Machine learning based on reservoir computing with time-delayed optoelectronic and photonic systems

YK Chembo - Chaos: An Interdisciplinary Journal of Nonlinear …, 2020 - pubs.aip.org
The concept of reservoir computing emerged from a specific machine learning paradigm
characterized by a three-layered architecture (input, reservoir, and output), where only the …

Chaos in time delay systems, an educational review

H Wernecke, B Sándor, C Gros - Physics Reports, 2019 - Elsevier
The time needed to exchange information in the physical world induces a delay term when
the respective system is modeled by differential equations. Time delays are hence …

Anticipating synchronization with machine learning

H Fan, LW Kong, YC Lai, X Wang - Physical Review Research, 2021 - APS
In realistic systems of coupled oscillators, it is desired to predict the onset of synchronization
where the system equations are unknown, raising the need to develop a prediction …

[HTML][HTML] Experimental observation of chimera and cluster states in a minimal globally coupled network

JD Hart, K Bansal, TE Murphy, R Roy - Chaos: an interdisciplinary …, 2016 - pubs.aip.org
A “chimera state” is a dynamical pattern that occurs in a network of coupled identical
oscillators when the symmetry of the oscillator population is broken into synchronous and …

Delayed dynamical systems: networks, chimeras and reservoir computing

JD Hart, L Larger, TE Murphy… - … Transactions of the …, 2019 - royalsocietypublishing.org
We present a systematic approach to reveal the correspondence between time delay
dynamics and networks of coupled oscillators. After early demonstrations of the usefulness …

Cluster synchronization of coupled semiconductor lasers network with complex topology

L Zhang, W Pan, L Yan, B Luo, X Zou… - IEEE Journal of …, 2019 - ieeexplore.ieee.org
The cluster synchronization of mutually-coupled semiconductor lasers (SLs) network with
complex topology is theoretically and numerically investigated, in which stable zero-lag …

Phase-lag synchronization in networks of coupled chemical oscillators

JF Totz, R Snari, D Yengi, MR Tinsley, H Engel… - Physical Review E, 2015 - APS
Chemical oscillators with a broad frequency distribution are photochemically coupled in
network topologies. Experiments and simulations show that the network synchronization …

Analyzing synchronized clusters in neuron networks

M Lodi, F Della Rossa, F Sorrentino, M Storace - Scientific reports, 2020 - nature.com
The presence of synchronized clusters in neuron networks is a hallmark of information
transmission and processing. Common approaches to study cluster synchronization in …

Cluster Synchronization in Multilayer Networks: A Fully Analog Experiment with Oscillators with Physically Dissimilar Coupling

KA Blaha, K Huang, F Della Rossa, L Pecora… - Physical review …, 2019 - APS
We investigate cluster synchronization in experiments with a multilayer network of electronic
Colpitts oscillators, specifically a network with two interaction layers. We observe and …

Laminar chaos in experiments: Nonlinear systems with time-varying delays and noise

JD Hart, R Roy, D Müller-Bender, A Otto, G Radons - Physical Review Letters, 2019 - APS
A new type of dynamics called laminar chaos was recently discovered through a theoretical
analysis of a scalar delay differential equation with time-varying delay. Laminar chaos is a …