Evoked magnetic fields of magnetoencephalography and their statistical property

被引:7
作者
Kishida, Kuniharu [1 ]
机构
[1] Gifu Univ, Fac Engn, Dept Informat Sci, Gifu 5011193, Japan
来源
PHYSICAL REVIEW E | 2009年 / 79卷 / 01期
基金
日本学术振兴会;
关键词
blind source separation; magnetoencephalography; medical signal processing; neurophysiology; somatosensory phenomena; SEPARATION;
D O I
10.1103/PhysRevE.79.011922
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
In an evoked magnetic field of magnetoencephalography a wave form is calculated by averaging. We propose that the wave form is deterministic in the case of 5 Hz periodical stimuli. We have found with statistical accuracy that the wave form of a somatosensory evoked magnetic field is deterministic in 5 Hz periodical median nerve stimuli, since any stationary process is decomposed into a deterministic part and a nondeterministic part from the Wold decomposition theorem. For the decorrelation method of blind source separation we have obtained several components which have nonzero wave forms. Via the selected components time series data of a somatosensory evoked magnetic field generated from somatosensory cortexes have been separated from background brain noise by using a T/k (fractional) type decorrelation method.
引用
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页数:7
相关论文
共 15 条
[1]   Jacobi angles for simultaneous diagonalization [J].
Cardoso, JF ;
Souloumiac, A .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1996, 17 (01) :161-164
[2]   MAGNETOENCEPHALOGRAPHY - THEORY, INSTRUMENTATION, AND APPLICATIONS TO NONINVASIVE STUDIES OF THE WORKING HUMAN BRAIN [J].
HAMALAINEN, M ;
HARI, R ;
ILMONIEMI, RJ ;
KNUUTILA, J ;
LOUNASMAA, OV .
REVIEWS OF MODERN PHYSICS, 1993, 65 (02) :413-497
[3]   Localization of individual area neuronal activity [J].
Hironaga, N. ;
Ioannides, A. A. .
NEUROIMAGE, 2007, 34 (04) :1519-1534
[4]  
ITO K, 1987, ENCY DICT MATH, V3, P1463
[5]   The somatosensory evoked magnetic fields [J].
Kakigi, R ;
Hoshiyama, M ;
Shimojo, M ;
Naka, D ;
Yamasaki, H ;
Watanabe, S ;
Xiang, J ;
Maeda, K ;
Lam, K ;
Itomi, K ;
Nakamura, A .
PROGRESS IN NEUROBIOLOGY, 2000, 61 (05) :495-523
[6]  
Kishida K, 2003, IEICE T FUND ELECTR, VE86A, P611
[7]  
Kishida K., 2008, BIOMAGNETISM INTERDI, P124
[8]  
Kishida K., 2003, P 4 INT S IND COMP A, P185
[9]  
KISHIDA K, 2004, NEUROIMAGE, P1
[10]   SEPARATION OF A MIXTURE OF INDEPENDENT SIGNALS USING TIME-DELAYED CORRELATIONS [J].
MOLGEDEY, L ;
SCHUSTER, HG .
PHYSICAL REVIEW LETTERS, 1994, 72 (23) :3634-3637