Dynamic regulation of resource transport induces criticality in interdependent networks of excitable units

TL;DR

This paper demonstrates that dynamic resource regulation in interdependent networks of excitable units can induce criticality, leading to power-law activity avalanches and robustness against heterogeneity, with a simplified model capturing key behaviors.

Contribution

It introduces a novel inter-network regulation mechanism that self-organizes networks into a critical state, reproducing experimental avalanche distributions and enhancing stability.

Findings

Power-law distribution of activity avalanches observed.

Resource transport stabilizes network against heterogeneity.

Reduced 3D map accurately models full system behavior.

Abstract

Various functions of a network of excitable units can be enhanced if the network is in the `critical regime', where excitations are, on average, neither damped nor amplified. An important question is how can such networks self-organize to operate in the critical regime. Previously it was shown that regulation via resource transport on a secondary network can robustly maintain the primary network dynamics in a balanced state where activity doesn't grow or decay. Here we show that this inter-network regulation process robustly produces a power-law distribution of activity avalanches, as observed in experiments, over ranges of model parameters spanning orders of magnitude. We also show that the resource transport over the secondary network protects the system against the destabilizing effect of local variations in parameters and heterogeneity in network structure. For homogeneous networks, we derive a reduced 3-dimensional map which reproduces the behavior of the full system.