activity
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

collaborators
Showing 2022Show all

10 papers · 1 filter

physics.flu-dyn2022

Emerging trends in machine learning for computational fluid dynamics

Ricardo Vinuesa, Steve Brunton

The renewed interest from the scientific community in machine learning (ML) is opening many new areas of research. Here we focus on how novel trends in ML are providing opportuniti…

physics.flu-dyn2022

The effect of wing-tip vortices on the flow around a NACA0012 wing

Siavash Toosi, Adam Peplinski, Philipp Schlatter +1

The goal of the present work is to perform a systematic study of the formation of wing-tip vortices and their interaction with and impact on the surrounding flow in more details. O…

physics.flu-dyn2022★ 23 cited

Causality analysis of large-scale structures in the flow around a wall-mounted square cylinder

Álvaro Martínez-Sánchez, Esteban López, Soledad Le Clainche +3

The aim of this work is to analyse the formation mechanisms of large-scale coherent structures in the flow around a wall-mounted square cylinder, due to their impact on pollutant t…

physics.flu-dyn2022★ 1 cited

Fully convolutional networks for velocity-field predictions based on the wall heat flux in turbulent boundary layers

L. Guastoni, A. G. Balasubramanian, F. Foroozan +6

Fully-convolutional neural networks (FCN) were proven to be effective for predicting the instantaneous state of a fully-developed turbulent flow at different wall-normal locations…

physics.flu-dyn2022

New insight into the spectra of turbulent boundary layers with pressure gradients

Ramón Pozuelo, Qiang Li, Philipp Schlatter +1

With the availability of new high-Reynolds-number () databases of turbulent boundary layers (TBLs) it has been possible to identify in detail certain regions of the boundary la…

physics.flu-dyn2022★ 1 cited

High-resolution large-eddy simulations of simplified urban flows

Marco Atzori, Pablo Torres, Alvaro Vidal +3

High-fidelity large-eddy simulations of the flow around two rectangular obstacles are carried out at a Reynolds number of 10,000 based on the free-stream velocity and the obstacle…