activity
20152023
most citedAn Iterative Machine-Learning Framework for RANS Turbulence Modeling

46 citations · 54 across the 5 of their papers we have counts for

collaborators

6 papers

physics.flu-dyn2023★ 1 cited

Impact of reconstruction schemes on interpreting lattice Boltzmann results -- A study using the Taylor-Green vortex problem

Jianping Meng, Xiao-Jun Gu, David R. Emerson

In this note, we show how reconstruction schemes can have a significant impact on interpreting lattice Boltzmann simulation data. To reconstruct turbulence quantities, e.g., the ki…

physics.flu-dyn2019★ 46 cited

An Iterative Machine-Learning Framework for RANS Turbulence Modeling

Weishuo Liu, Jian Fang, Stefano Rolfo +2

Machine-learning (ML) techniques provide a new and encouraging perspective for constructing turbulence models for Reynolds-averaged Navier--Stokes (RANS) simulations. In this study…

physics.flu-dyn2019★ 5 cited

Thermal transients in a U-Bend

Alex Skillen, Małgorzata J. Zimoń, Robert Sawko +3

We study numerically the propagation of a hot thermal transient through a U-bend via an ensemble of wall-resolved large eddy simulations. Conjugate heat transfer between fluid and…

physics.flu-dyn2018★ 1 cited

On the relationship between the diffuse reflection and bounce-back boundary condition in the continuum limit

Jianping Meng, Xiao-Jun Gu, David R Emerson +2

In this work, we show that the widely used bounce-back boundary condition is an incomplete form of the diffuse reflection boundary condition at the continuum limit for lattice Bolt…

physics.flu-dyn2016

Discrete Boltzmann model of shallow water equations with polynomial equilibria

Jianping Meng, Xiao-Jun Gu, David R Emerson +2

A type of discrete Boltzmann model for simulating shallow water flows is derived by using the Hermite expansion approach. Through analytical analysis, we study the impact of trunca…

physics.flu-dyn2015★ 1 cited

Slip velocity of lattice Boltzmann simulation using bounce-back boundary scheme

Jianping Meng, Xiao-Jun Gu, David R Emerson

In this work we investigate the issue of non-physical slip at wall of lattice Boltzmann simulations with the bounce-back boundary scheme. By comparing the analytical solution of tw…