NOVEL TECHNIQUES FOR THE DETECTION AND ESTIMATION OF THREE-WAVE COUPLING WITH APPLICATION TO HUMAN BRAIN WAVES

作者: Michael D. Zoltowski , David Lee Sherman

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摘要: Composite linear and quadratic systems produce three-wave coupling when stimulated by random-phase input sinusoids. Due to the non-linearity of system output frequencies are arithmetically related input. Using third order cumulant statistics their associated bispectrum, techniques devised based on phaseinsensitive matrix structures for detection frequency estimation frequencies. The separation series into symmetric skew-symmetric portions allows us exploit characteristic eigendecompositions estimation. After symmetrization, biphases can be easily extracted as coefficients sequence. a generalized eigenvector representation, we relate bases subspace rotation algorithm. Biphases estimated directly from eigenvalues pencil formed matrices. dimensionality our matrices reduced through use projections which yield slice bispectrum. Radon transform procedure is bispectral processing an isotropic radial Volterra filter. compact Kronecker product formulation algorithms also converted in biphase Simulations showing performance above procedures presented both synthetic biomedical time series. These include specific exhibiting nonlinearities electroencephalographic (EEG) data.

参考文章(53)
M. Steriade, P. Gloor, R.R. Llinás, F.H. Lopes da Silva, M.-M. Mesulam, Basic mechanisms of cerebral rhythmic activities Electroencephalography and Clinical Neurophysiology. ,vol. 76, pp. 481- 508 ,(1990) , 10.1016/0013-4694(90)90001-Z
Melvin J. Hinich, TESTING FOR GAUSSIANITY AND LINEARITY OF A STATIONARY TIME SERIES Journal of Time Series Analysis. ,vol. 3, pp. 169- 176 ,(1982) , 10.1111/J.1467-9892.1982.TB00339.X
G Pfurtscheller, A Aranibar, Event-related cortical desynchronization detected by power measurements of scalp EEG ☆ Electroencephalography and Clinical Neurophysiology. ,vol. 42, pp. 817- 826 ,(1977) , 10.1016/0013-4694(77)90235-8
M. Rosenblatt, J. W. Van Ness, Estimation of the Bispectrum Annals of Mathematical Statistics. ,vol. 36, pp. 1120- 1136 ,(1965) , 10.1214/AOMS/1177699987
D.M. Tucker, D.L. Roth, T.B. Bair, Functional connections among cortical regions: topography of EEG coherence Electroencephalography and Clinical Neurophysiology. ,vol. 63, pp. 242- 250 ,(1986) , 10.1016/0013-4694(86)90092-1
T. Ning, J.D. Bronzino, Autoregressive and bispectral analysis techniques: EEG applications IEEE Engineering in Medicine and Biology Magazine. ,vol. 9, pp. 47- 50 ,(1990) , 10.1109/51.62905
David R. Brillinger, Time Series: Data Analysis and Theory ,(1981)
F. Yarman-Vural, B. Onaral, E. Cetin, Enhanced Parametric Estimation Of Electroencephalograms Under Acceleration Stress international conference of the ieee engineering in medicine and biology society. pp. 837- 839 ,(1990) , 10.1109/IEMBS.1990.691425
L Johnson, A Lubin, P Naitoh, C Nute, M Austin, Spectral analysis of the EEG of dominant and non-dominant alpha subjects during waking and sleeping Electroencephalography and Clinical Neurophysiology. ,vol. 26, pp. 361- 370 ,(1969) , 10.1016/0013-4694(69)90086-8
A.C. Mundy-Castle, An analysis of central responses to photic stimulation in normal adults Electroencephalography and Clinical Neurophysiology. ,vol. 5, pp. 1- 22 ,(1953) , 10.1016/0013-4694(53)90048-0