Phase dynamics in the biological neural networks

被引:6
|
作者
Kim, S [1 ]
Lee, SG [1 ]
机构
[1] Pohang Univ Sci & Technol, Dept Phys, Pohang 790784, South Korea
来源
PHYSICA A | 2000年 / 288卷 / 1-4期
关键词
biological neural networks; nonlinear oscillations; synchrony; phase models;
D O I
10.1016/S0378-4371(00)00435-0
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The simplified models of neural networks based on biophysical Hodgkin-Huxley neurons are studied with a focus on coherent-phase dynamics. In our approach, each neuron is considered as a nonlinear oscillator, and collective dynamics of a mesoscopic network of neural oscillators are studied using the methods of nonlinear dynamics. We explore the mechanisms for synchrony, clustering and their breakup in the synaptic parameter space and discuss implications to temporal aspects of neural-information processing. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:380 / 396
页数:17
相关论文
共 50 条
  • [21] Dynamics of interacting neural networks
    Kinzel, W
    Metzler, R
    Kanter, I
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2000, 33 (14): : L141 - L147
  • [22] Dynamics of Hierarchical Neural Networks
    Hilgetag, Claus C.
    Mueller-Linow, Mark
    Huett, Marc-Thorsten
    ADVANCES IN COGNITIVE NEURODYNAMICS (II), 2011, : 215 - 219
  • [23] Large Deviations, Dynamics and Phase Transitions in Large Stochastic and Disordered Neural Networks
    Tanguy Cabana
    Jonathan Touboul
    Journal of Statistical Physics, 2013, 153 : 211 - 269
  • [24] Large Deviations, Dynamics and Phase Transitions in Large Stochastic and Disordered Neural Networks
    Cabana, Tanguy
    Touboul, Jonathan
    JOURNAL OF STATISTICAL PHYSICS, 2013, 153 (02) : 211 - 269
  • [25] Rethinking Breiman's Dilemma in Neural Networks: Phase Transitions of Margin Dynamics
    Zhu, Weizhi
    Huang, Yifei
    Yao, Yuan
    FRONTIERS IN APPLIED MATHEMATICS AND STATISTICS, 2020, 6
  • [26] NONLINEAR DYNAMICS AND SYMBOLIC DYNAMICS OF NEURAL NETWORKS
    LEWIS, JE
    GLASS, L
    NEURAL COMPUTATION, 1992, 4 (05) : 621 - 642
  • [27] Energy coding in biological neural networks
    Rubin Wang
    Zhikang Zhang
    Cognitive Neurodynamics, 2007, 1 : 203 - 212
  • [28] Increasing the biological inspiration of neural networks
    Parisi, D
    NEURAL NETS, 2002, 2486 : 243 - 252
  • [29] Functional model of biological neural networks
    Lo, James Ting-Ho
    COGNITIVE NEURODYNAMICS, 2010, 4 (04) : 295 - 313
  • [30] Biological neural networks: Modeling and measurements
    Stoop, R
    Lecchini, S
    MODELLING BIOMEDICAL SIGNALS, 2002, : 107 - 122