SYNCHRONY IN EXCITATORY NEURAL NETWORKS

被引:456
作者
HANSEL, D
MATO, G
MEUNIER, C
机构
[1] HEBREW UNIV JERUSALEM,RACAH INST PHYS,IL-91904 JERUSALEM,ISRAEL
[2] HEBREW UNIV JERUSALEM,CTR NEURAL COMPUTAT,IL-91904 JERUSALEM,ISRAEL
关键词
D O I
10.1162/neco.1995.7.2.307
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Synchronization properties of fully connected networks of identical oscillatory neurons are studied, assuming purely excitatory interactions. We analyze their dependence on the time course of the synaptic interaction and on the response of the neurons to small depolarizations. Two types of responses are distinguished. In the first type, neurons always respond to small depolarization by advancing the next spike. In the second type, an excitatory postsynaptic potential (EPSP) received after the refractory period delays the firing of the next spike, while an EPSP received at a later time advances the firing. For these two types of responses we derive general conditions under which excitation destabilizes in-phase synchrony. We show that excitation is generally desynchronizing for neurons with a response of type I but can be synchronizing for responses of type II when the synaptic interactions are fast. These results are illustrated on three models of neurons: the Lapicque integrate-and-fire model, the model of Conner ef al., and the Hodgkin-Huxley model. The latter exhibits a type II response, at variance with the first two models, that have type I responses. We then examine the consequences of these results for large networks, focusing on the states of partial coherence that emerge. Finally, we study the Lapicque model and the model of Conner et al. at large coupling and show that excitation can be desynchronizing even beyond the weak coupling regime.
引用
收藏
页码:307 / 337
页数:31
相关论文
共 36 条
[1]   ASYNCHRONOUS STATES IN NETWORKS OF PULSE-COUPLED OSCILLATORS [J].
ABBOTT, LF ;
VANVREESWIJK, C .
PHYSICAL REVIEW E, 1993, 48 (02) :1483-1490
[2]   Synchronization of Bursting Action Potential Discharge in a Model Network of Neocortical Neurons [J].
Bush, Paul C. ;
Douglas, Rodney J. .
NEURAL COMPUTATION, 1991, 3 (01) :19-30
[3]   NEURAL REPETITIVE FIRING - MODIFICATIONS OF HODGKIN-HUXLEY AXON SUGGESTED BY EXPERIMENTAL RESULTS FROM CRUSTACEAN AXONS [J].
CONNOR, JA ;
WALTER, D ;
MCKOWN, R .
BIOPHYSICAL JOURNAL, 1977, 18 (01) :81-102
[4]   FREQUENCY PLATEAUS IN A CHAIN OF WEAKLY COUPLED OSCILLATORS .1. [J].
ERMENTROUT, GB ;
KOPELL, N .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1984, 15 (02) :215-237
[5]   MULTIPLE PULSE INTERACTIONS AND AVERAGING IN SYSTEMS OF COUPLED NEURAL OSCILLATORS [J].
ERMENTROUT, GB ;
KOPELL, N .
JOURNAL OF MATHEMATICAL BIOLOGY, 1991, 29 (03) :195-217
[6]   SYNCHRONIZATION PROPERTIES OF SPINDLE OSCILLATIONS IN A THALAMIC RETICULAR NUCLEUS MODEL [J].
GOLOMB, D ;
WANG, XJ ;
RINZEL, J .
JOURNAL OF NEUROPHYSIOLOGY, 1994, 72 (03) :1109-1126
[7]   CLUSTERING IN GLOBALLY COUPLED PHASE OSCILLATORS [J].
GOLOMB, D ;
HANSEL, D ;
SHRAIMAN, B ;
SOMPOLINSKY, H .
PHYSICAL REVIEW A, 1992, 45 (06) :3516-3530
[8]  
GOLOMB D, 1994, PHYSICA D, V71, P259
[9]  
GRANNAN ER, 1992, NEURAL COMPUT, V4, P550
[10]   PATTERNS OF SYNCHRONY IN A HETEROGENEOUS HODGKIN-HUXLEY NEURAL-NETWORK WITH WEAK-COUPLING [J].
HANSEL, D ;
MATO, G .
PHYSICA A, 1993, 200 (1-4) :662-669