; Zhao, Ruirui2; Xu, Wenting2; Niu, Haijing3; Zhang, Yujin1; Zuo, Nianming1,4; Jiang, Tianzi1,2,4,5; Tianzi Jiang | |
发表期刊 | JOURNAL OF BIOMEDICAL OPTICS |
2015 | |
卷号 | 20期号:1页码:016004 |
文章类型 | Article |
摘要 | Functional near-infrared spectroscopy (fNIRS) detects hemodynamic responses in the cerebral cortex by transcranial spectroscopy. However, measurements recorded by fNIRS not only consist of the desired hemodynamic response but also consist of a number of physiological noises. Because of these noises, accurately detecting the regions that have an activated hemodynamic response while performing a task is a challenge when analyzing functional activity by fNIRS. In order to better detect the activation, we designed a multiscale analysis based on wavelet coherence. In this method, the experimental paradigm was expressed as a binary signal obtained while either performing or not performing a task. We convolved the signal with the canonical hemodynamic response function to predict a possible response. The wavelet coherence was used to investigate the relationship between the response and the data obtained by fNIRS at each channel. Subsequently, the coherence within a region of interest in the time-frequency domain was summed to evaluate the activation level at each channel. Experiments on both simulated and experimental data demonstrated that the method was effective for detecting activated channels hidden in fNIRS data. (C) 2015 Society of Photo-Optical Instrumentation Engineers (SPIE) |
关键词 | Functional Monitoring And Imaging Spectroscopy Image Analysis Physiology |
WOS标题词 | Science & Technology ; Life Sciences & Biomedicine ; Physical Sciences |
关键词[WOS] | GENERAL LINEAR-MODEL ; HEMODYNAMIC-RESPONSES ; AUTOREGRESSIVE MODEL ; TIME-SERIES ; 1/F NOISE ; BRAIN ; FNIRS ; NIRS ; MOTION ; ARTIFACTS |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Biochemistry & Molecular Biology ; Optics ; Radiology, Nuclear Medicine & Medical Imaging |
WOS类目 | Biochemical Research Methods ; Optics ; Radiology, Nuclear Medicine & Medical Imaging |
WOS记录号 | WOS:000350206400013 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/8051 |
专题 | 脑图谱与类脑智能实验室_脑网络组研究 |
通讯作者 | Tianzi Jiang |
作者单位 | 1.Chinese Acad Sci, Inst Automat, Brainnetome Ctr, Beijing 100190, Peoples R China 2.Univ Elect Sci & Technol China, Sch Life Sci & Technol, Key Lab NeuroInformat, Minist Educ, Chengdu 610054, Peoples R China 3.Beijing Normal Univ, State Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China 4.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 5.Univ Queensland, Queensland Brain Inst, Brisbane, Qld 4072, Australia |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Zhang, Xin,Yu, Jian,Zhao, Ruirui,et al. Activation detection in functional near-infrared spectroscopy by wavelet coherence[J]. JOURNAL OF BIOMEDICAL OPTICS,2015,20(1):016004. |
APA | Zhang, Xin.,Yu, Jian.,Zhao, Ruirui.,Xu, Wenting.,Niu, Haijing.,...&Tianzi Jiang.(2015).Activation detection in functional near-infrared spectroscopy by wavelet coherence.JOURNAL OF BIOMEDICAL OPTICS,20(1),016004. |
MLA | Zhang, Xin,et al."Activation detection in functional near-infrared spectroscopy by wavelet coherence".JOURNAL OF BIOMEDICAL OPTICS 20.1(2015):016004. |
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