Information flow in heterogeneously interacting systems

被引:4
作者
Yamaguti, Yutaka [1 ,2 ]
Tsuda, Ichiro [1 ,2 ]
Takahashi, Yoichiro [3 ]
机构
[1] Hokkaido Univ, Res Inst Elect Sci, Kita Ku, Sapporo, Hokkaido 0600812, Japan
[2] Hokkaido Univ, Res Ctr Integrat Math, Kita Ku, Sapporo, Hokkaido 0600812, Japan
[3] Univ Tokyo, Inst Ind Sci, Meguro Ku, Tokyo 1538505, Japan
关键词
Synchronization; Information flow; Chaos; Hetero-interaction; PHASE SYNCHRONIZATION; STRANGE ATTRACTORS; DYNAMICS; MODULATION; MAP;
D O I
10.1007/s11571-013-9259-8
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Motivated by studies on the dynamics of heterogeneously interacting systems in neocortical neural networks, we studied heterogeneously-coupled chaotic systems. We used information-theoretic measures to investigate directions of information flow in heterogeneously coupled Rossler systems, which we selected as a typical chaotic system. In bi-directionally coupled systems, spontaneous and irregular switchings of the phase difference between two chaotic oscillators were observed. The direction of information transmission spontaneously switched in an intermittent manner, depending on the phase difference between the two systems. When two further oscillatory inputs are added to the coupled systems, this system dynamically selects one of the two inputs by synchronizing, selection depending on the internal phase differences between the two systems. These results indicate that the effective direction of information transmission dynamically changes, induced by a switching of phase differences between the two systems.
引用
收藏
页码:17 / 26
页数:10
相关论文
共 39 条
[1]   DYNAMICS OF NEURONAL FIRING CORRELATION - MODULATION OF EFFECTIVE CONNECTIVITY [J].
AERTSEN, AMHJ ;
GERSTEIN, GL ;
HABIB, MK ;
PALM, G .
JOURNAL OF NEUROPHYSIOLOGY, 1989, 61 (05) :900-917
[2]   Cluster synchronization modes in an ensemble of coupled chaotic oscillators [J].
Belykh, VN ;
Belykh, IV ;
Mosekilde, E .
PHYSICAL REVIEW E, 2001, 63 (03) :362161-362164
[3]   Dynamic predictions: Oscillations and synchrony in top-down processing [J].
Engel, AK ;
Fries, P ;
Singer, W .
NATURE REVIEWS NEUROSCIENCE, 2001, 2 (10) :704-716
[4]   Distributed Hierarchical Processing in the Primate Cerebral Cortex [J].
Felleman, Daniel J. ;
Van Essen, David C. .
CEREBRAL CORTEX, 1991, 1 (01) :1-47
[5]   INDEPENDENT COORDINATES FOR STRANGE ATTRACTORS FROM MUTUAL INFORMATION [J].
FRASER, AM ;
SWINNEY, HL .
PHYSICAL REVIEW A, 1986, 33 (02) :1134-1140
[6]   A mechanism for cognitive dynamics: neuronal communication through neuronal coherence [J].
Fries, P .
TRENDS IN COGNITIVE SCIENCES, 2005, 9 (10) :474-480
[7]   Dynamical cell assembly hypothesis - Theoretical possibility of spatio-temporal coding in the cortex [J].
Fujii, H ;
Ito, H ;
Aihara, K ;
Ichinose, N ;
Tsukada, M .
NEURAL NETWORKS, 1996, 9 (08) :1303-1350
[8]   DYNAMICS OF COGNITIVE INTERPRETATIONS OF A NECKER CUBE IN A CHAOS NEURAL-NETWORK [J].
INOUE, M ;
NAKAMOTO, K .
PROGRESS OF THEORETICAL PHYSICS, 1994, 92 (03) :501-508
[9]   Information transfer in continuous processes [J].
Kaiser, A ;
Schreiber, T .
PHYSICA D-NONLINEAR PHENOMENA, 2002, 166 (1-2) :43-62
[10]   LYAPUNOV ANALYSIS AND INFORMATION-FLOW IN COUPLED MAP LATTICES [J].
KANEKO, K .
PHYSICA D, 1986, 23 (1-3) :436-447