Combustion machine learning: Principles, progress and prospects

M Ihme, WT Chung, AA Mishra - Progress in Energy and Combustion …, 2022 - Elsevier
Progress in combustion science and engineering has led to the generation of large amounts
of data from large-scale simulations, high-resolution experiments, and sensors. This corpus …

Structure and dynamics of highly turbulent premixed combustion

AM Steinberg, PE Hamlington, X Zhao - Progress in Energy and …, 2021 - Elsevier
Turbulent premixed combustion involves simultaneous and mutually interacting fluid,
chemical, and transport phenomena spanning a wide range of spatial and temporal scales …

Advances and challenges in modeling high-speed turbulent combustion in propulsion systems

ED Gonzalez-Juez, AR Kerstein, R Ranjan… - Progress in Energy and …, 2017 - Elsevier
Combustion environments in propulsion systems involve the interaction of a variety of
physics. In devices such as augmentors, ramjets and scramjets, such environments include …

Embedded training of neural-network subgrid-scale turbulence models

JF MacArt, J Sirignano, JB Freund - Physical Review Fluids, 2021 - APS
The weights of a deep neural-network model are optimized in conjunction with the
governing flow equations to provide a model for subgrid-scale stresses in a temporally …

Kinetic energy transfer in compressible isotropic turbulence

J Wang, M Wan, S Chen, S Chen - Journal of Fluid Mechanics, 2018 - cambridge.org
Kinetic energy transfer in compressible isotropic turbulence is studied using numerical
simulations with solenoidal forcing at turbulent Mach numbers ranging from 0.4 to 1.0 and at …

Generalisation of the eddy-dissipation concept for jet flames with low turbulence and low Damköhler number

MJ Evans, C Petre, PR Medwell, A Parente - Proceedings of the …, 2019 - Elsevier
Moderate or intense low oxygen dilution (MILD) combustion has been the focus of a range of
fundamental experimental and numerical studies. Reasonable agreement between …

Spectral kinetic energy transfer in turbulent premixed reacting flows

CAZ Towery, AY Poludnenko, J Urzay, J O'Brien… - Physical Review E, 2016 - APS
Spectral kinetic energy transfer by advective processes in turbulent premixed reacting flows
is examined using data from a direct numerical simulation of a statistically planar turbulent …

Effects of combustion heat release on velocity and scalar statistics in turbulent premixed jet flames at low and high Karlovitz numbers

JF MacArt, T Grenga, ME Mueller - Combustion and Flame, 2018 - Elsevier
Theoretical scaling arguments for turbulent premixed combustion indicate that the pressure-
dilatation source of turbulent kinetic energy becomes significant at low Karlovitz numbers …

[HTML][HTML] Analysis of turbulent mixing in a methane–oxygen recessed injector for space propulsion

D Martinez-Sanchis, A Sternin, A Jocher, O Haidn - Physics of Fluids, 2023 - pubs.aip.org
Turbulent mixing in a methane–oxygen recessed injector is studied using direct numerical
simulations. The operating point is chosen to be fuel-rich and at high pressure to recreate a …

Detonation initiation by compressible turbulence thermodynamic fluctuations

CAZ Towery, AY Poludnenko, PE Hamlington - Combustion and Flame, 2020 - Elsevier
Abstract Theory and computations have established that thermodynamic gradients created
by hot spots in reactive gas mixtures can lead to spontaneous detonation initiation …