Travelling waves in models of neural tissue: from localised structures to periodic waves

We consider travelling waves (fronts, pulses and periodics) in spatially extended one dimensional neural field models. We demonstrate for an excitatory field with linear adaptation that, in addition to an expected stable pulse solution, a stable anti-pulse can exist. Varying the adaptation strength...

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Main Authors: Meijer, Hil, Coombes, Stephen
Format: Article
Published: Springer 2014
Subjects:
Online Access:https://eprints.nottingham.ac.uk/41035/
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author Meijer, Hil
Coombes, Stephen
author_facet Meijer, Hil
Coombes, Stephen
author_sort Meijer, Hil
building Nottingham Research Data Repository
collection Online Access
description We consider travelling waves (fronts, pulses and periodics) in spatially extended one dimensional neural field models. We demonstrate for an excitatory field with linear adaptation that, in addition to an expected stable pulse solution, a stable anti-pulse can exist. Varying the adaptation strength we unravel the organizing centers of the bifurcation diagram for fronts and pulses, with a mixture of exact analysis for a Heaviside firing rate function and novel numerical schemes otherwise. These schemes, for non-local models with space-dependent delays, further allow for the construction and continuation of periodic waves. We use them to construct the dispersion curve – wave speed as a function of period – and find that they can be oscillatory and multi-valued, suggesting bistability of periodic waves. A kinematic theory predicts the onset of wave instabilities at stationary points in the dispersion curve, leading to period doubling behaviour, and is confirmed with direct numerical simulations. We end with a discussion of how the construction of dispersion curves may allow a useful classification scheme of neural field models for epileptic waves.
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spelling nottingham-410352020-05-04T16:45:21Z https://eprints.nottingham.ac.uk/41035/ Travelling waves in models of neural tissue: from localised structures to periodic waves Meijer, Hil Coombes, Stephen We consider travelling waves (fronts, pulses and periodics) in spatially extended one dimensional neural field models. We demonstrate for an excitatory field with linear adaptation that, in addition to an expected stable pulse solution, a stable anti-pulse can exist. Varying the adaptation strength we unravel the organizing centers of the bifurcation diagram for fronts and pulses, with a mixture of exact analysis for a Heaviside firing rate function and novel numerical schemes otherwise. These schemes, for non-local models with space-dependent delays, further allow for the construction and continuation of periodic waves. We use them to construct the dispersion curve – wave speed as a function of period – and find that they can be oscillatory and multi-valued, suggesting bistability of periodic waves. A kinematic theory predicts the onset of wave instabilities at stationary points in the dispersion curve, leading to period doubling behaviour, and is confirmed with direct numerical simulations. We end with a discussion of how the construction of dispersion curves may allow a useful classification scheme of neural field models for epileptic waves. Springer 2014-03-06 Article PeerReviewed Meijer, Hil and Coombes, Stephen (2014) Travelling waves in models of neural tissue: from localised structures to periodic waves. EPJ Nonlinear Biomedical Physics, 2 (3). pp. 1-18. ISSN 2195-0008 Neural field theory Brain wave equation Numerical continuation Anti-pulse Dispersion curve http://epjnonlinearbiomedphys.springeropen.com/articles/10.1140/epjnbp16 doi:10.1140/epjnbp16 doi:10.1140/epjnbp16
spellingShingle Neural field theory
Brain wave equation
Numerical continuation
Anti-pulse
Dispersion curve
Meijer, Hil
Coombes, Stephen
Travelling waves in models of neural tissue: from localised structures to periodic waves
title Travelling waves in models of neural tissue: from localised structures to periodic waves
title_full Travelling waves in models of neural tissue: from localised structures to periodic waves
title_fullStr Travelling waves in models of neural tissue: from localised structures to periodic waves
title_full_unstemmed Travelling waves in models of neural tissue: from localised structures to periodic waves
title_short Travelling waves in models of neural tissue: from localised structures to periodic waves
title_sort travelling waves in models of neural tissue: from localised structures to periodic waves
topic Neural field theory
Brain wave equation
Numerical continuation
Anti-pulse
Dispersion curve
url https://eprints.nottingham.ac.uk/41035/
https://eprints.nottingham.ac.uk/41035/
https://eprints.nottingham.ac.uk/41035/