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 …

[HTML][HTML] State-of-the-art in premixed combustion modeling using flamelet generated manifolds

JA Van Oijen, A Donini, RJM Bastiaans… - Progress in Energy and …, 2016 - Elsevier
Flamelet based chemical reduction techniques are very promising methods for efficient and
accurate modeling of premixed flames. Over the years the Flamelet Generated Manifold …

Small scales, many species and the manifold challenges of turbulent combustion

SB Pope - Proceedings of the Combustion Institute, 2013 - Elsevier
A major goal of combustion research is to develop accurate, tractable, predictive models for
the phenomena occurring in combustion devices, which predominantly involve turbulent …

Skeletal mechanism reduction through species-targeted sensitivity analysis

A Stagni, A Frassoldati, A Cuoci, T Faravelli… - Combustion and …, 2016 - Elsevier
The use of simplifying techniques to obtain skeletal kinetic mechanisms with the required
accuracy is often a necessary step when computationally demanding simulations are …

Prediction of autoignition in a lifted methane/air flame using an unsteady flamelet/progress variable model

M Ihme, YC See - Combustion and Flame, 2010 - Elsevier
An unsteady flamelet/progress variable (UFPV) model has been developed for the
prediction of autoignition in turbulent lifted flames. The model is a consistent extension to the …

LES model for sooting turbulent nonpremixed flames

ME Mueller, H Pitsch - Combustion and Flame, 2012 - Elsevier
In this work, an integrated Large Eddy Simulation (LES) model is developed for sooting
turbulent nonpremixed flames and validated in a laboratory scale flame. The integrated …

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 …

Effects of ambient pressure, gas temperature and combustion reaction on droplet evaporation

T Kitano, J Nishio, R Kurose, S Komori - Combustion and Flame, 2014 - Elsevier
The effects of ambient pressure, initial gas temperature and combustion reaction on the
evaporation of a single fuel droplet and multiple fuel droplets are investigated by means of …

Modeling heat loss effects in the large eddy simulation of a model gas turbine combustor with premixed flamelet generated manifolds

F Proch, AM Kempf - Proceedings of the combustion institute, 2015 - Elsevier
Large eddy simulation results are presented for a model gas turbine combustion chamber,
which is operated with a premixed and preheated methane/air mixture. The off-center …

Emerging trends in numerical simulations of combustion systems

V Raman, M Hassanaly - Proceedings of the Combustion Institute, 2019 - Elsevier
Numerical simulations have played a vital role in the design of modern combustion systems.
Over the last two decades, the focus of research has been on the development of the large …