Literature DB >> 12059590

Nonlinear dynamics of direction-selective recurrent neural media.

Xiaohui Xie1, Martin A Giese.   

Abstract

The direction selectivity of cortical neurons can be accounted for by asymmetric lateral connections. Such lateral connectivity leads to a network dynamics with characteristic properties that can be exploited for distinguishing in neurophysiological experiments this mechanism for direction selectivity from other possible mechanisms. We present a mathematical analysis for a class of direction-selective neural models with asymmetric lateral connections. Contrasting with earlier theoretical studies that have analyzed approximations of the network dynamics by neglecting nonlinearities using methods from linear systems theory, we study the network dynamics with nonlinearity taken into consideration. We show that asymmetrically coupled networks can stabilize stimulus-locked traveling pulse solutions that are appropriate for the modeling of the responses of direction-selective neurons. In addition, our analysis shows that outside a certain regime of stimulus speeds the stability of these solutions breaks down, giving rise to lurching activity waves with specific spatiotemporal periodicity. These solutions, and the bifurcation by which they arise, cannot be easily accounted for by classical models for direction selectivity.

Mesh:

Year:  2002        PMID: 12059590     DOI: 10.1103/PhysRevE.65.051904

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


  3 in total

1.  Physiologically inspired model for the visual recognition of transitive hand actions.

Authors:  Falk Fleischer; Vittorio Caggiano; Peter Thier; Martin A Giese
Journal:  J Neurosci       Date:  2013-04-10       Impact factor: 6.167

2.  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

3.  Stimulus motion propels traveling waves in binocular rivalry.

Authors:  Tomas Knapen; Raymond van Ee; Randolph Blake
Journal:  PLoS One       Date:  2007-08-15       Impact factor: 3.240

  3 in total

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