Machine learning methods for turbulence modeling in subsonic flows around airfoils

L Zhu, W Zhang, J Kou, Y Liu - Physics of Fluids, 2019 - pubs.aip.org
In recent years, the data-driven turbulence model has attracted widespread concern in fluid
mechanics. The existing approaches modify or supplement the original turbulence model by …

[HTML][HTML] 机器学习在湍流模型构建中的应用进展

张伟伟, 朱林阳, 刘溢浪, 寇家庆 - 空气动力学学报, 2019 - html.rhhz.net
借助于高性能计算机和数据共享平台的发展, 研究者可以获取大量的高分辨率湍流计算数据.
近年来, 随着深度神经网络等人工智能技术的发展, 数据驱动的机器学习方法也开始应用于湍流 …

[HTML][HTML] Theory-based Reynolds-averaged Navier–Stokes equations with large eddy simulation capability for separated turbulent flow simulations

S Heinz, R Mokhtarpoor, M Stoellinger - Physics of Fluids, 2020 - pubs.aip.org
The prediction and investigation of very high Reynolds number turbulent wall flows pose a
significant challenge: experimental studies and large eddy simulation (LES) are often …

Direct numerical simulations of laminar and transitional flows in diverging pipes

D Vittal Shenoy, M Safdari Shadloo… - International Journal of …, 2020 - emerald.com
Purpose Fluid flows in pipes whose cross-sectional area are increasing in the stream-wise
direction are prone to separation of the recirculation region. This paper aims to investigate …

Turbulent drag reduction over curved walls

J Banchetti, P Luchini, M Quadrio - Journal of Fluid Mechanics, 2020 - cambridge.org
This work studies the effects of skin-friction drag reduction in a turbulent flow over a curved
wall, with a view to understanding the relationship between the reduction of friction and …

Large-eddy simulation of turbulent flow over a parametric set of bumps

R Matai, P Durbin - Journal of Fluid Mechanics, 2019 - cambridge.org
Turbulent flow over a series of increasingly high, two-dimensional bumps is studied by well-
resolved large-eddy simulation. The mean flow and Reynolds stresses for the lowest bump …

On the structure of the self-sustaining cycle in separating and reattaching flows

A Cimarelli, A Leonforte, D Angeli - Journal of Fluid Mechanics, 2018 - cambridge.org
The separating and reattaching flows and the wake of a finite rectangular plate are studied
by means of direct numerical simulation data. The large amount of information provided by …

[HTML][HTML] On negative turbulence production phenomena in the shear layer of separating and reattaching flows

A Cimarelli, A Leonforte, E De Angelis, A Crivellini… - Physics Letters A, 2019 - Elsevier
Abstract The analysis of Direct Numerical Simulation data of the separating and reattaching
flow over a blunt bluff body with sharp edges, reveals the presence of negative turbulence …

Structure function tensor equations in inhomogeneous turbulence

D Gatti, A Chiarini, A Cimarelli… - Journal of Fluid …, 2020 - cambridge.org
Exact budget equations for the second-order structure function tensor. In a third example, the
AGKE are computed for a separating and reattaching flow. The process of spanwise-vortex …

Large-eddy simulation study of Reynolds number effects on the flow around a wall-mounted hemisphere in a boundary layer

Y Cao, T Tamura - Physics of Fluids, 2020 - pubs.aip.org
Large-eddy simulations were used to investigate unsteady flows around a wall-mounted
hemisphere as the Reynolds number (Re, based on the diameter of the hemisphere D) …