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20162024
most citedPhysics-informed neural networks for solving Reynolds-averaged Navier$\unicode{x2013}$Stokes equations

481 citations · 1.3k across the 50 of their papers we have counts for

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Showing 2023Show all

12 papers · 1 filter

physics.flu-dyn2023★ 7 cited

Evidence of quasi equilibrium in pressure-gradient turbulent boundary layers

Victor Baxerres, Ricardo Vinuesa, Hassan Nagib

Two sets of measurements utilizing hot-wire anemometry and oil film interferometry for flat-plate turbulent boundary layers, exposed to various controlled adverse and favorable pre…

physics.flu-dyn2023★ 1 cited

Sensitivity study of resolution and convergence requirements for extended overlap region in wall-bounded turbulence

Sergio Hoyas, Ricardo Vinuesa, Peter Schmid +1

Direct Numerical Simulations (DNSs) are one of the most powerful tools for studying turbulent flows. Even if achievable Reynolds numbers are lower than those obtained with experime…

physics.flu-dyn2023

Perspectives on predicting and controlling turbulent flows through deep learning

Ricardo Vinuesa

The current revolution in the field of machine learning (ML) is leading to many interesting developments in a wide range of areas, including fluid mechanics. Here we review recent…

physics.flu-dyn2023★ 13 cited

The impact of finite span and wing-tip vortices on a turbulent NACA0012 wing

Siavash Toosi, Adam Peplinski, Philipp Schlatter +1

High-fidelity simulations are conducted to investigate the turbulent boundary layers around a finite-span NACA0012 wing with a rounded wing-tip geometry at a chord-based Reynolds n…

physics.flu-dyn2023

Optimizing Flow Control with Deep Reinforcement Learning: Plasma Actuator Placement around a Square Cylinder

Mustafa Z Yousif, Kolesova Paraskovia, Yifang Yang +5

The present study proposes an active flow control (AFC) approach based on deep reinforcement learning (DRL) to optimize the performance of multiple plasma actuators on a square cyl…

physics.flu-dyn2023

Widest scales in turbulent channels

Ramón Pozuelo, André V. G. Cavalieri, Philipp Schlatter +1

The widest spanwise scales in turbulent channel flows are studied through the use of three periodic channel-flow simulations at friction Reynolds number . The le…