Uncertainty quantification;
Large eddy simulation;
Global sensitivity analysis;
Turbulent combustion;
Model surrogate;
LARGE-EDDY SIMULATION;
POLYNOMIAL CHAOS;
SENSITIVITY-ANALYSIS;
ERRORS;
MODEL;
FLOW;
D O I:
10.1016/j.proci.2014.05.030
中图分类号:
O414.1 [热力学];
学科分类号:
摘要:
We address the forward uncertainty quantification problem in large eddy simulation (LES) of a turbulent non-premixed hydrocarbon flame, focusing on parametric uncertainty. More specifically, we examine the effect of uncertainty in the Smagorinsky coefficient and turbulent Prandtl and Schmidt numbers on specific quantities of interest. To conduct this analysis 25 LES simulations are performed, from which a surrogate model is built, based on polynomial chaos expansion, for the quantities of interest. This enables global sensitivity analysis and forward propagation of uncertainty, providing marginal and joint distributions on the quantities of interest. A non-intrusive method is used to construct the surrogate models, avoiding the need to modify the deterministic LES forward solver. The accuracy of the surrogates is examined using global error measures. The results provide insights into the underlying structure of the LES simulation, the impact of varying parameters on specific observables, and correlations among different quantities of interest. (C) 2014 The Combustion Institute. Published by Elsevier Inc. All rights reserved.
机构:
TU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
Ernst, Oliver G.
;
Mugler, Antje
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机构:
Univ Appl Sci Zwickau, Fachgrp Math, D-08012 Zwickau, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
Mugler, Antje
;
Starkloff, Hans-Joerg
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h-index: 0
机构:
Univ Appl Sci Zwickau, Fachgrp Math, D-08012 Zwickau, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
Starkloff, Hans-Joerg
;
Ullmann, Elisabeth
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h-index: 0
机构:
TU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
机构:
TU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
Ernst, Oliver G.
;
Mugler, Antje
论文数: 0引用数: 0
h-index: 0
机构:
Univ Appl Sci Zwickau, Fachgrp Math, D-08012 Zwickau, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
Mugler, Antje
;
Starkloff, Hans-Joerg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Appl Sci Zwickau, Fachgrp Math, D-08012 Zwickau, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany
Starkloff, Hans-Joerg
;
Ullmann, Elisabeth
论文数: 0引用数: 0
h-index: 0
机构:
TU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, GermanyTU Bergakad Freiberg, Inst Numer Math & Optimierung, D-09596 Freiberg, Germany