Fast global oscillations in networks of integrate-and-fire neurons with low firing rates

被引:695
作者
Brunel, N [1 ]
Hakim, V [1 ]
机构
[1] Ecole Normale Super, LPS, F-75231 Paris 05, France
关键词
D O I
10.1162/089976699300016179
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We study analytically the dynamics of a network of sparsely connected inhibitory integrate-and-fire neurons in a regime where individual neurons emit spikes irregularly and at a low rate. In the limit when the number of neurons N --> infinity, the network exhibits a sharp transition between a stationary and an oscillatory global activity regime where neurons are weakly synchronized. The activity becomes oscillatory when the inhibitory feedback is strong enough. The period of the global oscillation is found to be mainly controlled by synaptic times but depends also on the characteristics of the external input. In large but finite networks, the analysis shows that global oscillations of finite coherence time generically exist both above and below the critical inhibition threshold. Their characteristics are determined as functions of systems parameters in these two different regimes. The results are found to be in good agreement with numerical simulations.
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收藏
页码:1621 / 1671
页数:51
相关论文
共 47 条
[1]   ASYNCHRONOUS STATES IN NETWORKS OF PULSE-COUPLED OSCILLATORS [J].
ABBOTT, LF ;
VANVREESWIJK, C .
PHYSICAL REVIEW E, 1993, 48 (02) :1483-1490
[2]  
Abeles M., 1991, CORTICONICS
[3]  
ABRAMOWITZ M, 1970, TABLES MATH FUNCTION
[4]   Model of global spontaneous activity and local structured activity during delay periods in the cerebral cortex [J].
Amit, DJ ;
Brunel, N .
CEREBRAL CORTEX, 1997, 7 (03) :237-252
[5]   Dynamics of a recurrent network of spiking neurons before and following learning [J].
Amit, DJ ;
Brunel, N .
NETWORK-COMPUTATION IN NEURAL SYSTEMS, 1997, 8 (04) :373-404
[6]  
[Anonymous], 1974, Differential Equations, Dynamical Systems, and Linear Algebra
[7]  
Bender C. M., 1987, ADV MATH METHODS SCI
[8]  
BRAGIN A, 1995, J NEUROSCI, V15, P47
[9]  
Braitenberg V., 1991, ANATOMY CORTEX
[10]   TEMPORAL STRUCTURE IN SPATIALLY ORGANIZED NEURONAL ENSEMBLES - A ROLE FOR INTERNEURONAL NETWORKS [J].
BUZSAKI, G ;
CHROBAK, JJ .
CURRENT OPINION IN NEUROBIOLOGY, 1995, 5 (04) :504-510