Front Propagation in Stochastic Neural Fields

We analyze the effects of extrinsic multiplicative noise on front propagation in a scalar neural field with excitatory connections. Using a separation of time scales, we represent the fluctuating front in terms of a diffusive-like displacement (wandering) of the front from its uniformly translating position at long time scales, and fluctuations in the front profile around its instantaneous position at short time scales. One major result of our analysis is a comparison between freely propagating fronts and fronts locked to an externally moving stimulus. We show that the latter are much more robust to noise, since the stochastic wandering of the mean front profile is described by an Ornstein--Uhlenbeck process rather than a Wiener process, so that the variance in front position saturates in the long time limit rather than increasing linearly with time. Finally, we consider a stochastic neural field that supports a pulled front in the deterministic limit, and show that the wandering of such a front is now su...

[1]  Paul C. Bressloff,et al.  Stimulus-Locked Traveling Waves and Breathers in an Excitatory Neural Network , 2005, SIAM J. Appl. Math..

[2]  B. Ermentrout Neural networks as spatio-temporal pattern-forming systems , 1998 .

[3]  A. Hutt,et al.  Additive noise-induced Turing transitions in spatial systems with application to neural fields and the Swift-Hohenberg equation , 2008 .

[4]  Jian-Young Wu,et al.  Spiral Waves in Disinhibited Mammalian Neocortex , 2004, The Journal of Neuroscience.

[5]  G. Ermentrout,et al.  Existence and uniqueness of travelling waves for a neural network , 1993, Proceedings of the Royal Society of Edinburgh: Section A Mathematics.

[6]  P. Bressloff Metastable states and quasicycles in a stochastic Wilson-Cowan model of neuronal population dynamics. , 2010, Physical review. E, Statistical, nonlinear, and soft matter physics.

[7]  B. Connors,et al.  Initiation, Propagation, and Termination of Epileptiform Activity in Rodent Neocortex In Vitro Involve Distinct Mechanisms , 2005, The Journal of Neuroscience.

[8]  Werner Ebeling,et al.  Effect of Fluctuation on Plane Front Propagation in Bistable Nonequilibrium Systems , 1983 .

[9]  S. Amari Dynamics of pattern formation in lateral-inhibition type neural fields , 1977, Biological Cybernetics.

[10]  Wilhelm Stannat,et al.  Front Propagation in Stochastic Neural Fields: A Rigorous Mathematical Framework , 2014, SIAM J. Appl. Dyn. Syst..

[11]  Olivier Faugeras,et al.  Mean Field description of and propagation of chaos in recurrent multipopulation networks of Hodgkin-Huxley and Fitzhugh-Nagumo neurons , 2011, 1110.4294.

[12]  Bernard Derrida,et al.  Shift in the velocity of a front due to a cutoff , 1997 .

[13]  P. Robinson,et al.  Prediction of electroencephalographic spectra from neurophysiology. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[14]  Athanassios S. Fokas,et al.  Complex Variables: Preface , 2003 .

[15]  A. Kolmogoroff,et al.  Study of the Diffusion Equation with Growth of the Quantity of Matter and its Application to a Biology Problem , 1988 .

[16]  Paul C. Bressloff,et al.  Stochastic Neural Field Theory and the System-Size Expansion , 2009, SIAM J. Appl. Math..

[17]  N. Logothetis,et al.  Visual competition , 2002, Nature Reviews Neuroscience.

[18]  Debabrata Panja Effects of fluctuations on propagating fronts , 2003 .

[19]  Evgenii A. Novikov,et al.  Functionals and the random-force method in turbulence theory , 1965 .

[20]  C. Bowden,et al.  Waves , 2011 .

[21]  R. Fisher THE WAVE OF ADVANCE OF ADVANTAGEOUS GENES , 1937 .

[22]  Carlo R. Laing,et al.  PDE Methods for Nonlocal Models , 2003, SIAM J. Appl. Dyn. Syst..

[23]  Michael A. Buice,et al.  Systematic Fluctuation Expansion for Neural Network Activity Equations , 2009, Neural Computation.

[24]  P. Bressloff Traveling fronts and wave propagation failure in an inhomogeneous neural network , 2001 .

[25]  Bard Ermentrout,et al.  Spatially Structured Activity in Synaptically Coupled Neuronal Networks: I. Traveling Fronts and Pulses , 2001, SIAM J. Appl. Math..

