Literature DB >> 25186655

A neuron model of stochastic resonance using rectangular pulse trains.

Zachary Danziger1, Warren M Grill.   

Abstract

Stochastic resonance (SR) is the enhanced representation of a weak input signal by the addition of an optimal level of broadband noise to a nonlinear (threshold) system. Since its discovery in the 1980s the domain of input signals shown to be applicable to SR has greatly expanded, from strictly periodic inputs to now nearly any aperiodic forcing function. The perturbations (noise) used to generate SR have also expanded, from white noise to now colored noise or vibrational forcing. This study demonstrates that a new class of perturbations can achieve SR, namely, series of stochastically generated biphasic pulse trains. Using these pulse trains as 'noise' we show that a Hodgkin Huxley model neuron exhibits SR behavior when detecting weak input signals. This result is of particular interest to neuroscience because nearly all artificial neural stimulation is implemented with square current or voltage pulses rather than broadband noise, and this new method may facilitate the translation of the performance gains achievable through SR to neural prosthetics.

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Year:  2014        PMID: 25186655      PMCID: PMC4297574          DOI: 10.1007/s10827-014-0526-4

Source DB:  PubMed          Journal:  J Comput Neurosci        ISSN: 0929-5313            Impact factor:   1.621


  39 in total

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5.  Bayesian inference with probabilistic population codes.

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Journal:  Ann Neurol       Date:  2006-01       Impact factor: 10.422

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Authors:  W F Agnew; T G Yuen; D B McCreery; L A Bullara
Journal:  Exp Neurol       Date:  1986-04       Impact factor: 5.330

Review 9.  Noise in the nervous system.

Authors:  A Aldo Faisal; Luc P J Selen; Daniel M Wolpert
Journal:  Nat Rev Neurosci       Date:  2008-04       Impact factor: 34.870

10.  Optimal spike-based communication in excitable networks with strong-sparse and weak-dense links.

Authors:  Jun-nosuke Teramae; Yasuhiro Tsubo; Tomoki Fukai
Journal:  Sci Rep       Date:  2012-07-02       Impact factor: 4.379

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  4 in total

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Journal:  J Comput Neurosci       Date:  2022-01-13       Impact factor: 1.621

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4.  Modeling electrical stimulation of retinal ganglion cell with optimizing additive noises for reducing threshold and energy consumption.

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Journal:  Biomed Eng Online       Date:  2017-03-27       Impact factor: 2.819

  4 in total

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