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 …

Modeling of fine-particle formation in turbulent flames

V Raman, RO Fox - Annual Review of Fluid Mechanics, 2016 - annualreviews.org
The generation of nanostructured particles in high-temperature flames is important both for
the control of emissions from combustion devices and for the synthesis of high-value …

The importance of accurately modelling soot and radiation coupling in laminar and laboratory-scale turbulent diffusion flames

F Liu, JL Consalvi, F Nmira - Combustion and Flame, 2023 - Elsevier
Ultrafine and highly light absorbing soot particles have been known to be harmful to human
health and a major climate forcer. Understanding the mechanisms of soot formation and …

Model identification in reactor-based combustion closures using sparse symbolic regression

RSM Freitas, A Péquin, RM Galassi, A Attili… - Combustion and …, 2023 - Elsevier
Abstract In Large Eddy Simulations (LES) of combustion, the accuracy of predictions might
be heavily affected by deficiencies in traditional/simplified closure models, especially when …

Modelling of soot aerosol dynamics in turbulent flow

S Rigopoulos - Flow, Turbulence and Combustion, 2019 - Springer
Aerosol dynamics plays an important role in the modelling of soot formation in combustion
processes, as it is responsible for predicting the distribution of size and shape of soot …

Experimental and numerical study of soot formation in counterflow diffusion flames of gasoline surrogate components

S Kruse, A Wick, P Medwell, A Attili, J Beeckmann… - Combustion and …, 2019 - Elsevier
Soot formation is experimentally and numerically investigated in laminar counterflow
diffusion flames burning ethylene and three typical gasoline surrogate components; n …

Large Eddy Simulation of soot evolution in turbulent reacting flows: Presumed subfilter PDF model for soot–turbulence–chemistry interactions

S Yang, JK Lew, ME Mueller - Combustion and Flame, 2019 - Elsevier
In turbulent reacting flows, soot evolution is strongly influenced by small-scale soot–
turbulence–chemistry interactions. Specifically, soot is formed during combustion of fuel-rich …

[HTML][HTML] Modelling of soot formation and aggregation in turbulent flows with the LES-PBE-PDF approach and a conservative sectional method

B Sun, S Rigopoulos - Combustion and Flame, 2022 - Elsevier
The present paper presents a comprehensive approach for modelling soot formation in
turbulent flows that incorporates a recently developed conservative finite volume sectional …

[HTML][HTML] The impact of ammonia addition on soot formation in ethylene flames

L Tian, RP Lindstedt - Combustion and Flame, 2023 - Elsevier
The present work investigates computationally the impact of blending ammonia with
ethylene on soot formation in four laminar diffusion flames and the corresponding turbulent …

Effects of non-unity Lewis number of gas-phase species in turbulent nonpremixed sooting flames

A Attili, F Bisetti, ME Mueller, H Pitsch - Combustion and Flame, 2016 - Elsevier
Turbulence statistics from two three-dimensional direct numerical simulations of planar n-
heptane/air turbulent jets are compared to assess the effect of the gas-phase species …