Global Topological Dirac Synchronization

Fuente: arXiv
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Autores principales: Carletti, Timoteo, Giambagli, Lorenzo, Muolo, Riccardo, Bianconi, Ginestra
Formato: Preprint
Publicado: 2024
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author Carletti, Timoteo
Giambagli, Lorenzo
Muolo, Riccardo
Bianconi, Ginestra
author_facet Carletti, Timoteo
Giambagli, Lorenzo
Muolo, Riccardo
Bianconi, Ginestra
contents Synchronization is a fundamental dynamical state of interacting oscillators, observed in natural biological rhythms and in the brain. Global synchronization which occurs when non-linear or chaotic oscillators placed on the nodes of a network display the same dynamics as received great attention in network theory. Here we propose and investigate Global Topological Dirac Synchronization on higher-order networks such as cell and simplicial complexes. This is a state where oscillators associated to simplices and cells of arbitrary dimension, coupled by the Topological Dirac operator, operate at unison. By combining algebraic topology with non-linear dynamics and machine learning, we derive the topological conditions under which this state exists and the dynamical conditions under which it is stable. We provide evidence of 1-dimensional simplicial complexes (networks) and 2-dimensional simplicial and cell complexes where Global Topological Dirac Synchronization can be observed. Our results point out that Global Topological Dirac Synchronization is a possible dynamical state of simplicial and cell complexes that occur only in some specific network topologies and geometries, the latter ones being determined by the weights of the higher-order networks
format Preprint
id arxiv_https___arxiv_org_abs_2410_15338
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Global Topological Dirac Synchronization
Carletti, Timoteo
Giambagli, Lorenzo
Muolo, Riccardo
Bianconi, Ginestra
Statistical Mechanics
Disordered Systems and Neural Networks
Mathematical Physics
Dynamical Systems
Adaptation and Self-Organizing Systems
Synchronization is a fundamental dynamical state of interacting oscillators, observed in natural biological rhythms and in the brain. Global synchronization which occurs when non-linear or chaotic oscillators placed on the nodes of a network display the same dynamics as received great attention in network theory. Here we propose and investigate Global Topological Dirac Synchronization on higher-order networks such as cell and simplicial complexes. This is a state where oscillators associated to simplices and cells of arbitrary dimension, coupled by the Topological Dirac operator, operate at unison. By combining algebraic topology with non-linear dynamics and machine learning, we derive the topological conditions under which this state exists and the dynamical conditions under which it is stable. We provide evidence of 1-dimensional simplicial complexes (networks) and 2-dimensional simplicial and cell complexes where Global Topological Dirac Synchronization can be observed. Our results point out that Global Topological Dirac Synchronization is a possible dynamical state of simplicial and cell complexes that occur only in some specific network topologies and geometries, the latter ones being determined by the weights of the higher-order networks
title Global Topological Dirac Synchronization
topic Statistical Mechanics
Disordered Systems and Neural Networks
Mathematical Physics
Dynamical Systems
Adaptation and Self-Organizing Systems
url https://arxiv.org/abs/2410.15338