Performance of an MEG adaptive-beamformer technique in the presence of correlated neural activities: Effects on signal intensity and time-course estimates

被引:110
作者
Sekihara, K [1 ]
Nagarajan, SS
Poeppel, D
Marantz, A
机构
[1] Tokyo Metropolitan Inst Technol, Dept Elect & Syst Engn, Tokyo 1910065, Japan
[2] Univ Utah, Dept Bioengn, Salt Lake City, UT 84112 USA
[3] Univ Maryland, Dept Linguist & Biol, College Pk, MD 20742 USA
[4] MIT, Dept Linguist & Philosophy, Cambridge, MA 02139 USA
关键词
adaptive beamformer; biomagnetism; functional neuroiniaging; magnetoencephalographic (MEG) inverse problems; magnetoencephalography; neuromagnetic signal processing;
D O I
10.1109/TBME.2002.805485
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The influence of temporarily correlated source activities on neuromagnetic reconstruction by adaptive beamformer techniques was investigated. It is known that the spatial filter weight of an adaptive beamformer cannot perfectly block correlated signals. This causes two major influences on the reconstruction results: time course distortions and reductions in reconstructed signal intensities. Our theoretical analysis and numerical experiments both showed that the reduction in signal intensity for sources with a medium degree of correlation is small. The time-course distortion for such sources, however, may be discernible. Our analysis also showed that the magnitude correlation coefficient between two correlated sources can be accurately estimated by using the beamformer outputs. A method of retrieving the original time courses using estimated correlation coefficients was developed. Our numerical experiments demonstrated that reasonably accurate time courses can be retrieved from considerably distorted time courses even. when the signal-to-noise ratio is low.
引用
收藏
页码:1534 / 1546
页数:13
相关论文
共 31 条
[1]   HIGH-RESOLUTION FREQUENCY-WAVENUMBER SPECTRUM ANALYSIS [J].
CAPON, J .
PROCEEDINGS OF THE IEEE, 1969, 57 (08) :1408-&
[2]   RESOLVING POWER AND SENSITIVITY TO MISMATCH OF OPTIMUM ARRAY PROCESSORS [J].
COX, H .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1973, 54 (03) :771-785
[3]   EVENT-RELATED COVARIANCES DURING A BIMANUAL VISUOMOTOR TASK .1. METHODS AND ANALYSIS OF STIMULUS-LOCKED AND RESPONSE-LOCKED DATA [J].
GEVINS, AS ;
BRESSLER, SL ;
MORGAN, NH ;
CUTILLO, BA ;
WHITE, RM ;
GREER, DS ;
ILLES, J .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1989, 74 (01) :58-75
[4]   Linear transformations of data space in MEG [J].
Gross, J ;
Ioannides, AA .
PHYSICS IN MEDICINE AND BIOLOGY, 1999, 44 (08) :2081-2097
[5]   Dynamic imaging of coherent sources:: Studying neural interactions in the human brain [J].
Gross, J ;
Kujala, J ;
Hämäläinen, M ;
Timmermann, L ;
Schnitzler, A ;
Salmelin, R .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (02) :694-699
[6]   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
[7]  
Hamalainen M., 1984, Technical report TKK-FA559
[8]   Dynamic activation of distinct cytoarchitectonic areas of the human S1 cortex after median nerve stimulation [J].
Hashimoto, I ;
Kimura, T ;
Iguchi, Y ;
Takino, T ;
Sekihara, K .
NEUROREPORT, 2001, 12 (09) :1891-1897
[9]   Serial activation of distinct cytoarchitectonic areas of the human S1 cortex after posterior tibial nerve stimulation [J].
Hashimoto, I ;
Sakuma, K ;
Kimura, T ;
Iguchi, Y ;
Sekihara, K .
NEUROREPORT, 2001, 12 (09) :1857-1862
[10]  
Johnson, 1993, ARRAY SIGNAL PROCESS