Control of neural chaos by synaptic noise

被引:4
作者
Cortes, J. M. [1 ]
Torres, J. J.
Marro, J.
机构
[1] Univ Edinburgh, Inst Adapt & Neural Computat, Sch Informat, Edinburgh EH1 2QL, Midlothian, Scotland
[2] Univ Granada, Univ Carlos I Theoret & Computat Phys, E-18071 Granada, Spain
[3] Univ Granada, Dept Electromagnetismo & Fis Mat, E-18071 Granada, Spain
基金
英国工程与自然科学研究理事会;
关键词
neural automata; control of neural chaos; synaptic noise; activity-dependent processes; associative memory;
D O I
10.1016/j.biosystems.2006.09.013
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We study neural automata- or neurobiologically inspired cellular automata- which exhibits chaotic itinerancy among the different stored patterns or memories. This is a consequence of activity-dependent synaptic fluctuations, which continuously destabilize the attractor and induce irregular hopping to other possible attractors. The nature of these irregularities depends on the dynamic details, namely, on the intensity of the synaptic noise and the number of sites of the network, which are synchronously updated at each time step. Varying these factors, different regimes occur, ranging from regular to chaotic dynamics. As a result, and in absence of external agents, the chaotic behavior may turn regular after tuning the noise intensity. It is argued that a similar mechanism might be on the basis of self-controlling chaos in natural systems. (c) 2006 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:186 / 190
页数:5
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