Literature DB >> 21299419

Traveling bumps and their collisions in a two-dimensional neural field.

Yao Lu1, Yuzuru Sato, Shun-Ichi Amari.   

Abstract

A neural field is a continuous version of a neural network model accounting for dynamical pattern forming from populational firing activities in neural tissues. These patterns include standing bumps, moving bumps, traveling waves, target waves, breathers, and spiral waves, many of them observed in various brain areas. They can be categorized into two types: a wave-like activity spreading over the field and a particle-like localized activity. We show through numerical experiments that localized traveling excitation patterns (traveling bumps), which behave like particles, exist in a two-dimensional neural field with excitation and inhibition mechanisms. The traveling bumps do not require any geometric restriction (boundary) to prevent them from propagating away, a fact that might shed light on how neurons in the brain are functionally organized. Collisions of traveling bumps exhibit rich phenomena; they might reveal the manner of information processing in the cortex and be useful in various applications. The trajectories of traveling bumps can be controlled by external inputs.

Mesh:

Year:  2011        PMID: 21299419     DOI: 10.1162/NECO_a_00111

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  6 in total

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3.  Interface dynamics in planar neural field models.

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4.  Propagating wave activity in a tangential cortical slice.

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Journal:  Neuroreport       Date:  2020-03-04       Impact factor: 1.703

5.  Wave-processing of long-scale information by neuronal chains.

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Journal:  PLoS One       Date:  2013-02-27       Impact factor: 3.240

6.  Transient localized wave patterns and their application to migraine.

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  6 in total

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