Phase resetting and coupling of noisy neural oscillators

被引:36
作者
Ermentrout, Bard [1 ]
Saunders, David [1 ]
机构
[1] Univ Pittsburgh, Dept Math, Pittsburgh, PA 15260 USA
基金
美国国家科学基金会;
关键词
noise; neural oscillators; phase resetting; pulsatile coupling;
D O I
10.1007/s10827-005-5427-0
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A number of experimental groups have recently computed Phase Response Curves (PRCs) for neurons. There is a great deal of noise in the data. We apply methods from stochastic nonlinear dynamics to coupled noisy phase-resetting maps and obtain the invariant density of phase distributions. By exploiting the special structure of PRCs, we obtain some approximations for the invariant distributions. Comparisons to Monte-Carlo simulations are made. We show how phase-dependence of the noise can move the peak of the invariant density away from the peak expected from the analysis of the deterministic system and thus lead to noise-induced bifurcations.
引用
收藏
页码:179 / 190
页数:12
相关论文
共 22 条
[1]   The Kuramoto model:: A simple paradigm for synchronization phenomena [J].
Acebrón, JA ;
Bonilla, LL ;
Vicente, CJP ;
Ritort, F ;
Spigler, R .
REVIEWS OF MODERN PHYSICS, 2005, 77 (01) :137-185
[2]   Phase diagram for the Winfree model of coupled nonlinear oscillators [J].
Ariaratnam, JT ;
Strogatz, SH .
PHYSICAL REVIEW LETTERS, 2001, 86 (19) :4278-4281
[3]   Neuronal oscillations in cortical networks [J].
Buzsáki, G ;
Draguhn, A .
SCIENCE, 2004, 304 (5679) :1926-1929
[4]   Frequency control in synchronized networks of inhibitory neurons [J].
Chow, CC ;
White, JA ;
Ritt, J ;
Kopell, N .
JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 1998, 5 (04) :407-420
[5]   The effects of spike frequency adaptation and negative feedback on the synchronization of neural oscillators [J].
Ermentrout, B ;
Pascal, M ;
Gutkin, B .
NEURAL COMPUTATION, 2001, 13 (06) :1285-1310
[6]   Efficient estimation of phase-resetting curves in real neurons and its significance for neural-network modeling -: art. no. 158101 [J].
Galán, RF ;
Ermentrout, GB ;
Urban, NN .
PHYSICAL REVIEW LETTERS, 2005, 94 (15)
[7]  
Gardiner C. W, 1997, HDB STOCHASTIC METHO
[8]   Synchrony, stability, and firing patterns in pulse-coupled oscillators [J].
Goel, P ;
Ermentrout, B .
PHYSICA D-NONLINEAR PHENOMENA, 2002, 163 (3-4) :191-216
[9]   Simple model of spiking neurons [J].
Izhikevich, EM .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (06) :1569-1572
[10]   Alpha-frequency rhythms desynchronize over long cortical distances: A modeling study [J].
Jones, SR ;
Pinto, DJ ;
Kaper, TJ ;
Kopell, N .
JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2000, 9 (03) :271-291