Active flow control using machine learning: A brief review

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

(2019) Jean Rabault et al.   JOURNAL OF FLUID MECHANICS

Dense motion estimation of particle images via a convolutional neural network

(2019) Shengze Cai et al.   EXPERIMENTS IN FLUIDS

Non-intrusive reduced order modeling of unsteady flows using artificial neural networks with application to a combustion problem

(2019) Qian Wang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Online in situ prediction of 3-D flame evolution from its history 2-D projections via deep learning

(2019) Jianqing Huang et al.   JOURNAL OF FLUID MECHANICS

Active control of vortex-induced vibration of a circular cylinder using machine learning

(2019) Feng Ren et al.   PHYSICS OF FLUIDS

Accelerating deep reinforcement learning strategies of flow control through a multi-environment approach

(2019) Jean Rabault et al.   PHYSICS OF FLUIDS

A deep learning approach for efficiently and accurately evaluating the flow field of supercritical airfoils

(2019) Haizhou Wu et al.   COMPUTERS & FLUIDS

Efficient collective swimming by harnessing vortices through deep reinforcement learning

(2018) Siddhartha Verma et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Turbulence Modeling in the Age of Data

(2018) Karthik Duraisamy et al.   Annual Review of Fluid Mechanics

Jet mixing optimization using machine learning control

(2018) Zhi Wu et al.   EXPERIMENTS IN FLUIDS

Drag reduction of a car model by linear genetic programming control

(2017) Ruiying Li et al.   EXPERIMENTS IN FLUIDS

Flow Navigation by Smart Microswimmers via Reinforcement Learning

(2017) Simona Colabrese et al.   PHYSICAL REVIEW LETTERS

Closed-loop separation control over a sharp edge ramp using genetic programming

(2016) Antoine Debien et al.   EXPERIMENTS IN FLUIDS

Frequency selection by feedback control in a turbulent shear flow

(2016) Vladimir Parezanović et al.   JOURNAL OF FLUID MECHANICS

Learning to soar in turbulent environments

(2016) Gautam Reddy et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Mechanism of frequency lock-in in vortex-induced vibrations at low Reynolds numbers

(2015) Weiwei Zhang et al.   JOURNAL OF FLUID MECHANICS

Closed-loop separation control using machine learning

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

Mixing Layer Manipulation Experiment

(2014) Vladimir Parezanović et al.   FLOW TURBULENCE AND COMBUSTION