Recent advances in applying deep reinforcement learning for flow control: Perspectives and future directions

C Vignon, J Rabault, R Vinuesa - Physics of fluids, 2023 - pubs.aip.org
Deep reinforcement learning (DRL) has been applied to a variety of problems during the
past decade and has provided effective control strategies in high-dimensional and non …

Closed-loop turbulence control: Progress and challenges

SL Brunton, BR Noack - Applied Mechanics …, 2015 - asmedigitalcollection.asme.org
Closed-loop turbulence control is a critical enabler of aerodynamic drag reduction, lift
increase, mixing enhancement, and noise reduction. Current and future applications have …

Control of flow over a bluff body

H Choi, WP Jeon, J Kim - Annu. Rev. Fluid Mech., 2008 - annualreviews.org
In this review, we present control methods for flow over a bluff body such as a circular
cylinder, a 2D bluff body with a blunt trailing edge, and a sphere. We introduce recent major …

On measuring multiobjective evolutionary algorithm performance

DA Van Veldhuizen, GB Lamont - Proceedings of the 2000 …, 2000 - ieeexplore.ieee.org
Solving optimization problems with multiple (often conflicting) objectives is generally a quite
difficult goal. Evolutionary algorithms (EAs) were initially extended and applied during the …

[LIVRE][B] Fluid flow phenomena: a numerical toolkit

P Orlandi - 2012 - books.google.com
This book deals with the simulation of the incompressible Navier-Stokes equations for
laminar and turbulent flows. The book is limited to explaining and employing the finite …

DNS-based predictive control of turbulence: an optimal benchmark for feedback algorithms

TR Bewley, P Moin, R Temam - Journal of Fluid Mechanics, 2001 - cambridge.org
Direct numerical simulations (DNS) and optimal control theory are used in a predictive
control setting to determine controls that effectively reduce the turbulent kinetic energy and …

A linear systems approach to flow control

J Kim, TR Bewley - Annu. Rev. Fluid Mech., 2007 - annualreviews.org
The objective of this paper is to introduce the essential ingredients of linear systems and
control theory to the fluid mechanics community, to discuss the relevance of this theory to …

[LIVRE][B] Perspectives in flow control and optimization

MD Gunzburger - 2002 - SIAM
Flow control and optimization is at once an old and a new subject of mathematical and
engineering interest. It has fascinated many great minds, among them those of Newton and …

Modern developments in shear-stress measurement

JW Naughton, M Sheplak - Progress in Aerospace Sciences, 2002 - Elsevier
This paper reviews three relatively modern categories of skin-friction measurement
techniques that are broadly classified as microelectromechanical systems (MEMS)-based …

Issues in active flow control: theory, control, simulation, and experiment

SS Collis, RD Joslin, A Seifert, V Theofilis - Progress in aerospace sciences, 2004 - Elsevier
The goal of this paper is to provide a perspective on the current status and future directions
for active flow-control technology with particular emphasis on oscillatory control. This is not a …