Robust active flow control over a range of Reynolds numbers using an artificial neural network trained through deep reinforcement learning

Machine learning strategies applied to the control of a fluidic pinball

(2020) C. Raibaudo et al.   PHYSICS OF FLUIDS

Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations

(2020) Maziar Raissi et al.   SCIENCE

The role of artificial intelligence in achieving the Sustainable Development Goals

(2020) Ricardo Vinuesa et al.   Nature Communications

Data-driven recovery of hidden physics in reduced order modeling of fluid flows

(2020) Suraj Pawar et al.   PHYSICS OF FLUIDS

Reduced-order modeling of dynamic stall using neuro-fuzzy inference system and orthogonal functions

(2020) Massoud Tatar et al.   PHYSICS OF FLUIDS

The control of flow separation: Study of optimal open loop parameters

(2019) A. F. Shahrabi   PHYSICS OF FLUIDS

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

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

Aerodynamic shape optimization using a novel optimizer based on machine learning techniques

(2019) Xinghui Yan et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Multi-scale proper orthogonal decomposition of complex fluid flows

(2019) M. A. Mendez et al.   JOURNAL OF FLUID MECHANICS

Linear iterative method for closed-loop control of quasiperiodic flows

(2019) Colin Leclercq et al.   JOURNAL OF FLUID MECHANICS

Fast flow field prediction over airfoils using deep learning approach

(2019) Vinothkumar Sekar et al.   PHYSICS OF FLUIDS

Framework for design optimization using deep reinforcement learning

(2019) Kazuo Yonekura et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Predictions of turbulent shear flows using deep neural networks

(2019) P. A. Srinivasan et al.   Physical Review Fluids

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

Experimental analysis of the stability of the jet wiping process, part II: Multiscale modal analysis of the gas jet-liquid film interaction

(2019) M.A. Mendez et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

Ultra-local model-based control of the square-back Ahmed body wake flow

(2019) Baptiste Plumejeau et al.   PHYSICS OF FLUIDS

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

(2019) Feng Ren et al.   PHYSICS OF FLUIDS

Determination of the volume fraction in (water-gasoil-air) multiphase flows using a simple and low-cost technique: Artificial neural networks

(2019) S. Z. Islami rad 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

Controlled gliding and perching through deep-reinforcement-learning

(2019) Guido Novati et al.   Physical Review Fluids

Deep Learning Methods for Reynolds-Averaged Navier–Stokes Simulations of Airfoil Flows

(2019) Nils Thuerey et al.   AIAA JOURNAL

Exploiting locality and translational invariance to design effective deep reinforcement learning control of the 1-dimensional unstable falling liquid film

(2019) Vincent Belus et al.   AIP Advances

Deep neural networks for data-driven LES closure models

(2019) Andrea Beck et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Active Flow Control for Low-Pressure Turbines

(2018) Jeffrey Bons et al.   AIAA JOURNAL

Multiscale modal analysis of an oscillating impinging gas jet

(2018) M.A. Mendez et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

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

DGM: A deep learning algorithm for solving partial differential equations

(2018) Justin Sirignano et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Glider soaring via reinforcement learning in the field

(2018) Gautam Reddy et al.   NATURE

Active Flow Control Virtual Maneuvering System Applied to Conventional Airfoil

(2018) D. Dolgopyat et al.   AIAA JOURNAL

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A review of wind turbine-oriented active flow control strategies

(2017) Sandrine Aubrun et al.   EXPERIMENTS IN FLUIDS

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

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

Flow Navigation by Smart Microswimmers via Reinforcement Learning

(2017) Simona Colabrese et al.   PHYSICAL REVIEW LETTERS

Control of vortex-induced vibration using a pair of synthetic jets: Influence of active lock-on

(2017) Chenglei Wang et al.   PHYSICS OF FLUIDS

Design of HAWT airfoils tailored for active flow control

(2017) R. Pereira et al.   WIND ENERGY

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

(2016) Antoine Debien et al.   EXPERIMENTS IN FLUIDS

Stochastic modelling and feedback control of bistability in a turbulent bluff body wake

(2016) R. D. Brackston et al.   JOURNAL OF FLUID MECHANICS

Learning to school in the presence of hydrodynamic interactions

(2016) M. Gazzola et al.   JOURNAL OF FLUID MECHANICS

Control of wakes and vortex-induced vibrations of a single circular cylinder using synthetic jets

(2016) Chenglei Wang et al.   JOURNAL OF FLUIDS AND STRUCTURES

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

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

Optimal control of circular cylinder wakes using long control horizons

(2015) Thibault L. B. Flinois et al.   PHYSICS OF FLUIDS

Reinforcement Learning and Wavelet Adapted Vortex Methods for Simulations of Self-propelled Swimmers

(2014) Mattia Gazzola et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Trailing edge noise reduction of wind turbine blades by active flow control

(2014) Alexander Wolf et al.   WIND ENERGY