Recent advances in applying deep reinforcement learning for flow control: Perspectives and future directions
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 …
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
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 …
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
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 …
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
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 …
complex flows. The algorithm is an extension of the higher-order dynamic mode …
Enhancement of PIV measurements via physics-informed neural networks
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 …
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 …
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 …
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 …
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
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 …
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
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 …
many industries. Active flow-control techniques targeted at minimising skin friction have the …