114 citations · 147 across the 9 of their papers we have counts for
9 papers
T-wave Inversion through Inhomogeneous Voltage Diffusion within the FK3V Cardiac Model
E. Angelaki, N. Lazarides, G. D. Barmparis +3
The heart beats due to the synchronized contraction of cardiomyocytes triggered by a periodic sequence of electrical signals called action potentials, which originate in the sinoat…
Exploring Quantum Neural Networks for the Discovery and Implementation of Quantum Error-Correcting Codes
A. Chalkiadakis, M. Theocharakis, G. D. Barmparis +1
We investigate the use of Quantum Neural Networks for discovering and implementing quantum error-correcting codes. Our research showcases the efficacy of Quantum Neural Networks th…
Identifying Discrete Breathers Using Convolutional Neural Networks
T. Dogkas, M. Eleftheriou, G. D. Barmparis +1
Artificial intelligence in the form of deep learning is now very popular and directly implemented in many areas of science and technology. In the present work we study time evoluti…
Quantum targeted energy transfer through machine learning tools
I. Andronis, G. Arapantonis, G. D. Barmparis +1
In quantum targeted energy transfer, bosons are transferred from a certain crystal site to an alternative one, utilizing a nonlinear resonance configuration similar to the classica…
Analysis of chaotic dynamical systems with autoencoders
N. Almazova, G. D. Barmparis, G. P. Tsironis
We focus on chaotic dynamical systems and analyze their time series with the use of autoencoders, i.e., configurations of neural networks that map identical output to input. This a…
Dynamical symmetry breaking through AI: The dimer self-trapping transition
G. P. Tsironis, G. D. Barmparis, D. K. Campbell
The nonlinear dimer obtained through the nonlinear Schr{ö}dinger equation has been a workhorse for the discovery the role nonlinearity plays in strongly interacting systems. While…
Physics-informed machine learning for the COVID-19 pandemic: Adherence to social distancing and short-term predictions for eight countries
G. D. Barmparis, G. P. Tsironis
The spread of COVID-19 during the initial phase of the first half of 2020 was curtailed to a larger or lesser extent through measures of social distancing imposed by most countries…
Estimating the infection horizon of COVID-19 in eight countries with a data-driven approach
G. D. Barmparis, G. P. Tsironis
The COVID-19 pandemic has affected all countries of the world producing a substantial number of fatalities accompanied by a major disruption in their social, financial, and educati…
Machine learning with observers predicts complex spatiotemporal behavior
G. Neofotistos, M. Mattheakis, G. D. Barmparis +3
Chimeras and branching are two archetypical complex phenomena that appear in many physical systems; because of their different intrinsic dynamics, they delineate opposite non-trivi…