Global topological synchronization of weighted simplicial complexes
arXiv:2404.11337 · doi:10.1103/PhysRevE.110.014307
Abstract
Higher-order networks are able to capture the many-body interactions present in complex systems and to unveil new fundamental phenomena revealing the rich interplay between topology, geometry, and dynamics. Simplicial complexes are higher-order networks that encode higher-order topology and dynamics of complex systems. Specifically, simplicial complexes can sustain topological signals, i.e., dynamical variables not only defined on nodes of the network but also on their edges, triangles, and so on. Topological signals can undergo collective phenomena such as synchronization, however, only some higher-order network topologies can sustain global synchronization of topological signals. Here we consider global topological synchronization of topological signals on weighted simplicial complexes. We demonstrate that topological signals can globally synchronize on weighted simplicial complexes, even if they are odd-dimensional, e.g., edge signals, overcoming thus a limitation of the unweighted case. These results thus demonstrate that weighted simplicial complexes are more advantageous for observing these collective phenomena than their unweighted counterpart. In particular, we present two weighted simplicial complexes the Weighted Triangulated Torus and the Weighted Waffle. We completely characterize their higher-order spectral properties and we demonstrate that, under suitable conditions on their weights, they can sustain global synchronization of edge signals. Our results are interpreted geometrically by showing, among the other results, that in some cases edge weights can be associated with the lengths of the sides of curved simplices.
18 pages, 10 figures
References in corpus (20)
- Dynamics on higher-order networks: A review
- Abrupt Desynchronization and Extensive Multistability in Globally Coupled Oscillator Simplices
- Random walks on hypergraphs
- Synchronization induced by directed higher-order interactions
- Unveiling the higher-order organization of multivariate time series
- On the Concept of Dynamical Reduction : The Case of Coupled Oscillators
- Turing patterns in systems with high-order interactions
- Global topological synchronization on simplicial and cell complexes
- How to suppress undesired synchronization
- The theory of percolation on hypergraphs
- Hyper-cores promote localization and efficient seeding in higher-order processes
- Dirac signal processing of higher-order topological signals
- Balanced Hodge Laplacians Optimize Consensus Dynamics over Simplicial Complexes
- Dirac synchronization is rhythmic and explosive
- Diffusion-driven instability of topological signals coupled by the Dirac operator
- Local Dirac Synchronization on Networks
- Topology and dynamics of higher-order multiplex networks
- The nature of hypergraph -core percolation problems
- -core decomposition of hypergraphs
- Higher-order Connection Laplacians for Directed Simplicial Complexes
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