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] Improving aircraft performance using machine learning: A review

S Le Clainche, E Ferrer, S Gibson, E Cross… - Aerospace Science and …, 2023 - Elsevier
This review covers the new developments in machine learning (ML) that are impacting the
multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics …

[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 …

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 …

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 …

Petascale direct numerical simulation of turbulent combustion—fundamental insights towards predictive models

JH Chen - Proceedings of the Combustion Institute, 2011 - Elsevier
The advent of petascale computing applied to direct numerical simulation (DNS) of turbulent
combustion has transformed our ability to interrogate fine-grained 'turbulence …

Direct numerical simulations of the ignition of lean primary reference fuel/air mixtures with temperature inhomogeneities

MB Luong, Z Luo, T Lu, SH Chung, CS Yoo - Combustion and Flame, 2013 - Elsevier
The effects of fuel composition, thermal stratification, and turbulence on the ignition of lean
homogeneous primary reference fuel (PRF)/air mixtures under the conditions of constant …

A DNS study of ignition characteristics of a lean iso-octane/air mixture under HCCI and SACI conditions

CS Yoo, Z Luo, T Lu, H Kim, JH Chen - Proceedings of the Combustion …, 2013 - Elsevier
The effect of thermal stratification, spark-ignition, and turbulence on the ignition of a lean
homogeneous iso-octane/air mixture at constant volume and high pressure is investigated …

Lift-off behaviors of the partially-premixed jet flame in a supersonic vitiated coflow

C Liu, J Zhang, X Li, Y Pan, W Huang - Aerospace Science and …, 2023 - Elsevier
Achieving fast and efficient combustion is considered as the primary difficulty in overcoming
the high-Mach-number scramjet. A novel injection strategy with coflows has been proposed …