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 …

The 3-zones extended coherent flame model (ECFM3Z) for computing premixed/diffusion combustion

O Colin, A Benkenida - Oil & gas science and …, 2004 - ogst.ifpenergiesnouvelles.fr
The Extended Coherent Flame Model of Colin et al.(2003) developed to model combustion
in perfectly or partially mixed mixtures is adapted to also account for unmixed combustion …

Structure of a spatially developing turbulent lean methane–air Bunsen flame

R Sankaran, ER Hawkes, JH Chen, T Lu… - Proceedings of the …, 2007 - Elsevier
Direct numerical simulation of a three-dimensional spatially developing turbulent slot-burner
Bunsen flame has been performed with a new reduced methane–air mechanism. The …

Large-eddy simulation of a lifted methane jet flame in a vitiated coflow

P Domingo, L Vervisch, D Veynante - Combustion and Flame, 2008 - Elsevier
The impact of burned gases on flame stabilization is analyzed under the conditions of a
laboratory jet flame in vitiated coflow. In this experiment, mass flow rate, temperature, and …

Large eddy simulation of n-dodecane spray flames using flamelet generated manifolds

A Wehrfritz, O Kaario, V Vuorinen, B Somers - Combustion and Flame, 2016 - Elsevier
In the present study the Engine Combustion Network (ECN)“Spray A” target conditions are
investigated using the Large Eddy Simulation (LES) and the Flamelet Generated Manifold …

Computational combustion

CK Westbrook, Y Mizobuchi, TJ Poinsot… - Proceedings of the …, 2005 - Elsevier
Progress in the field of computational combustion over the past 50 years is reviewed.
Particular attention is given to those classes of models that are common to most system …

A filtered tabulated chemistry model for LES of premixed combustion

B Fiorina, R Vicquelin, P Auzillon, N Darabiha… - Combustion and …, 2010 - Elsevier
A new modeling strategy called F-TACLES (Filtered Tabulated Chemistry for Large Eddy
Simulation) is developed to introduce tabulated chemistry methods in Large Eddy …

[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 …

Scalar dissipation rate modeling and its validation

H Kolla, JW Rogerson, N Chakraborty… - Combustion Science …, 2009 - Taylor & Francis
A simple algebraic model for the Favre averaged scalar dissipation rate, c, in high
Damkohler number premixed flames is obtained from its transport equation by balancing the …