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Soot temperature and volume fraction field predictions via line-of-sight soot integral radiation equation informed neural networks in laminar sooting flames

Physics of Fluids
This paper originally proposes a physics informed neural networks (PINNs) model for the simultaneous prediction of soot temperature and volume fraction fields in laminar flames from experimental soot integral radiation. Contrasted with the previous data-driven models, the PINNs model incorporates the line-of-sight soot radiation integral equation into ...
Qianlong Wang   +5 more
openaire   +1 more source

Influence of soot self-absorption on simultaneous 3D temperature and soot volume fraction measurements in turbulent flames

Optical investigations of turbulent sooting flames present multiple challenges, one of which is soot self-absorption (SSA), where part of the radiation signal is absorbed by the flame itself before reaching the detector. The present paper adapts an approach from the literature applied to a laminar axisymmetric flame to correct effects of SSA in a ...
Müller, Marcel Nico   +3 more
openaire   +1 more source

Soot Volume Fraction and Particle Size Measurements using Laser-Induced Incandescence

Soot is a byproduct formed during incomplete combustion of hydrocarbon fuels. Atmospheric soot from aircraft emissions increases local air temperatures, drives cloud formation, and decreases albedo on snow and ice: three factors that promote global warming.
openaire   +1 more source

Determination of the volume fraction of soot accounting for its composition and morphology

Proceedings of the Combustion Institute, 2021
Georgios A Kelesidis   +1 more
exaly  

The effect of exit Reynolds number on soot volume fraction in turbulent non-premixed jet flames

, 2018
S. M. Mahmoud   +5 more
semanticscholar   +1 more source

A spectral approach to measurement of soot volume fraction and surface temperature

1999
International Energy Agency 21st Task Leaders Meeting on Energy Conservation and Emissions Reduction in Combustion, September 26-29, 1999,, Ohtsu, Shiga ...
Snelling, David   +5 more
openaire   +1 more source

Measurement of Soot Temperature and Volume Fraction of Axisymmetric Ethylene Laminar Flames Using Hyperspectral Tomography

IEEE Transactions on Instrumentation and Measurement, 2017
Huawei Liu, Shu Zheng, Huai-Chun Zhou
semanticscholar   +1 more source

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