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 …

Flow control in wings and discovery of novel approaches via deep reinforcement learning

R Vinuesa, O Lehmkuhl, A Lozano-Durán, J Rabault - Fluids, 2022 - mdpi.com
In this review, we summarize existing trends of flow control used to improve the aerodynamic
efficiency of wings. We first discuss active methods to control turbulence, starting with flat …

Higher-order dynamic mode decomposition on-the-fly: A low-order algorithm for complex fluid flows

C Amor, P Schlatter, R Vinuesa… - Journal of Computational …, 2023 - Elsevier
This article presents a new method to identify the main patterns describing the flow motion in
complex flows. The algorithm is an extension of the higher-order dynamic mode …

Enhancement of PIV measurements via physics-informed neural networks

G Hasanuzzaman, H Eivazi, S Merbold… - Measurement …, 2023 - iopscience.iop.org
Physics-informed neural networks (PINN) are machine-learning methods that have been
proved to be very successful and effective for solving governing equations of fluid flow. In …

Aerodynamics of vertical-axis wind turbine with boundary layer suction–Effects of suction momentum

J Sun, X Sun, D Huang - Energy, 2020 - Elsevier
Vertical axis wind turbine (VAWT) has become a research hotspot because of its structural
advantages and omni-direction capability. While a further performance improvement is …

Drag reduction on a transonic airfoil

M Quadrio, A Chiarini, J Banchetti, D Gatti… - Journal of Fluid …, 2022 - cambridge.org
Flow control for turbulent skin-friction drag reduction is applied to a transonic airfoil to
improve its aerodynamic performance. The study is based on direct numerical simulations …

Turbulent drag reduction over curved walls

J Banchetti, P Luchini, M Quadrio - Journal of Fluid Mechanics, 2020 - cambridge.org
This work studies the effects of skin-friction drag reduction in a turbulent flow over a curved
wall, with a view to understanding the relationship between the reduction of friction and …

Investigation of blowing and suction for turbulent flow control on airfoils

G Fahland, A Stroh, B Frohnapfel, M Atzori, R Vinuesa… - AIAA journal, 2021 - arc.aiaa.org
An extensive parametric study of turbulent boundary-layer control on airfoils via uniform
blowing or suction is presented. The control is applied on either the suction or pressure side …

Optimisation and analysis of streamwise-varying wall-normal blowing in a turbulent boundary layer

J O'Connor, M Diessner, K Wilson, RD Whalley… - Flow, Turbulence and …, 2023 - Springer
Skin-friction drag is a major engineering concern, with wide-ranging consequences across
many industries. Active flow-control techniques targeted at minimising skin friction have the …