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 …

Synergistic interactions of thermodiffusive instabilities and turbulence in lean hydrogen flames

L Berger, A Attili, H Pitsch - Combustion and Flame, 2022 - Elsevier
Interactions of thermodiffusive instabilities and turbulence have been investigated by large-
scale Direct Numerical Simulations (DNS) in this work. Two DNS of turbulent premixed lean …

Machine learning in chemical reaction space

S Stocker, G Csányi, K Reuter, JT Margraf - Nature communications, 2020 - nature.com
Chemical compound space refers to the vast set of all possible chemical compounds,
estimated to contain 1060 molecules. While intractable as a whole, modern machine …

Overview of the national jet fuels combustion program

M Colket, J Heyne, M Rumizen, M Gupta, T Edwards… - AiAA Journal, 2017 - arc.aiaa.org
This paper provides an overview of the National Jet Fuels Combustion Program led by the
Federal Aviation Administration, the US Air Force Research Laboratory, and the NASA. The …

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 …

Comprehensive chemical kinetic modeling of the oxidation of 2-methylalkanes from C7 to C20

SM Sarathy, CK Westbrook, M Mehl, WJ Pitz… - Combustion and …, 2011 - Elsevier
Conventional petroleum jet and diesel fuels, as well as alternative Fischer–Tropsch (FT)
fuels and hydrotreated renewable jet (HRJ) fuels, contain high molecular weight lightly …

Toward accommodating realistic fuel chemistry in large-scale computations

T Lu, CK Law - Progress in Energy and Combustion Science, 2009 - Elsevier
The need and prospect of incorporating realistic fuel chemistry in large-scale simulations of
combustion phenomena and combustor performance are reviewed. The review first …

Collecting performance data with PAPI-C

D Terpstra, H Jagode, H You, J Dongarra - Tools for High Performance …, 2010 - Springer
Modern high performance computer systems continue to increase in size and complexity.
Tools to measure application performance in these increasingly complex environments must …

Turbulent premixed combustion: Flamelet structure and its effect on turbulent burning velocities

JF Driscoll - Progress in energy and Combustion Science, 2008 - Elsevier
This review paper addresses the following question: what is the structure of flamelets within
premixed turbulent combustion and how does this structure affect the turbulent burning …