Reconstructing chaotic dynamics through spike filters

被引:23
作者
Castro, R
Sauer, T
机构
[1] Colegio Univ Humacao, Dept Matemat Computac, Humacao, PR 00791 USA
[2] George Mason Univ, Inst Computat Sci & Informat, Fairfax, VA 22030 USA
[3] George Mason Univ, Dept Math Sci, Fairfax, VA 22030 USA
来源
PHYSICAL REVIEW E | 1999年 / 59卷 / 03期
关键词
D O I
10.1103/PhysRevE.59.2911
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
We consider the problem of reconstructing chaotic attractors from spike trains produced by model neurons. We find that the period-parameter plot, which displays the dependence of the oscillation frequency of the spiking model on the input level, is a useful device for determining the success of reconstruction. A three-dimensional version of Fitzhugh-Nagumo spiking dynamics is investigated along with other models. [S1063-651X(99)11103-6].
引用
收藏
页码:2911 / 2917
页数:7
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