318 citations · 2.8k across the 60 of their papers we have counts for
63 papers
Dynamics tuning with reservoir computer control
Krithikesh Ravishankar, Juan G. Restrepo, Per Sebastian Skardal
We present an equation-free method for maintaining a dynamical system operating in a desired regime, even as system parameters are disturbed in such a way that qualitatively differ…
Detecting disturbances in network-coupled dynamical systems with machine learning
Per Sebastian Skardal, Juan G. Restrepo
Identifying disturbances in network-coupled dynamical systems without knowledge of the disturbances or underlying dynamics is a problem with a wide range of applications. For examp…
Suppressing unknown disturbances to dynamical systems using machine learning
Juan G. Restrepo, Clayton P. Byers, Per Sebastian Skardal
Identifying and suppressing unknown disturbances to dynamical systems is a problem with applications in many different fields. Here we present a model-free method to identify and s…
The Impact of Meta-Strategy on Attendance Dynamics in the El Farol Bar Problem
Rebecca E. Cohen, Juan G. Restrepo
The El Farol Bar Problem is a classic computational economics problem in which agents attempt to attend a weekly event at a bar only if it is not too crowded. Each agent has access…
Opinion disparity in hypergraphs with community structure
Nicholas W. Landry, Juan G. Restrepo
The division of a social group into subgroups with opposing opinions, which we refer to as opinion disparity, is a prevalent phenomenon in society. This phenomenon has been modeled…
Synchronization of phase oscillators on complex hypergraphs
Sabina Adhikari, Juan G. Restrepo, Per Sebastian Skardal
We study the effect of structured higher-order interactions on the collective behavior of coupled phase oscillators. By combining a hypergraph generative model with dimensionality…