Literature DB >> 17500927

Random fluctuations of the firing rate function in a continuum neural field model.

C A Brackley1, M S Turner.   

Abstract

We incorporate a source of noise into a continuum neural field model by allowing the firing threshold to fluctuate noisily about a mean value, and examine traveling wave front solutions. Under certain conditions we are able to calculate the first and second moments of the distributions of the resulting time varying front speed and shape. This is then compared with more complete numerical solutions. Fluctuations in the wave front speed and in the shape (i.e., fluctuations in activity at particular coordinate positions across the wave front) were found to increase as the magnitude of the fluctuations in firing threshold increased. The mean speed was found to increase as the magnitude of the fluctuations increases. The role of the correlation time for the threshold variation is also investigated. We also study the role of threshold fluctuations in the failure of front propagation, both in the fast and slow varying noise limits.

Mesh:

Year:  2007        PMID: 17500927     DOI: 10.1103/PhysRevE.75.041913

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  4 in total

1.  Macroscopic coherent structures in a stochastic neural network: from interface dynamics to coarse-grained bifurcation analysis.

Authors:  Daniele Avitable; Kyle C A Wedgwood
Journal:  J Math Biol       Date:  2017-02-01       Impact factor: 2.259

2.  Speed hysteresis and noise shaping of traveling fronts in neural fields: role of local circuitry and nonlocal connectivity.

Authors:  Cristiano Capone; Maurizio Mattia
Journal:  Sci Rep       Date:  2017-01-03       Impact factor: 4.379

3.  Traveling pulses in a stochastic neural field model of direction selectivity.

Authors:  Paul C Bressloff; Jeremy Wilkerson
Journal:  Front Comput Neurosci       Date:  2012-10-29       Impact factor: 2.380

4.  Large deviations for nonlocal stochastic neural fields.

Authors:  Christian Kuehn; Martin G Riedler
Journal:  J Math Neurosci       Date:  2014-04-17       Impact factor: 1.300

  4 in total

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