46 citations · 46 across the 3 of their papers we have counts for
3 papers
physics.flu-dyn2023
Direct numerical simulation of inflow boundary-layer turbulence effects on cavity flame stabilisation in a model scramjet combustor
Minqi Lin, Jian Fang, Xi Deng +2
Supersonic lean premixed hydrogen/air combustion stabilised by a cavity-flame holder within a model scramjet, characterized by a Mach 1.5 inflow at 1000 K and 50 kPa, is investigat…
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
An Initial Attempt of Converged Machine-Learning Assisted Turbulence Modeling in RANS Simulations with Eddy-Viscosity Hypothesis
Weishuo Liu, Jian Fang, Stefano Rolfo +1
This work presents a converged framework of Machine-Learning Assisted Turbulence Modeling (MLATM). Our objective is to develop a turbulence model directly learning from high fideli…