Artificial neural networks trained through deep reinforcement learning discover control strategies for active flow control

Drag reduction of a car model by linear genetic programming control

(2017) Ruiying Li et al.   EXPERIMENTS IN FLUIDS

Visualizing the Hidden Activity of Artificial Neural Networks

(2017) Paulo E. Rauber et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Model identification of reduced order fluid dynamics systems using deep learning

(2017) Z. Wang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS

Performing particle image velocimetry using artificial neural networks: a proof-of-concept

(2017) Jean Rabault et al.   MEASUREMENT SCIENCE and TECHNOLOGY

Linear Closed-Loop Control of Fluid Instabilities and Noise-Induced Perturbations: A Review of Approaches and Tools1

(2016) Denis Sipp et al.   Applied Mechanics Reviews

A statistical learning strategy for closed-loop control of fluid flows

(2016) Florimond Guéniat et al.   THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS

Closed-Loop Turbulence Control: Progress and Challenges

(2015) Steven L. Brunton et al.   Applied Mechanics Reviews

Closed-loop separation control using machine learning

(2015) N. Gautier et al.   JOURNAL OF FLUID MECHANICS

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Reinforcement learning in robotics: A survey

(2013) Jens Kober et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Closed-loop control of unsteadiness over a rounded backward-facing step

(2012) Alexandre Barbagallo et al.   JOURNAL OF FLUID MECHANICS

Revival of Classical Vortex Generators Now for Transition Delay

(2012) Shahab Shahinfar et al.   PHYSICAL REVIEW LETTERS

On active control of laminar-turbulent transition on two-dimensional wings

(2011) R. Erdmann et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Some aspects of aerodynamic flow control using synthetic-jet actuation

(2011) A. Glezer   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Shark-skin surfaces for fluid-drag reduction in turbulent flow: a review

(2010) B. Dean et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Gmsh: A 3-D finite element mesh generator with built-in pre- and post-processing facilities

(2009) Christophe Geuzaine et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Closed-loop control of an open cavity flow using reduced-order models

(2009) ALEXANDRE BARBAGALLO et al.   JOURNAL OF FLUID MECHANICS

Feedback shear layer control for bluff body drag reduction

(2008) MARK PASTOOR et al.   JOURNAL OF FLUID MECHANICS