4.8k citations · 20.2k across the 183 of their papers we have counts for
4 papers · 1 filter
Dynamic mode decomposition with control
Joshua L. Proctor, Steven L. Brunton, J. Nathan Kutz
We develop a new method which extends Dynamic Mode Decomposition (DMD) to incorporate the effect of control to extract low-order models from high-dimensional, complex systems. DMD…
Closed-loop control of an experimental mixing layer using machine learning control
Vladimir Parezanović, Thomas Duriez, Laurent Cordier +6
A novel framework for closed-loop control of turbulent flows is tested in an experimental mixing layer flow. This framework, called Machine Learning Control (MLC), provides a model…
Sidelobe Canceling for Optimization of Reconfigurable Holographic Metamaterial Antenna
Mikala C. Johnson, Steven L. Brunton, J. Nathan Kutz +1
Accurate and efficient methods for beam-steering of holographic metamaterial antennas is of critical importance for enabling consumer usage of satellite data capacities. We develop…
State-space model identification and feedback control of unsteady aerodynamic forces
Steven L. Brunton, Scott T. M. Dawson, Clarence W. Rowley
Unsteady aerodynamic models are necessary to accurately simulate forces and develop feedback controllers for wings in agile motion; however, these models are often high dimensional…