2 papers
physics.flu-dyn2021
Artificial neural network approach for turbulence models: A local framework
Chenyue Xie, Xiangming Xiong, Jianchun Wang
A local artificial neural network (LANN) framework is developed for turbulence modeling. The Reynolds-averaged Navier-Stokes (RANS) unclosed terms are reconstructed by artificial n…
physics.flu-dyn2020
Deconvolutional artificial neural network models for large eddy simulation of turbulence
Zelong Yuan, Chenyue Xie, Jianchun Wang
Deconvolutional artificial neural network (DANN) models are developed for subgrid-scale (SGS) stress in large eddy simulation (LES) of turbulence. The filtered velocities at differ…