Issue
EPL
Volume 83, Number 4, August 2008
Article Number 46006
Number of page(s) 5
Section Condensed Matter: Structural, Mechanical and Thermal Properties
DOI http://dx.doi.org/10.1209/0295-5075/83/46006
Published online 19 August 2008
EPL, 83 (2008) 46006
DOI: 10.1209/0295-5075/83/46006

Functional optimization in complex excitable networks

S. Johnson, J. Marro and J. J. Torres

Departamento de Electromagnetismo y Física de la Materia, and Institute "Carlos I" for Theoretical and Computational Physics, Facultad de Ciencias, Universidad de Granada - 18071-Granada, Spain, EU


received 10 April 2008; accepted in final form 1 July 2008; published August 2008
published online 19 August 2008

Abstract
We study the effect of varying wiring in excitable random networks in which connection weights change with activity to mold local resistance or facilitation due to fatigue. Dynamic attractors, corresponding to patterns of activity, are then easily destabilized according to three main modes, including one in which the activity shows chaotic hopping among the patterns. We describe phase transitions to this regime, and show a monotonous dependence of critical parameters on the heterogeneity of the wiring distribution. Such correlation between topology and functionality implies, in particular, that tasks which require unstable behavior -such as pattern recognition, family discrimination and categorization- can be most efficiently performed on highly heterogeneous networks. It also follows a possible explanation for the abundance in nature of scale-free network topologies.

PACS
64.60.an - Finite-size systems.
05.45.-a - Nonlinear dynamics and chaos.
84.35.+i - Neural networks.

© EPLA 2008