577 citations · 721 across the 8 of their papers we have counts for
8 papers
Controlling Chaos Using Edge Computing Hardware
Robert M. Kent, Wendson A. S. Barbosa, Daniel J. Gauthier
Machine learning provides a data-driven approach for creating a digital twin of a system - a digital model used to predict the system behavior. Having an accurate digital twin can…
Controlling Chaotic Maps using Next-Generation Reservoir Computing
Robert M. Kent, Wendson A. S. Barbosa, Daniel J. Gauthier
In this work, we combine nonlinear system control techniques with next-generation reservoir computing, a best-in-class machine learning approach for predicting the behavior of dyna…
Learning Spatiotemporal Chaos Using Next-Generation Reservoir Computing
Wendson A. S. Barbosa, Daniel J. Gauthier
Forecasting the behavior of high-dimensional dynamical systems using machine learning requires efficient methods to learn the underlying physical model. We demonstrate spatiotempor…
Next Generation Reservoir Computing
Daniel J. Gauthier, Erik Bollt, Aaron Griffith +1
Reservoir computing is a best-in-class machine learning algorithm for processing information generated by dynamical systems using observed time-series data. Importantly, it require…
Reservoir Computing with Superconducting Electronics
Graham E. Rowlands, Minh-Hai Nguyen, Guilhem J. Ribeill +5
The rapidity and low power consumption of superconducting electronics makes them an ideal substrate for physical reservoir computing, which commandeers the computational power inhe…
Symmetry-Aware Reservoir Computing
Wendson A. S. Barbosa, Aaron Griffith, Graham E. Rowlands +5
We demonstrate that matching the symmetry properties of a reservoir computer (RC) to the data being processed dramatically increases its processing power. We apply our method to th…
The statistics of chaos in a bursting laser
Wendson A. S. Barbosa, Edison J. Rosero, Jorge R. Tredicce +1
We demonstrate experimentally how semiconductor lasers subjected to double optical feedback change the statistics of their chaotic spiking dynamics from Gaussian to long-tail Power…
Correlations in Electrically Coupled Chaotic Lasers
E. J. Rosero, W. A. S. Barbosa, J. F. Martinez Avila +2
We show how two electrically coupled semiconductor lasers having optical feedback can present simultaneous anti-phase correlated fast power fluctuations, and strong in-phase synchr…