Evaluation of entrainment of a nonlinear neural oscillator to white noise

被引:33
作者
Ritt, J [1 ]
机构
[1] MIT, McGovern Inst Brain Res, Cambridge, MA 02139 USA
来源
PHYSICAL REVIEW E | 2003年 / 68卷 / 04期
关键词
D O I
10.1103/PhysRevE.68.041915
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The Lyapunov exponent for a one-dimensional neural oscillator model, the theta neuron, is computed for white noise forcing, using the steady-state solution to the associated Fokker-Planck equation. The latter is mildly singular, due to the nature of the multiplicative input. In agreement with previous results with similar models, the exponent is negative for all forcing amplitudes, but here it is shown to be small, relative to that for periodic drive, in a range of forcing strengths. Thus the synchronization of an ensemble of independent neurons receiving common but random input can be slow. Moreover, this implies that aperiodic input may be suboptimal, in some contexts, for preserving the reliability of fine spike timing, a potentially important component of the neural "code."
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页数:7
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