218 citations · 312 across the 7 of their papers we have counts for
4 papers · 1 filter
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…
Control of a Backward-Facing Step flow through vortex pairing and phase locking
Thomas Duriez, Jean-Luc Aider, Jose Eduardo Wesfreid +1
Many experimental and numerical studies report a large reduction of the recirculation bubble in Backward-Facing Step flows or airfoils in stall situation when excited at the natura…
Closed-loop separation control using machine learning
Nicolas Gautier, Thomas Duriez, Jean-Luc Aider +3
A novel, model free, approach to experimental closed-loop flow control is implemented on a separated flow. Feedback control laws are generated using genetic programming where they…
Closed-Loop Turbulence Control Using Machine Learning
Thomas Duriez, Vladimir Parezanović, Laurent Cordier +5
We propose a general model-free strategy for feedback control design of turbulent flows. This strategy called 'machine learning control' (MLC) is capable of exploiting nonlinear me…