Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.

Neural Field models (NFM) play an important role in the understanding of neural population dynamics on a mesoscopic spatial and temporal scale. Their numerical simulation is an essential element in the analysis of their spatio-temporal dynamics. The simulation tool described in this work considers s...

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Main Authors: Eric James Nichols, Axel eHutt
Format: Article
Language:English
Published: Frontiers Media S.A. 2015-10-01
Series:Frontiers in Neuroinformatics
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fninf.2015.00025/full
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spelling doaj-aa906229ad674274ace65ece0830c1852020-11-24T23:41:24ZengFrontiers Media S.A.Frontiers in Neuroinformatics1662-51962015-10-01910.3389/fninf.2015.00025152608Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.Eric James Nichols0Axel eHutt1INRIAINRIANeural Field models (NFM) play an important role in the understanding of neural population dynamics on a mesoscopic spatial and temporal scale. Their numerical simulation is an essential element in the analysis of their spatio-temporal dynamics. The simulation tool described in this work considers scalar spatially homogeneous neural fields taking into account a finite axonal transmission speed and synaptic temporal derivatives of first and second order. A text-based interface offers complete control of field parameters and several approaches are used to accelerate simulations. A graphical output utilizes video hardware acceleration to display running output with reduced computational hindrance compared to simulators that are exclusively software-based. Diverse applications of the tool demonstrate breather oscillations, static and dynamic Turing patterns and activity spreading with finite propagation speed. The simulator is open source to allow tailoring of code and this is presented with an extension use case.http://journal.frontiersin.org/Journal/10.3389/fninf.2015.00025/fullpattern formation3D visualizationnumerical simulationDelayneural field
collection DOAJ
language English
format Article
sources DOAJ
author Eric James Nichols
Axel eHutt
spellingShingle Eric James Nichols
Axel eHutt
Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
Frontiers in Neuroinformatics
pattern formation
3D visualization
numerical simulation
Delay
neural field
author_facet Eric James Nichols
Axel eHutt
author_sort Eric James Nichols
title Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
title_short Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
title_full Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
title_fullStr Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
title_full_unstemmed Neural Field Simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
title_sort neural field simulator: two-dimensional spatio-temporal dynamics involving finite transmission speed.
publisher Frontiers Media S.A.
series Frontiers in Neuroinformatics
issn 1662-5196
publishDate 2015-10-01
description Neural Field models (NFM) play an important role in the understanding of neural population dynamics on a mesoscopic spatial and temporal scale. Their numerical simulation is an essential element in the analysis of their spatio-temporal dynamics. The simulation tool described in this work considers scalar spatially homogeneous neural fields taking into account a finite axonal transmission speed and synaptic temporal derivatives of first and second order. A text-based interface offers complete control of field parameters and several approaches are used to accelerate simulations. A graphical output utilizes video hardware acceleration to display running output with reduced computational hindrance compared to simulators that are exclusively software-based. Diverse applications of the tool demonstrate breather oscillations, static and dynamic Turing patterns and activity spreading with finite propagation speed. The simulator is open source to allow tailoring of code and this is presented with an extension use case.
topic pattern formation
3D visualization
numerical simulation
Delay
neural field
url http://journal.frontiersin.org/Journal/10.3389/fninf.2015.00025/full
work_keys_str_mv AT ericjamesnichols neuralfieldsimulatortwodimensionalspatiotemporaldynamicsinvolvingfinitetransmissionspeed
AT axelehutt neuralfieldsimulatortwodimensionalspatiotemporaldynamicsinvolvingfinitetransmissionspeed
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