长沙理工大学学报(自然科学版)
基于多项式混沌展开法的随机多孔介质内流体自然对流不确定性研究
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姜昌伟(1973-),男,浙江衢州人,长沙理工大学教授,博士,主要从事传热传质理论的研究。E-mail:jiangcw@csust.edu.cn

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TK124

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国家自然科学基金资助项目(11572056);湖南省教育厅重点科研项目(15A006)


Uncertainty quantification of natural convection of fluid in randomporous media based on polynomial chaos expansion method
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    摘要:

    发展了一种基于 Karhunen-Loeve展开与多项式混沌展开的随机多孔介质内流体自然对流不确定性分析数理模型及有限元数值模拟程序框架,该方法利用 Karhunen-Loeve展开表达输入随机场,利用多项式混沌展开法表达输出随机场;同时利用谱分解技术将随机多孔介质中的随机方程转化为一组确定性方程, 并对每个多项式混沌进行求解。最后采用随机映射法求解相应的确定性控制方程中的混沌系数,得到数值解的统计结果。该方法的预测结果与蒙特卡罗方法得到的结果进行比较表明,多项式混沌方法可以有效地模拟不确定性在多孔介质流体流动与传热中的传播。

    Abstract:

    A stochastic mathematical model and finite element framework by combination ofKarhunen-Lo eve expansion and polynomial chaos expansion of uncertainty quantification ofnatural convection in random media were developed based on stochastic theory and heattransfer theory in porous media.In this approach, the input stochastic field(porosity) is re-presented by the Karhunen-Lo eve expansion and the output fields(e.g., velocity, pressure,temperature, and streamfunction) are expressed by the polynomial chaos expansion.Usingthe spectral decomposition, the stochastic problem in random porous media is reformulatedto a set of deterministic problems to be solved for each polynomial chaos.A stochastic pro-jection method is implemented to obtain the chaos coefficients in the corresponding deter-ministic governing equations and the statistics of the numerical solution are obtained.Theprediction results are compared against results obtained using a MonteCarlo method.Excel-lent agreement between these results indicates the efficiency and accuracy of the proposedmethod.

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姜昌伟,王学忠,王乔蓬,等.基于多项式混沌展开法的随机多孔介质内流体自然对流不确定性研究[J].长沙理工大学学报(自然科学版),2019,16(2):62-70.
JIANG Chang-we i, WANG Xue-zhong, WANG Qiao-peng, et al. Uncertainty quantification of natural convection of fluid in randomporous media based on polynomial chaos expansion method[J]. Journal of Changsha University of Science & Technology (Natural Science),2019,16(2):62-70.

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  • 在线发布日期: 2022-04-24
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