R Nakazawa, Y Minamoto, N Inoue, M Tanahashi - Combustion and Flame, 2022 - Elsevier
Deep neural network (DNN) is applied to mean reaction rate modelling. Two DNN structures, species-dependent (SD) and species-independent (SI), are considered. 1 Due to …
S Sammak, Z Ren, P Givi - Modeling and Simulation of Turbulent Mixing …, 2020 - Springer
An overview is presented of recent developments in filtered density function (FDF) methodology as utilized for large eddy simulation (LES) of turbulent flows. The review is …
Transported probability density function (TPDF) methods are attractive for modeling turbulent flames as the highly nonlinear chemical reactions appear in closed form. The …
H Zhou, Z Ren, DH Rowinski, SB Pope - Journal of Propulsion and …, 2020 - arc.aiaa.org
The predictive numerical simulation of near-limit turbulent premixed combustion, in which the turbulent intensity is high and the fuel/air mixture is near the flammability limit, remains …
T Yang, Q Xie, H Zhou, Z Ren - Physics of Fluids, 2020 - pubs.aip.org
A new closure of the scalar mixing timescale is formulated to enhance the predictability of large eddy simulation (LES)/filtered density function (FDF) simulations for turbulent premixed …
Transported probability density function (TPDF) simulation with sensitivity analysis has been conducted for turbulent non-premixed CH 4/H 2 flames of the jet-into-hot-coflow (JHC) …
W Xie, Z Lu, Z Ren, GM Goldin - Combustion and Flame, 2018 - Elsevier
The incorporation of detailed chemistry in combustion simulations is challenging due to the large number of chemical species and the wide range of chemical timescales. The …
The modeling of scalar mixing timescale remains a primary challenge in the transported probability density function (TPDF) method. The variation of scalar mixing timescale among …
N Iaroslavtceva, A Kronenburg, OT Stein - Flow, Turbulence and …, 2023 - Springer
A novel multiple mapping conditioning (MMC) mixing time scale model for turbulent premixed combustion has been developed. It combines time scales for the flamelet and …