INTRINSIC MODE FUNCTIONS LOCATE IMPLICIT TURBULENT ATTRACTORS IN TIME IN FRONTAL LOBE MEG RECORDINGS

被引:2
作者
Huang, X. [1 ,3 ]
Huang, L. [2 ,3 ]
Jung, T. -P. [4 ]
Cheng, C. -K. [3 ]
Mandell, A. J. [5 ,6 ]
机构
[1] Shanghai Maritime Univ, Coll Informat Engn, Dept Comp Sci & Engn, Shanghai 201306, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Inst Elect Sci & Engn, Nanjing, Jiangsu, Peoples R China
[3] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
[4] Univ Calif San Diego, Inst Engn Med, Swartz Ctr Computat Neurosci, La Jolla, CA 92093 USA
[5] Univ Calif San Diego, Sch Med, Dept Psychiat, Multi Media Imaging Lab, La Jolla, CA 92093 USA
[6] John Fetzer Mem Trust, Fetzer Franklin Fund, Kalamazoo, MI USA
关键词
implicit turbulent attractor; Empirical Mode Decomposition; topological entropy; metric entropy; non-uniform entropy; power spectral scaling exponent alpha; DYNAMICAL-SYSTEMS; MAGNETIC-FIELDS; ERGODIC-THEORY; METRIC INVARIANT; DECOMPOSITION; ENTROPY; SERIES; AUTOMORPHISMS; SUPPRESSION; FREQUENCY;
D O I
10.1016/j.neuroscience.2014.02.038
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
In seeking evidence for the presence and characteristic range of coupled time scale(s) of putative implicit turbulent attractors of dorsal frontal lobe magnetic fields, the recorded nonstationary, nonlinear MEG signals were non(orthogonally decomposed using Huang's Empirical Mode Decomposition, EMD, (Huang and Attoh(Okine, 2005) into 16 Intrinsic Mode Functions, EMD -> IMFi, i= 1 . . . 16. Measures known to be invariant in non(uniformly hyperbolic (turbulent) dynamical systems, topological entropy, h(T), metric entropy, h(M), non(uniform entropy, h(U) and power spectral scaling exponent, a, were imposed on each of the IMFi which evidenced most clearly an invariant temporal scale zone of IMFi, i = 6 . . . 11, for h(T), which we have found to be the most robust of invariant measures of MEG's magnetic field turbulent attractors (Mandell et al., 2011a,b; Mandell, 2013). The ergodic theory of dynamical systems (Walters, 1982; Pollicott and Yuri, 1998) allows the inference that an implicit attractor with consistently h(T) > 0 will also evidence at least one positive Lyapounov exponent indicating the presence of a turbulent attractor with exponential separation of nearby initial conditions, exponential convergence of distant points and disordering, mixing, of orbital sequences. It appears that this approach permits the inference of the presence of chaotic, turbulent attractor and its characteristic time scales without the invocation of arbitrary n-(dimensional embedding, phase space reconstructions or (inappropriate) orthogonal decompositions. (C) 2014 IBRO. Published by Elsevier Ltd. All rights reserved.
引用
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页码:91 / 101
页数:11
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