[26]  Axel Hutt,et al.  Generalization of the reaction-diffusion, Swift-Hohenberg, and Kuramoto-Sivashinsky equations and effects of finite propagation speeds. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[27]  Werner Ebeling,et al.  Stochastic motion of the propagating front in bistable media , 1983 .

[28]  J. Cowan,et al.  Field-theoretic approach to fluctuation effects in neural networks. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[29]  H. Haken,et al.  A derivation of a macroscopic field theory of the brain from the quasi-microscopic neural dynamics , 1997 .

[30]  Randolph Blake,et al.  Periodic perturbations producing phase-locked fluctuations in visual perception. , 2009, Journal of vision.

[31]  Bard Ermentrout,et al.  Stimulus-Driven Traveling Solutions in Continuum Neuronal Models with a General Smooth Firing Rate Function , 2010, SIAM J. Appl. Math..

[32]  James D. Murray Mathematical Biology: I. An Introduction , 2007 .

[33]  M. Shelley,et al.  An effective kinetic representation of fluctuation-driven neuronal networks with application to simple and complex cells in visual cortex. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[34]  S. Schiff,et al.  Control of traveling waves in the Mammalian cortex. , 2005, Physical review letters.

[35]  S. A. Gourley Travelling front solutions of a nonlocal Fisher equation , 2000, Journal of mathematical biology.

[36]  Jerzy Gorecki,et al.  On the stochastic correlations in a randomly perturbed chemical front , 1992 .

[37]  Randolph Blake,et al.  Traveling waves of activity in primary visual cortex during binocular rivalry , 2005, Nature Neuroscience.

[38]  John M. Beggs,et al.  Behavioral / Systems / Cognitive Neuronal Avalanches Are Diverse and Precise Activity Patterns That Are Stable for Many Hours in Cortical Slice Cultures , 2004 .

[39]  Stephen Coombes,et al.  Waves, bumps, and patterns in neural field theories , 2005, Biological Cybernetics.

[40]  J. M. Sancho,et al.  Ballistic and diffusive corrections to front propagation in the presence of multiplicative noise , 1998 .

[41]  Stephen Coombes,et al.  Evans Functions for Integral Neural Field Equations with Heaviside Firing Rate Function , 2004, SIAM J. Appl. Dyn. Syst..

[42]  Henri Berestycki,et al.  The non-local Fisher–KPP equation: travelling waves and steady states , 2009 .

[43]  Sancho,et al.  External fluctuations in a pattern-forming instability. , 1996, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[44]  D. Liley,et al.  Modeling electrocortical activity through improved local approximations of integral neural field equations. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[45]  P. Bressloff Spatiotemporal dynamics of continuum neural fields , 2012 .

[46]  Ebert,et al.  Subdiffusive fluctuations of "pulled" fronts with multiplicative noise , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[47]  S. Coombes,et al.  Pulsating fronts in periodically modulated neural field models. , 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

[48]  Linghai Zhang,et al.  On stability of traveling wave solutions in synaptically coupled neuronal networks , 2003, Differential and Integral Equations.

[49]  M. S. Turner,et al.  Random fluctuations of the firing rate function in a continuum neural field model. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[50]  H. Wilson,et al.  Dynamics of travelling waves in visual perception , 2001, Nature.

[51]  S. Coombes,et al.  WAVES IN RANDOM NEURAL MEDIA , 2012 .

[52]  C. Gardiner Handbook of Stochastic Methods , 1983 .

[53]  Gabriel J. Lord,et al.  Effects of noise on models of spiny dendrites , 2011, Journal of Computational Neuroscience.

[54]  W. Saarloos Front propagation into unstable states , 2003, cond-mat/0308540.

[55]  Olivier D. Faugeras,et al.  A Constructive Mean-Field Analysis of Multi-Population Neural Networks with Random Synaptic Weights and Stochastic Inputs , 2008, Front. Comput. Neurosci..

[56]  W. Saarloos,et al.  Front propagation into unstable states : universal algebraic convergence towards uniformly translating pulled fronts , 2000, cond-mat/0003181.

[57]  J. Touboul Propagation of chaos in neural fields , 2011, 1108.2414.

[58]  Paul C. Bressloff,et al.  Neural field model of binocular rivalry waves , 2012, Journal of Computational Neuroscience.

[59]  J. M. Sancho,et al.  Spatiotemporal order out of noise , 2007 .

[60]  D. Plenz,et al.  The organizing principles of neuronal avalanches: cell assemblies in the cortex? , 2007, Trends in Neurosciences.