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] Flameless combustion and its potential towards gas turbines

AAV Perpignan, AG Rao, DJEM Roekaerts - Progress in Energy and …, 2018 - Elsevier
Since its discovery, the Flameless Combustion (FC) regime has been seen as a promising
alternative combustion technique to reduce pollutant emissions of gas turbine engines. This …

[HTML][HTML] Machine learning for combustion

L Zhou, Y Song, W Ji, H Wei - Energy and AI, 2022 - Elsevier
Combustion science is an interdisciplinary study that involves nonlinear physical and
chemical phenomena in time and length scales, including complex chemical reactions and …

Premixed flames subjected to extreme turbulence: Some questions and recent answers

JF Driscoll, JH Chen, AW Skiba, CD Carter… - Progress in Energy and …, 2020 - Elsevier
It has been predicted that several changes will occur when premixed flames are subjected to
the extreme levels of turbulence that can be found in practical combustors. This paper is a …

Recent progress in the development of diesel surrogate fuels

WJ Pitz, CJ Mueller - Progress in Energy and Combustion Science, 2011 - Elsevier
There has been much recent progress in the area of surrogate fuels for diesel. In the last few
years, experiments and modeling have been performed on higher molecular weight …

Chemical explosive mode analysis for a turbulent lifted ethylene jet flame in highly-heated coflow

Z Luo, CS Yoo, ES Richardson, JH Chen, CK Law… - Combustion and …, 2012 - Elsevier
The recently developed method of chemical explosive mode (CEM) analysis (CEMA) was
extended and employed to identify the detailed structure and stabilization mechanism of a …

Direct numerical simulations of ignition of a lean n-heptane/air mixture with temperature inhomogeneities at constant volume: Parametric study

CS Yoo, T Lu, JH Chen, CK Law - Combustion and Flame, 2011 - Elsevier
The effect of thermal stratification on the ignition of a lean homogeneous n-heptane/air
mixture at constant volume and high pressure is investigated by direct numerical simulations …

Challenges for turbulent combustion

AR Masri - Proceedings of the Combustion Institute, 2021 - Elsevier
Turbulent combustion will remain central to the next generation of combustion devices that
are likely to employ blends of renewable and fossil fuels, transitioning eventually to …

Understanding the ignition mechanism of high-pressure spray flames

RN Dahms, GA Paczko, SA Skeen… - Proceedings of the …, 2017 - Elsevier
A conceptual model for turbulent ignition in high-pressure spray flames is presented. The
model is motivated by first-principles simulations and optical diagnostics applied to the …

[HTML][HTML] Large eddy simulation of spray combustion using flamelet generated manifolds combined with artificial neural networks

Y Zhang, S Xu, S Zhong, XS Bai, H Wang, M Yao - Energy and AI, 2020 - Elsevier
In the present work, artificial neural networks (ANN) technique combined with flamelet
generated manifolds (FGM) is proposed to mitigate the memory issue of FGM models. A set …