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Abstract:

We develop an extension of the Ott-Antonsen method [E. Ott and T. M. Antonsen, Chaos 18(3), 037113 (2008)] that allows obtaining the mean activity (spiking rate) of a population of excitable units. By means of the Ott-Antonsen method, equations for the dynamics of the order parameters of coupled excitatory and inhibitory populations of excitable units are obtained, and their mean activities are computed. Two different excitable systems are studied: Adler units and theta neurons. The resulting bifurcation diagrams are compared with those obtained from studying the phenomenological Wilson-Cowan model in some regions of the parameter space. Compatible behaviors, as well as higher dimensional chaotic solutions, are observed. We study numerical simulations to further validate the equations.

Registro:

Documento: Artículo
Título:Average activity of excitatory and inhibitory neural populations
Autor:Roulet, J.; Mindlin, G.B.
Filiación:Department of Physics, FCEyN, UBA, IFIBA, CONICET, Ciudad Universitaria, Pab I, cp 1428, Buenos Aires, Argentina
Año:2016
Volumen:26
Número:9
DOI: http://dx.doi.org/10.1063/1.4962326
Título revista:Chaos
Título revista abreviado:Chaos
ISSN:10541500
Registro:https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_10541500_v26_n9_p_Roulet

Referencias:

  • Ott, E., Antonsen, T.M., Low dimensional behavior of large systems of globally coupled oscillators (2008) Chaos, 18 (3)
  • Winfree, A.T., Biological rhythms and the behavior of populations of coupled oscillators (1967) J. Theor. Biol., 16 (1), pp. 15-42
  • Kuramoto, Y., Self-entrainment of a population of coupled non-linear oscillators (1975) International Symposium on Mathematical Problems in Theoretical Physics, pp. 420-422. , (Springer Verlag, New York)
  • Strogatz, S.H., From Kuramoto to Crawford: Exploring the onset of synchronization in populations of coupled oscillators (2000) Physica D, 143 (1-4), pp. 1-20
  • Alonso, L.M., Alliende, J.A., Mindlin, G.B., Dynamical origin of complex motor patterns (2010) Eur. Phys. J. D, 60 (2), pp. 361-367
  • Alonso, L.M., Mindlin, G.B., Average dynamics of a driven set of globally coupled excitable units (2011) Chaos, 21 (2)
  • So, P., Luke, T.B., Barreto, E., Networks of theta neurons with timevarying excitability: Macroscopic chaos, multistability, and final-state uncertainty (2014) Physica D, 267, pp. 16-26
  • Hoppensteadt, F.C., Izhikevich, E.M., (1997) Weakly Connected Neural Networks, , Springer, New York
  • Montbrió, E., Pazó, D., Roxin, A., Macroscopic description for networks of spiking neurons (2015) Phys. Rev. X, 5 (2)
  • Adler, R., A study of locking phenomena in oscillators (1946) Proc. IRE, 34 (6), pp. 351-357
  • Ermentrout, G.B., Kopell, N., Parabolic bursting in an excitable system coupled with a slow oscillation (1986) SIAM J. Appl. Math., 46 (2), pp. 233-253
  • Ott, E., Antonsen, T.M., Long time evolution of phase oscillator systems (2009) Chaos, 19 (2)
  • Laing, C.R., Derivation of a neural field model from a network of theta neurons (2014) Phys. Rev. E, 90 (1)
  • Clewley, R., Hybrid models and biological model reduction with PyDSTool (2012) PLoS Comput. Biol., 8 (8)
  • Alonso, R.G., Trevisan, M.A., Amador, A., Goller, F., Mindlin, G.B., A circular model for song motor control in serinus canaria (2015) Front. Comput. Neurosci., 9, p. 41

Citas:

---------- APA ----------
Roulet, J. & Mindlin, G.B. (2016) . Average activity of excitatory and inhibitory neural populations. Chaos, 26(9).
http://dx.doi.org/10.1063/1.4962326
---------- CHICAGO ----------
Roulet, J., Mindlin, G.B. "Average activity of excitatory and inhibitory neural populations" . Chaos 26, no. 9 (2016).
http://dx.doi.org/10.1063/1.4962326
---------- MLA ----------
Roulet, J., Mindlin, G.B. "Average activity of excitatory and inhibitory neural populations" . Chaos, vol. 26, no. 9, 2016.
http://dx.doi.org/10.1063/1.4962326
---------- VANCOUVER ----------
Roulet, J., Mindlin, G.B. Average activity of excitatory and inhibitory neural populations. Chaos. 2016;26(9).
http://dx.doi.org/10.1063/1.4962326