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 …

A two-step chemical scheme for kerosene–air premixed flames

B Franzelli, E Riber, M Sanjosé, T Poinsot - Combustion and Flame, 2010 - Elsevier
A reduced two-step scheme (called 2S_KERO_BFER) for kerosene–air premixed flames is
presented in the context of Large Eddy Simulation of reacting turbulent flows in industrial …

Optimal artificial neural networks and tabulation methods for chemistry representation in LES of a bluff-body swirl-stabilized flame

M Ihme, C Schmitt, H Pitsch - Proceedings of the Combustion Institute, 2009 - Elsevier
Large-eddy simulations (LES) of the Sydney bluff-body swirl-stabilized methane–hydrogen
flame are performed, employing two chemistry representation methods, namely a …

Modeling combustion chemistry in large eddy simulation of turbulent flames

B Fiorina, D Veynante, S Candel - … International Symposium on …, 2013 - dl.begellhouse.com
In addition to the complexities arising in non-reacting turbulent shear flows, the presence of
highly exothermic chemical reactions introduces new difficulties. This central problem in …

An efficient flamelet-based combustion model for compressible flows

A Saghafian, VE Terrapon, H Pitsch - Combustion and Flame, 2015 - Elsevier
A combustion model based on a flamelet/progress variable approach for high-speed flows is
introduced. In the proposed formulation, the temperature is computed from the transported …

[HTML][HTML] Combining flamelet-generated manifold and machine learning models in simulation of a non-premixed diffusion flame

K Li, P Rahnama, R Novella, B Somers - Energy and AI, 2023 - Elsevier
Abstract Flamelet Generated Manifold (FGM) is an example of a chemistry tabulation or a
flamelet method that is under attention because of its accuracy and speed in predicting …

High-pressure methane-oxygen flames. Analysis of sub-grid scale contributions in filtered equations of state

G Ribert, X Petit, P Domingo - The Journal of Supercritical Fluids, 2017 - Elsevier
Turbulent combustion modelling under high-pressure conditions is a key issue for the
design of future aero or rocket engines. In the context of large-eddy simulations, the exact …

Adaptive chemistry lookup tables for combustion simulations using optimal B-spline interpolants

M Bode, N Collier, F Bisetti, H Pitsch - Combustion Theory and …, 2019 - Taylor & Francis
Flamelet models, which enable the storing of precomputed detailed chemistry into lookup
tables, are widely used in combustion simulations. They allow the computation of accurate …

Virtual chemistry for temperature and CO prediction in LES of non-adiabatic turbulent flames

G Maio, M Cailler, R Mercier, B Fiorina - Proceedings of the Combustion …, 2019 - Elsevier
Flames stabilization and pollutant formation in confined combustion chambers are affected
by heat losses. Reliable numerical simulations must account for such complex phenomena …

Fuel composition effects on flame stretch in turbulent premixed combustion: Numerical analysis of flame-vortex interaction and formulation of a new efficiency function

S Bougrine, S Richard, O Colin, D Veynante - Flow, turbulence and …, 2014 - Springer
Direct numerical simulations (DNS) of flame-vortex interaction are performed to study the
effect of fuel composition on premixed flames wrinkling. Flame stretches are deduced from …