2 papers
physics.flu-dyn2021
Physics-Aware Neural Network Flame Closure for Combustion Instability Modeling in a Single-Injector Engine
Zeinab Shadram, Tuan M. Nguyen, Athanasios Sideris +1
Neural networks (NN) are implemented as sub-grid flame models in a large-eddy simulation of a single-injector liquid-propellant rocket engine with the aim to replace a look-up tabl…
physics.flu-dyn2020
Neural Network Flame Closure for a Turbulent Combustor with Unsteady Pressure
Zeinab Shadram, Tuan M. Nguyen, Athanasios Sideris +1
In this paper, neural network (NN)-based models are generated to replace flamelet tables for sub-grid modeling in large-eddy simulations of a single-injector liquid-propellant rock…