Noise-induced synchronization in a lattice Hodgkin-Huxley neural network

被引:10
作者
Pang, James Christopher S. [1 ]
Monterola, Christopher P. [2 ]
Bantang, Johnrob Y. [1 ]
机构
[1] Univ Philippines, Natl Inst Phys, Quezon City 1101, Philippines
[2] ASTAR, Inst High Performance Comp, Dept Comp Sci, Complex Syst Grp, Singapore, Singapore
关键词
Hodgkin-Huxley neurons; Network; Noise; Synchronization; STOCHASTIC RESONANCE; NEURONS;
D O I
10.1016/j.physa.2013.08.069
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We examine how the synchronization of the series of action potentials (APs) of realistic neurons interconnected in a lattice is influenced by variations of both the direction and magnitude of neuron-neuron connectivity in a noisy environment. We first demonstrate the existence of an optimal noise level that brings about the highest average number of APs per unit time, for a single Hodgkin-Huxley neuron. We then show that synchronization, as a collective response of interconnected neurons forming an N x N lattice, is optimal at different noise strengths sigma(c) = sigma(c)(p), depending on the degree of random-link malfunction parameterized by flipping direction probability p. Thus, even without the scale-free structure of neuronal networks, proper combinations of both randomness in reconnection (flipping) and noisy environment can be beneficial to the collective functioning of neurons. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:638 / 645
页数:8
相关论文
共 26 条
[1]  
[Anonymous], 1985, Introductory Graph Theory
[2]  
BENZI R, 1982, TELLUS, V34, P10, DOI 10.1111/j.2153-3490.1982.tb01787.x
[3]   Synchronization of two Hodgkin-Huxley neurons due to internal noise [J].
Casado, JM .
PHYSICS LETTERS A, 2003, 310 (5-6) :400-406
[4]   Critical brain networks [J].
Chialvo, DR .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 340 (04) :756-765
[5]   Stochastic resonance in a Hodgkin-Huxley neuron in the absence of external noise [J].
Chik, DTW ;
Wang, YQ ;
Wang, ZD .
PHYSICAL REVIEW E, 2001, 64 (02) :6
[6]   Bandwidth and detection limit of a crossing-sampling spectrum analyzer [J].
Daria, VR ;
Saloma, C .
REVIEW OF SCIENTIFIC INSTRUMENTS, 1997, 68 (01) :240-242
[7]   Self-organized criticality model for brain plasticity [J].
de Arcangelis, L ;
Perrone-Capano, C ;
Herrmann, HJ .
PHYSICAL REVIEW LETTERS, 2006, 96 (02)
[8]  
Fitzgerald R, 1999, PHYS TODAY, V52, P17, DOI 10.1063/1.882744
[9]  
Gestner W, 2002, Spiking neuron models
[10]   Optimal spike coherence and synchronization on complex Hodgkin-Huxley neuron networks [J].
Gong, YB ;
Wang, MS ;
Hou, ZH ;
Xin, HW .
CHEMPHYSCHEM, 2005, 6 (06) :1042-1047