Solitary waves of integrate-and-fire neural fields

被引:16
作者
Horn, D
Opher, I
机构
[1] School of Physics and Astronomy, Raymond Beverly Sackler Fac. E., Tel Aviv University
关键词
D O I
10.1162/neco.1997.9.8.1677
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Arrays of interacting identical neurons can develop coherent firing patterns, such as moving stripes that have been suggested as possible explanations of hallucinatory phenomena. Other known formations include rotating spirals and expanding concentric rings. We obtain all of them using a novel two-variable description of integrate-and-fire neurons that allows for a continuum formulation of neural fields. One of these variables distinguishes between the two different states of refractoriness and depolarization and acquires topological meaning when it is turned into a field. Hence, it leads to a topologic characterization of the ensuing solitary waves, or excitons. They are limited to pointlike excitations on a line and linear excitations, including all the examples noted above, on a two-dimensional surface. A moving patch of firing activity is not an allowed solitary wave on our neural surface. Only the presence of strong inhomogeneity that destroys the neural field continuity allows for the appearance of patchy incoherent firing patterns driven by excitatory interactions.
引用
收藏
页码:1677 / 1690
页数:14
相关论文
共 24 条
[1]   ASYNCHRONOUS STATES IN NETWORKS OF PULSE-COUPLED OSCILLATORS [J].
ABBOTT, LF ;
VANVREESWIJK, C .
PHYSICAL REVIEW E, 1993, 48 (02) :1483-1490
[2]  
AMARI S, 1977, BIOL CYBERN, V22, P77
[3]  
[Anonymous], 1993, ADV NEURAL INFORM PR
[4]   Dynamics of ongoing activity: Explanation of the large variability in evoked cortical responses [J].
Arieli, A ;
Sterkin, A ;
Grinvald, A ;
Aertsen, A .
SCIENCE, 1996, 273 (5283) :1868-1871
[5]   CONNECTIVITY AND THE DYNAMICS OF INTEGRATE-AND-FIRE NEURAL NETWORKS [J].
CHU, PH ;
MILTON, JG ;
COWAN, JD .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1994, 4 (01) :237-243
[6]   Spindle oscillation in cats: The role of corticothalamic feedback in a thalamically generated rhythm [J].
Contreras, D ;
Steriade, M .
JOURNAL OF PHYSIOLOGY-LONDON, 1996, 490 (01) :159-179
[7]  
Cowan J. D., 1985, SYNAPTIC MODIFICATIO, P223
[8]  
ERMENTROUT GB, 1979, BIOL CYBERN, V34, P136
[9]   IMPULSES AND PHYSIOLOGICAL STATES IN THEORETICAL MODELS OF NERVE MEMBRANE [J].
FITZHUGH, R .
BIOPHYSICAL JOURNAL, 1961, 1 (06) :445-&
[10]   SPONTANEOUS EXCITATIONS IN THE VISUAL-CORTEX - STRIPES, SPIRALS, RINGS, AND COLLECTIVE BURSTS [J].
FOHLMEISTER, C ;
GERSTNER, W ;
RITZ, R ;
VANHEMMEN, JL .
NEURAL COMPUTATION, 1995, 7 (05) :905-914