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Stochastic simulation of magnetically controlled convection in porous media with random porosity via Karhunen-Lo`eve expansion and intrusive polynomial chaos expansion

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成果类型:
期刊论文
作者:
Jiang, Changwei;Qi, Yuquan;Li, Jie;Mei, Xiong;Li, Wei;...
通讯作者:
Shi, ER
作者机构:
[Qi, Yuquan; Li, Jie; Li, Wei; Shi, Er; Mei, Xiong; Jiang, Changwei] Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Peoples R China.
通讯机构:
[Shi, ER ] C
Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Peoples R China.
语种:
英文
关键词:
Stochastic simulation;Thermomagnetic convection;Random porous media;Karhunen-Loe `ve expansion;Polynomial chaos expansion
期刊:
International Journal of Heat and Mass Transfer
ISSN:
0017-9310
年:
2024
卷:
224
基金类别:
National Natural Science Foundation of China [11572056, 52208094]; Natural Science Foundation of Hunan Province, China [2022JJ30603]
机构署名:
本校为第一且通讯机构
院系归属:
能源与动力工程学院
摘要:
Understanding and quantifying uncertainty factors are crucial for accurately predicting thermomagnetic convection phenomena. This study presented a mathematical model and algorithm framework for uncertainty analysis of thermomagnetic convection in porous media with random porosity. The proposed method combined Karhunen-Loe`ve expansion and intrusive polynomial chaos expansion to represent the input random parameters and output response, respectively. The Galerkin projection method was employed to decouple the stochastic governing equations of thermomagnetic convection into deterministic govern...

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