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20102024
most citedPhysics-informed neural networks for solving Reynolds-averaged Navier$\unicode{x2013}$Stokes equations

481 citations · 1.2k across the 57 of their papers we have counts for

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Showing 2021Show all

10 papers · 1 filter

physics.flu-dyn2021

An adverse-pressure-gradient turbulent boundary layer with nearly-constant up to

Ramon Pozuelo, Qiang Li, Philipp Schlatter +1

In this study, a new well-resolved large-eddy-simulation (LES) of an incompressible near-equilibrium adverse-pressure-gradient (APG) turbulent boundary layer (TBL) over a flat plat…

physics.flu-dyn2021★ 2 cited

Effects of sweeps and ejections on amplitude modulation in a turbulent channel flow

A. Andreolli, D. Gatti, R. Vinuesa +2

Conditional averages are used to evaluate the effect of sweeps and ejections on amplitude modulation. This is done numerically with a direct numerical simulation (DNS) of a channel…

cs.DC2021

Strong Scaling of OpenACC enabled Nek5000 on several GPU based HPC systems

Jonathan Vincent, Jing Gong, Martin Karp +11

We present new results on the strong parallel scaling for the OpenACC-accelerated implementation of the high-order spectral element fluid dynamics solver Nek5000. The test case con…

physics.flu-dyn2021

Towards adaptive simulations of turbulent wings at high Reynolds numbers

F. Mallor, Á. Tanarro, N. Offermans +3

Adaptive mesh refinement (AMR) in the high-order spectral-element method code Nek5000 is demonstrated and validated with well-resolved large-eddy simulations (LES) of the flow past…

physics.flu-dyn2021★ 7 cited

Predicting the near-wall region of turbulence through convolutional neural networks

A. G. Balasubramanian, L. Guastoni, A. Güemes +5

Modelling the near-wall region of wall-bounded turbulent flows is a widespread practice to reduce the computational cost of large-eddy simulations (LESs) at high Reynolds number. A…

cs.DC2021★ 9 cited

A High-Fidelity Flow Solver for Unstructured Meshes on Field-Programmable Gate Arrays

Martin Karp, Artur Podobas, Tobias Kenter +4

The impending termination of Moore's law motivates the search for new forms of computing to continue the performance scaling we have grown accustomed to. Among the many emerging Po…