Structural transition in interdependent networks with regular interconnections

TL;DR

This paper investigates the critical coupling threshold in multilayer interdependent networks with regular interconnections, extending previous results from multiplex networks to more general interconnection structures.

Contribution

It generalizes the structural transition threshold to regular interconnection matrices and derives bounds and exact values for specific cases, broadening understanding of multilayer network dynamics.

Findings

Derived bounds for the transition threshold p* in regular interdependent networks.

Provided exact transition thresholds for special scenarios using quotient graphs.

Showed that the structural transition does not always occur, with implications for real-world networks.

Abstract

Networks are often made up of several layers that exhibit diverse degrees of interdependencies. A multilayer interdependent network consists of a set of graphs $G$ that are interconnected through a weighted interconnection matrix $ B $, where the weight of each inter-graph link is a non-negative real number $ p $. Various dynamical processes, such as synchronization, cascading failures in power grids, and diffusion processes, are described by the Laplacian matrix $ Q $ characterizing the whole system. For the case in which the multilayer graph is a multiplex, where the number of nodes in each layer is the same and the interconnection matrix $ B=pI $, being $ I $ the identity matrix, it has been shown that there exists a structural transition at some critical coupling, $ p^* $. This transition is such that dynamical processes are separated into two regimes: if $ p > p^* $, the network acts as a whole; whereas when $ p<p^* $, the network operates as if the graphs encoding the layers were isolated. In this paper, we extend and generalize the structural transition threshold $ p^* $ to a regular interconnection matrix $ B $ (constant row and column sum). Specifically, we provide upper and lower bounds for the transition threshold $ p^* $ in interdependent networks with a regular interconnection matrix $ B $ and derive the exact transition threshold for special scenarios using the formalism of quotient graphs. Additionally, we discuss the physical meaning of the transition threshold $ p^* $ in terms of the minimum cut and show, through a counter-example, that the structural transition does not always exist. Our results are one step forward on the characterization of more realistic multilayer networks and might be relevant for systems that deviate from the topological constrains imposed by multiplex networks.