Thomas Readshaw

Machine learning tabulation of thermochemistry in turbulent combustion: An approach based on hybrid flamelet/random data and multiple multilayer perceptrons

Tianjie Ding, Thomas Readshaw, Stelios Rigopoulos et al. · Combustion and Flame · 2021 · 65 citations

Engineering, Machine Learning, Data Science +10

Modeling of turbulent flames with the large eddy simulation–probability density function (LES–PDF) approach, stochastic fields, and artificial neural networks

Thomas Readshaw, Tianjie Ding, Stelios Rigopoulos et al. · Physics of Fluids · 2021 · 39 citations · Full text

Engineering, Machine Learning, Combustion Theory +19

Simulation of turbulent premixed flames with machine learning - tabulated thermochemistry

Thomas Readshaw, Lucas Lourencena Caldas Franke, W.P. Jones et al. · Combustion and Flame · 2023 · 14 citations · Full text

On the incorporation of conservation laws in machine learning tabulation of kinetics for reacting flow simulation

Thomas Readshaw, W.P. Jones, Stelios Rigopoulos · Physics of Fluids · 2023 · 10 citations · Full text