Recent progress in augmenting turbulence models with physics-informed machine learning

被引:0
作者
Xinlei Zhang
Jinlong Wu
Olivier Coutier-Delgosha
Heng Xiao
机构
[1] Virginia Tech,Kevin T. Crofton Department of Aerospace and Ocean Engineering
[2] Arts et Metiers ParisTech,Laboratoire de Mécanique des Fluides de Lille — Kampé de Fériet
来源
Journal of Hydrodynamics | 2019年 / 31卷
关键词
Machine learning; turbulence modeling; data-driven modeling; model uncertainty;
D O I
暂无
中图分类号
学科分类号
摘要
In view of the long stagnation in traditional turbulence modeling, researchers have attempted using machine learning to augment turbulence models. This paper presents some of the recent progresses in our group on augmenting turbulence models with physics-informed machine learning. We also discuss our works on ensemble-based field inversion to provide training data for constructing machine learning models. Future and on-going research efforts are introduced.
引用
收藏
页码:1153 / 1158
页数:5
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