Neuronal avalanches and criticality: A dynamical model for homeostasis

被引:30
作者
Hsu, David [1 ]
Beggs, John M.
机构
[1] Univ Wisconsin, Dept Neurol, Madison, WI 53706 USA
[2] Indiana Univ, Dept Phys, Bloomington, IN 47405 USA
基金
美国国家卫生研究院;
关键词
firing rate homeostasis; criticality; synaptic scaling;
D O I
10.1016/j.neucom.2005.12.060
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The dynamics of microelectrode local field potentials from cortical slice cultures shows critical behavior. A desirable feature of criticality is that information transmission is optimal in this state. We explore a biologically plausible neural net model that can dynamically converge on criticality and that can return to criticality if perturbed away from it. Our model assumes the presence of a preferred target firing rate, with dynamical adjustments of internodal connection strengths to approach this firing rate. We suggest that mechanisms for maintaining firing rate homeostasis may also maintain a neural system at criticality. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:1134 / 1136
页数:3
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