Multidimensional quantification of uncertainty and application to a turbulent mixing model

被引:7
作者
Barmparousis, Christos [1 ,2 ]
Drikakis, Dimitris [3 ]
机构
[1] Cranfield Univ, Cranfield MK43 0AL, Beds, England
[2] CompFlow Computat Engn, Odysseos 7, Athens 10437, Greece
[3] Univ Strathclyde, Fac Engn, Glasgow G1 1XJ, Lanark, Scotland
关键词
calibration; compressible flows; meta-model; optimisation; polynomial chaos; sensitivity; turbulence modelling; uncertainty quantification; RAYLEIGH-TAYLOR INSTABILITY; RICHTMYER-MESHKOV INSTABILITY; GENERALIZED POLYNOMIAL CHAOS; FLOW-STRUCTURE INTERACTIONS; BUBBLE MERGER MODEL; DIFFERENTIAL-EQUATIONS; VARIABLE ACCELERATION; COMPRESSIBLE FLOWS; HERMITE EXPANSION; SIMULATION;
D O I
10.1002/fld.4385
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper concerns the implementation of the generalized polynomial chaos (gPC) approach for parametric studies, including the quantification of uncertainty (UQ), of turbulence modelling. The method is applied to Richtmyer-Meshkov turbulent mixing. The K-L turbulence model has been chosen as a prototypical example, and parametric studies have been performed to examine the effects of closure coefficients and initial conditions on the flow results. It is shown that the proposed method can be used to obtain a relation between the uncertain inputs and the monitored flow quantities, thus efficiently performing parametric studies. It allows the simultaneous calibration and quantification of uncertainty in an efficient numerical framework.
引用
收藏
页码:385 / 403
页数:19
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