Small changes at single nodes can shift global network dynamics

TL;DR

This paper demonstrates that small, single-node modifications in oscillator networks can cause large, unpredictable shifts in global dynamics, especially near phase transition points, highlighting the system's high sensitivity.

Contribution

It reveals the extensive sensitivity of network dynamics to minimal local changes, particularly around phase transition regions, and analyzes this phenomenon in Kuramoto oscillator models.

Findings

Single-node parameter changes can drastically alter network dynamics.

Large fluctuations occur along paths to synchronization.

Sensitivity is heightened near phase transition points.

Abstract

Understanding the sensitivity of a system's behavior with respect to parameter changes is essential for many applications. This sensitivity may be desired - for instance in the brain, where a large repertoire of different dynamics, particularly different synchronization patterns, is crucial - or may be undesired - for instance in power grids, where disruptions to synchronization may lead to blackouts. In this work, we show that the dynamics of networks of phase oscillators can acquire a very large and complex sensitivity to changes made in either their units' parameters or in their connections - even modifications made to a parameter of a single unit can radically alter the global dynamics of the network in an unpredictable manner. As a consequence, each modification leads to a different path to phase synchronization manifested as large fluctuations along that path. This dynamical malleability occurs over a wide parameter region, around the network's two transitions to phase synchronization. One transition is induced by increasing the coupling strength between the units, and another is induced by increasing the prevalence of long-range connections. Specifically, we study Kuramoto phase oscillators connected under either Watts-Strogatz or distance-dependent topologies to analyze the statistical properties of the fluctuations along the paths to phase synchrony. We argue that this increase in the dynamical malleability is a general phenomenon, as suggested by both previous studies and the theory of phase transitions.