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A PDE-free, neural network-based eddy viscosity model coupled with RANS equations

Ruiwu Xu, Xu‐Hui Zhou, Jiequn Han, Richard P. Dwight, Heng Xiao

2022International Journal of Heat and Fluid Flow11 citationsDOIOpen Access PDF

Topics & Concepts

Reynolds-averaged Navier–Stokes equationsTurbulenceTurbulence modelingPhysicsReynolds stressTurbulence kinetic energyApplied mathematicsClassical mechanicsSolverK-omega turbulence modelConstitutive equationStatistical physicsK-epsilon turbulence modelReynolds stress equation modelMechanicsMathematicsMathematical optimizationFinite element methodThermodynamicsModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsGenerative Adversarial Networks and Image Synthesis
A PDE-free, neural network-based eddy viscosity model coupled with RANS equations | Litcius