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 …

[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 …

Stiff-pinn: Physics-informed neural network for stiff chemical kinetics

W Ji, W Qiu, Z Shi, S Pan, S Deng - The Journal of Physical …, 2021 - ACS Publications
The recently developed physics-informed neural network (PINN) has achieved success in
many science and engineering disciplines by encoding physics laws into the loss functions …

[图书][B] Multiple time scale dynamics

C Kuehn - 2015 - Springer
This book aims to provide an introduction to dynamical systems with multiple time scales. As
in any overview book, several topics are covered only quite briefly. My aim was to focus on …

Hydrogen fuel rocket engines simulation using LOGOS code

NN Smirnov, VB Betelin, RM Shagaliev… - International Journal of …, 2014 - Elsevier
Computer aided design of new effective and clean hydrogen rocket engines needs
mathematical tools for supercomputer modeling of hydrogen–oxygen components mixing …

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] Combustion

J Warnatz, U Maas, RW Dibble, J Warnatz - 2006 - Springer
This book has evolved from a lecture series (of J. Wa.) on combustion at stuttgart University.
The lectures were intended to provide firstayear graduate students (and advanced …

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 …