Emergent hypernetworks in weakly coupled oscillators
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Date
2022
Authors
Nijholt, Eddie
Ocampo-Espindola, Jorge Luis
Eroglu, Deniz
Kiss, Istvan Z.
Pereira, Tiago
Journal Title
Journal ISSN
Volume Title
Publisher
Nature Portfolio
Open Access Color
GOLD
Green Open Access
Yes
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Publicly Funded
No
Abstract
Networks of weakly coupled oscillators had a profound impact on our understanding of complex systems. Studies on model reconstruction from data have shown prevalent contributions from hypernetworks with triplet and higher interactions among oscillators, in spite that such models were originally defined as oscillator networks with pairwise interactions. Here, we show that hypernetworks can spontaneously emerge even in the presence of pairwise albeit nonlinear coupling given certain triplet frequency resonance conditions. The results are demonstrated in experiments with electrochemical oscillators and in simulations with integrate-and-fire neurons. By developing a comprehensive theory, we uncover the mechanism for emergent hypernetworks by identifying appearing and forbidden frequency resonant conditions. Furthermore, it is shown that microscopic linear (difference) coupling among units results in coupled mean fields, which have sufficient nonlinearity to facilitate hypernetworks. Our findings shed light on the apparent abundance of hypernetworks and provide a constructive way to predict and engineer their emergence.
Description
Keywords
Dynamics, Dynamics, Artificial intelligence, Complex system, Computer Networks and Communications, Science, Cognitive Neuroscience, Biomedical Engineering, Dynamical Systems (math.DS), FOS: Medical engineering, 530, Complex Networks, Pairwise comparison, Quantum mechanics, Article, Engineering, Dynamics of Synchronization in Complex Networks, FOS: Mathematics, Coupling (piping), Mathematics - Dynamical Systems, Biologically Inspired Adaptive Network Design, Neuronal Oscillations in Cortical Networks, Neurons, Physics, Q, Life Sciences, Complex network, Computer science, Materials science, Dynamics, Constructive, Process (computing), World Wide Web, Operating system, Computer Science, Physical Sciences, Metallurgy, Nonlinear system, Statistical physics, Neuroscience
Fields of Science
0301 basic medicine, 03 medical and health sciences, 0303 health sciences
Citation
WoS Q
Q1
Scopus Q
Q1

OpenCitations Citation Count
19
Source
Nature Communications
Volume
13
Issue
1
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CrossRef : 1
Scopus : 25
PubMed : 5
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Mendeley Readers : 27
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26
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Web of Science™ Citations
27
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1
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24
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