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 …

A review of turbulent skin-friction drag reduction by near-wall transverse forcing

P Ricco, M Skote, MA Leschziner - Progress in Aerospace Sciences, 2021 - Elsevier
The quest for reductions in fuel consumption and CO 2 emissions in transport has been a
powerful driving force for scientific research into methods that might underpin drag-reducing …

From bypass transition to flow control and data-driven turbulence modeling: an input–output viewpoint

MR Jovanović - Annual Review of Fluid Mechanics, 2021 - annualreviews.org
Transient growth and resolvent analyses are routinely used to assess nonasymptotic
properties of fluid flows. In particular, resolvent analysis can be interpreted as a special case …

Critical assessment of turbulent drag reduction through spanwise wall oscillations

M Quadrio, P Ricco - Journal of Fluid Mechanics, 2004 - cambridge.org
Direct numerical simulations of the incompressible Navier–Stokes equations are employed
to study the turbulent wall-shear stress in a turbulent channel flow forced by lateral …

Turbulent boundary-layer control with plasma actuators

KS Choi, T Jukes, R Whalley - … Transactions of the …, 2011 - royalsocietypublishing.org
This paper reviews turbulent boundary-layer control strategies for skin-friction reduction of
aerodynamic bodies. The focus is placed on the drag-reduction mechanisms by two flow …

Flat plate drag reduction using plasma-generated streamwise vortices

XQ Cheng, CW Wong, F Hussain… - Journal of Fluid …, 2021 - cambridge.org
We present an experimental study of a turbulent boundary layer (TBL) control on a flat plate
using plasma actuators. Three different configurations of the actuators produce spanwise …

Near-wall streak modification by spanwise oscillatory wall motion and drag-reduction mechanisms

E Touber, MA Leschziner - Journal of Fluid Mechanics, 2012 - cambridge.org
Direct numerical simulations for fully developed channel flow, subjected to oscillatory
spanwise wall motion, have been performed and analysed in an effort to illuminate the …

Drag reduction in turbulent boundary layers by in-plane wall motion

M Quadrio - … Transactions of the Royal Society A …, 2011 - royalsocietypublishing.org
Drag-reduction techniques capable of reducing the level of turbulent friction through wall-
parallel movement of the wall are described, with special emphasis placed on spanwise …

Streamwise oscillation of spanwise velocity at the wall of a channel for turbulent drag reduction

C Viotti, M Quadrio, P Luchini - Physics of fluids, 2009 - pubs.aip.org
Steady forcing at the wall of a channel flow is studied via direct numerical simulation to
assess its ability of yielding reductions in turbulent friction drag. The wall forcing consists of a …

The laminar generalized Stokes layer and turbulent drag reduction

M Quadrio, P Ricco - Journal of Fluid Mechanics, 2011 - cambridge.org
This paper considers plane channel flow modified by waves of spanwise velocity applied at
the wall and travelling along the streamwise direction. Both laminar and turbulent regimes …