2 papers
physics.flu-dyn2026
Physics-Guided Machine Learning for Predictive Turbulent Combustion Simulation
Shubhangi Bansude, Jay Patel
Predictive simulation of turbulent combustion remains challenging because stiff chemical kinetics, turbulent transport, molecular mixing, and heat release interact nonlinearly acro…
physics.flu-dyn2023
Investigation of Deep Learning-Based Filtered Density Function for Large Eddy Simulation of Turbulent Scalar Mixing
Shubhangi Bansude, Reza Sheikhi
A filtered density function (FDF) model based on deep neural network (DNN), termed DNN-FDF, is introduced for large eddy simulation (LES) of turbulent flows involving conserved sca…