A review of methods for identifying stochastic resonance in simulations of single neuron models

被引:18
|
作者
McDonnell, Mark D. [1 ,2 ,3 ,4 ]
Iannella, Nicolangelo [1 ]
To, Minh-Son [5 ,6 ,7 ]
Tuckwell, Henry C. [2 ,8 ,9 ]
Jost, Juergen [8 ,10 ]
Gutkin, Boris S. [11 ,12 ]
Ward, Lawrence M. [3 ,4 ]
机构
[1] Univ S Australia, Inst Telecommun Res, Computat & Theoret Neurosci Lab, Mawson Lakes, SA 5095, Australia
[2] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA, Australia
[3] Univ British Columbia, Dept Psychol, Vancouver, BC, Canada
[4] Univ British Columbia, Brain Res Ctr, Vancouver, BC V5Z 1M9, Canada
[5] Australian Natl Univ, John Curtin Sch Med Res, Eccles Inst Neurosci, Canberra, ACT 2601, Australia
[6] Flinders Univ S Australia, Dept Human Physiol, Bedford Pk, SA, Australia
[7] Flinders Univ S Australia, Ctr Neurosci, Bedford Pk, SA, Australia
[8] Max Planck Inst Math Sci, Leipzig, Germany
[9] Monash Univ, Sch Math Sci, Clayton, Vic, Australia
[10] Santa Fe Inst Sci Complex, Santa Fe, NM USA
[11] Ecole Normale Super, Dept Etud Cognit, Grp Neural Theory, F-75231 Paris, France
[12] Natl Res Univ Higher Sch Econ, Ctr Cognit & Decis Making, Moscow, Russia
基金
澳大利亚研究理事会; 加拿大自然科学与工程研究理事会;
关键词
Stochastic resonance; noise; neuron models; stochastic facilitation; THRESHOLD FLUCTUATIONS; SIGNAL-TRANSDUCTION; NOISE; INFORMATION; DYNAMICS; SYSTEMS; SPIKING; NETWORK; MECHANORECEPTORS; TRANSMISSION;
D O I
10.3109/0954898X.2014.990064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Stochastic resonance (SR) is said to be observed when the presence of noise in a nonlinear system enables an output signal from the system to better represent some feature of an input signal than it does in the absence of noise. The effect has been observed in models of individual neurons, and in experiments performed on real neural systems. Despite the ubiquity of biophysical sources of stochastic noise in the nervous system, however, it has not yet been established whether neuronal computation mechanisms involved in performance of specific functions such as perception or learning might exploit such noise as an integral component, such that removal of the noise would diminish performance of these functions. In this paper we revisit the methods used to demonstrate stochastic resonance in models of single neurons. This includes a previously unreported observation in a multicompartmental model of a CA1-pyramidal cell. We also discuss, as a contrast to these classical studies, a form of 'stochastic facilitation', known as inverse stochastic resonance. We draw on the reviewed examples to argue why new approaches to studying 'stochastic facilitation' in neural systems need to be developed.
引用
收藏
页码:35 / 71
页数:37
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