Physical interpretation of neural network-based nonlinear eddy viscosity models
Author:
Funder
China Postdoctoral Science Foundation
National Research Foundation of Korea
DCMS NSFC PKU
National Natural Science Foundation of China
Publisher
Elsevier BV
Subject
Aerospace Engineering
Reference45 articles.
1. Turbulence modeling in the age of data;Duraisamy;Annu. Rev. Fluid Mech.,2019
2. End-to-end differentiable learning of turbulence models from indirect observations;Michelén-Ströfer;Theor. Appl. Mech. Lett.,2021
3. Evaluation of machine learning algorithms for prediction of regions of high Reynolds averaged Navier Stokes uncertainty;Ling;Phys. Fluids,2015
4. Reynolds averaged turbulence modelling using deep neural networks with embedded invariance;Ling;J. Fluid Mech.,2016
5. Machine learning methods for turbulence modeling in subsonic flows around airfoils;Zhu;Phys. Fluids,2019
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