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Prediction of wall-bounded turbulence from wall quantities using
  convolutional neural networks

Prediction of wall-bounded turbulence from wall quantities using convolutional neural networks

30 December 2019
L. Guastoni
M. P. Encinar
P. Schlatter
Hossein Azizpour
R. Vinuesa
    MDE
ArXiv (abs)PDFHTML

Papers citing "Prediction of wall-bounded turbulence from wall quantities using convolutional neural networks"

7 / 7 papers shown
Title
Forward Gradients for Data-Driven CFD Wall Modeling
Forward Gradients for Data-Driven CFD Wall Modeling
Jan Huckelheim
Tadbhagya Kumar
Krishnan Raghavan
Pinaki Pal
AI4CE
52
0
0
20 Nov 2023
Aim in Climate Change and City Pollution
Aim in Climate Change and City Pollution
P. Torres
B. Sirmaçek
S. Hoyas
Ricardo Vinuesa
HAIAI4CE
25
0
0
30 Dec 2021
Predicting the near-wall region of turbulence through convolutional
  neural networks
Predicting the near-wall region of turbulence through convolutional neural networks
A. Balasubramanian
L. Guastoni
A. Güemes
A. Ianiro
S. Discetti
P. Schlatter
Hossein Azizpour
R. Vinuesa
58
7
0
15 Jul 2021
Deep Learning for Reduced Order Modelling and Efficient Temporal
  Evolution of Fluid Simulations
Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations
Pranshu Pant
Ruchi Doshi
Pranav Bahl
A. Farimani
AI4CE
66
84
0
09 Jul 2021
Deep Neural Networks for Nonlinear Model Order Reduction of Unsteady
  Flows
Deep Neural Networks for Nonlinear Model Order Reduction of Unsteady Flows
Hamidreza Eivazi
H. Veisi
M. H. Naderi
V. Esfahanian
AI4CE
96
173
0
02 Jul 2020
Convolutional-network models to predict wall-bounded turbulence from
  wall quantities
Convolutional-network models to predict wall-bounded turbulence from wall quantities
L. Guastoni
A. Güemes
A. Ianiro
S. Discetti
P. Schlatter
Hossein Azizpour
R. Vinuesa
60
169
0
22 Jun 2020
Recurrent neural networks and Koopman-based frameworks for temporal
  predictions in a low-order model of turbulence
Recurrent neural networks and Koopman-based frameworks for temporal predictions in a low-order model of turbulence
Hamidreza Eivazi
L. Guastoni
P. Schlatter
Hossein Azizpour
Ricardo Vinuesa
AI4CE
60
7
0
01 May 2020
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