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 …

Data-assisted reduced-order modeling of extreme events in complex dynamical systems

ZY Wan, P Vlachas, P Koumoutsakos, T Sapsis - PloS one, 2018 - journals.plos.org
The prediction of extreme events, from avalanches and droughts to tsunamis and epidemics,
depends on the formulation and analysis of relevant, complex dynamical systems. Such …

Recent advances in understanding of flammability characteristics of hydrogen

AL Sánchez, FA Williams - Progress in Energy and Combustion Science, 2014 - Elsevier
The current increasing interest in hydrogen utilization and increasing understanding of
hydrogen combustion motivate this review of flammability characteristics of hydrogen. The …

[图书][B] The handbook of biomass combustion and co-firing

J Koppejan, S Van Loo - 2012 - taylorfrancis.com
This unique handbook presents both the theory and application of biomass combustion and
co-firing, from basic principles to industrial combustion and environmental impact, in a clear …

Large eddy simulations of gaseous flames in gas turbine combustion chambers

LYM Gicquel, G Staffelbach, T Poinsot - Progress in energy and combustion …, 2012 - Elsevier
Recent developments in numerical schemes, turbulent combustion models and the regular
increase of computing power allow Large Eddy Simulation (LES) to be applied to real …

Advances in fixed-bed reactor modeling using particle-resolved computational fluid dynamics (CFD)

N Jurtz, M Kraume, GD Wehinger - Reviews in Chemical Engineering, 2019 - degruyter.com
In 2006, Dixon et al. published the comprehensive review article entitled “Packed tubular
reactor modeling and catalyst design using computational fluid dynamics.” More than one …

Large-eddy simulation of turbulent combustion

H Pitsch - Annu. Rev. Fluid Mech., 2006 - annualreviews.org
Large-eddy simulation (LES) of turbulent combustion is a relatively new research field. Much
research has been carried out over the past years, but to realize the full predictive potential …

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 …

ChemNODE: A neural ordinary differential equations framework for efficient chemical kinetic solvers

O Owoyele, P Pal - Energy and AI, 2022 - Elsevier
Solving for detailed chemical kinetics remains one of the major bottlenecks for
computational fluid dynamics simulations of reacting flows using a finite-rate-chemistry …