Comparison of the Point-Collocation Non-Intrusive Polynomial (NIPC) and Non-Intrusive Spectral Projection (NISP) Methods for the γ - Rθ Transition Model

被引:6
作者
Thanh Hoai Nguyen [1 ]
Chang, Kyoungsik [1 ]
机构
[1] Univ Ulsan, Sch Mech & Automot Engn, Ulsan 44610, South Korea
来源
APPLIED SCIENCES-BASEL | 2019年 / 9卷 / 07期
基金
新加坡国家研究基金会;
关键词
point collocation; spectral projection; non-intrusive polynomial chaos; CFD; uncertainty quantification; transition model; UNCERTAINTY QUANTIFICATION; FLOW SIMULATIONS; TURBULENT; CHAOS; PROPAGATION;
D O I
10.3390/app9071407
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In the present work, a comparative study of two major non-intrusive polynomial chaos methods, Point-Collocation Non-Intrusive Polynomial Chaos (NIPC) and Non-Intrusive Spectral Projection (NISP), was conducted for the transitional <mml:semantics>-R</mml:semantics> transitional model. Three multiple model coefficients, C-a2, C-e1, and C-e2 were considered with multiple random inputs with the assumption of uniform distributions with +/- 10% deviation. The target transitional flows were one around a flat plate and Aerospatiale A-airfoil. Deterministic solutions were obtained by employing the open source software OpenFOAM. The results of two methods were compared to the results of Monte Carlo simulation with 500 runs. The order convergence of the mean value and the standard deviation (STD) were compared in terms of the quantities of interest, drag and lift coefficients. Further, the most effective model coefficient for each transitional flow could be found through the calculation of the Sobol index.
引用
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页数:19
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