: We study a stochastic version of the Wilson-Cowan model of neural dynamics, where the response function of neurons grows faster than linearly above the threshold. The model shows a region of parameters where two attractive fixed points of the dynamics exist simultaneously. One fixed point is characterized by lower activity and scale-free critical behavior, while the second fixed point corresponds to a higher (supercritical) persistent activity, with small fluctuations around a mean value. When the number of neurons is not too large, the system can switch between these two different states with a probability depending on the parameters of the network. Along with alternation of states, the model displays a bimodal distribution of the avalanches of activity, with a power-law behavior corresponding to the critical state, and a bump of very large avalanches due to the high-activity supercritical state. The bistability is due to the presence of a first-order (discontinuous) transition in the phase diagram, and the observed critical behavior is connected with the line where the low-activity state becomes unstable (spinodal line).

Bistability and criticality in the stochastic Wilson-Cowan model / Esposito, Elena; De Candia, Antonio. - In: PHYSICAL REVIEW. E. - ISSN 2470-0045. - 107:3-1(2023), p. 034404. [10.1103/PhysRevE.107.034404]

Bistability and criticality in the stochastic Wilson-Cowan model

Hanieh Alvankar Golpayegan
Primo
;
Antonio de Candia
Ultimo
2023

Abstract

: We study a stochastic version of the Wilson-Cowan model of neural dynamics, where the response function of neurons grows faster than linearly above the threshold. The model shows a region of parameters where two attractive fixed points of the dynamics exist simultaneously. One fixed point is characterized by lower activity and scale-free critical behavior, while the second fixed point corresponds to a higher (supercritical) persistent activity, with small fluctuations around a mean value. When the number of neurons is not too large, the system can switch between these two different states with a probability depending on the parameters of the network. Along with alternation of states, the model displays a bimodal distribution of the avalanches of activity, with a power-law behavior corresponding to the critical state, and a bump of very large avalanches due to the high-activity supercritical state. The bistability is due to the presence of a first-order (discontinuous) transition in the phase diagram, and the observed critical behavior is connected with the line where the low-activity state becomes unstable (spinodal line).
2023
Bistability and criticality in the stochastic Wilson-Cowan model / Esposito, Elena; De Candia, Antonio. - In: PHYSICAL REVIEW. E. - ISSN 2470-0045. - 107:3-1(2023), p. 034404. [10.1103/PhysRevE.107.034404]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/960600
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