TY - GEN
T1 - Chemical kinetic uncertainty quantification for large eddy simulation of turbulent nonpremixed combustion
AU - Mueller, Michael E.
AU - Iaccarino, Gianluca
AU - Pitsch, Heinz
N1 - Publisher Copyright:
Copyright © 2011 by the Western States Section/Combustion Institute All rights reserved.
PY - 2011
Y1 - 2011
N2 - While the accuracy of chemical kinetic mechanisms continues to improve, these mechanisms are still models with, sometimes considerable, uncertainty. In order to rigorously validate turbulent combustion simulations against experimental data, this uncertainty must be separated from deficiencies in the turbulent combustion model itself. In this work, a method is developed for quantifying the uncertainty in turbulent flame simulations due to input uncertainty in the chemical mechanism. Here the method is developed for Large Eddy Simulation (LES) combined with a steady flamelet model. Rather than a brute force approach in which hundreds or thousands of LES runs are required, the method takes advantage of the actual algorithm employed with the steady flamelet model. First, the uncertainty in the chemical kinetics is propagated through the flamelet equations, and the resulting joint distribution is used as a stochastic equation of state in the LES. Direct uncertainty in temperature and species mass fraction is obtained by sampling over the joint distribution as statistics are collected. Uncertainty due to "active" quantities such as density, viscosity, diffusivity, etc., is propagated using non-intrusive stochastic collocation, requiring a few LES runs.
AB - While the accuracy of chemical kinetic mechanisms continues to improve, these mechanisms are still models with, sometimes considerable, uncertainty. In order to rigorously validate turbulent combustion simulations against experimental data, this uncertainty must be separated from deficiencies in the turbulent combustion model itself. In this work, a method is developed for quantifying the uncertainty in turbulent flame simulations due to input uncertainty in the chemical mechanism. Here the method is developed for Large Eddy Simulation (LES) combined with a steady flamelet model. Rather than a brute force approach in which hundreds or thousands of LES runs are required, the method takes advantage of the actual algorithm employed with the steady flamelet model. First, the uncertainty in the chemical kinetics is propagated through the flamelet equations, and the resulting joint distribution is used as a stochastic equation of state in the LES. Direct uncertainty in temperature and species mass fraction is obtained by sampling over the joint distribution as statistics are collected. Uncertainty due to "active" quantities such as density, viscosity, diffusivity, etc., is propagated using non-intrusive stochastic collocation, requiring a few LES runs.
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M3 - Conference contribution
AN - SCOPUS:84943558974
T3 - Fall Technical Meeting of the Western States Section of the Combustion Institute 2011, WSS/CI 2011 Fall Meeting
SP - 135
EP - 147
BT - Fall Technical Meeting of the Western States Section of the Combustion Institute 2011, WSS/CI 2011 Fall Meeting
PB - Western States Section/Combustion Institute
T2 - Fall Technical Meeting of the Western States Section of the Combustion Institute 2011, WSS/CI 2011
Y2 - 17 October 2011 through 18 October 2011
ER -