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| 基于融合物理神经网络的稀疏数据挖掘应用及算法研究 学位论文 硕士论文,北京: 中国科学院大学, 2024 Authors: 许盛峰![](/image/person.jpg)
Adobe PDF(22342Kb)  |   Favorite  |  View/Download:45/6  |  Submit date:2024/06/04 融合物理神经网络,物理信息神经网络,流场重构,稀疏数据挖掘,并行计算,数据标准化 |
| 粗糙壁湍流的机理和大涡模拟壁模型 学位论文 博士论文,北京: 中国科学院大学, 2024 Authors: li shilong![](/image/person.jpg)
Adobe PDF(60685Kb)  |   Favorite  |  View/Download:49/10  |  Submit date:2024/05/23 粗糙壁湍流 壁模型 大涡模拟 分离流动 深度神经网络 |
| 携带颗粒各向同性湍流大涡模拟数据驱动的亚格子模型 学位论文 硕士论文,北京: 中国科学院大学, 2024 Authors: 谭江涛![](/image/person.jpg)
Adobe PDF(12149Kb)  |   Favorite  |  View/Download:38/4  |  Submit date:2024/06/04 大涡模拟,线性化模型,亚格子模型,惯性颗粒聚团,人工神经网络 |
| Data augmented prediction of Reynolds stresses for flows around an axisymmetric body of revolution 期刊论文 OCEAN ENGINEERING, 2024, 卷号: 296, 页码: 14 Authors: Liu Y(刘毅); Wang SZ(王士召) ; Zhang XL(张鑫磊); He GW(何国威)![](/image/person.jpg)
![](/themes/default/image/downing1.png) Favorite  |  View/Download:30/0  |  Submit date:2024/05/21 Ensemble Kalman method Machine learning Turbulence modeling SUBOFF model |
| Ensemble variational method with adaptive covariance inflation for learning neural network-based turbulence models 期刊论文 PHYSICS OF FLUIDS, 2024, 卷号: 36, 期号: 3, 页码: 21 Authors: Luo QY(罗清勇); Zhang XL(张鑫磊); He GW(何国威)![](/image/person.jpg)
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| Artificial Neural Network Modeling Small-Scale Turbulence of IsotropicTurbulent Flows 会议论文 IUTAM Symposium on Turbulent Structure and Particles-Turbulence Interaction, 中国兰州, 2023-7-7至2023-7-11 Authors: Tan JT(谭江涛) ; Jin GD(晋国栋)![](/image/person.jpg)
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| Physical interpretation of neural network-based nonlinear eddy viscosity models 期刊论文 AEROSPACE SCIENCE AND TECHNOLOGY, 2023, 卷号: 142, 页码: 13 Authors: Zhang XL(张鑫磊); Xiao, Heng; Jee, Solkeun; He GW(何国威)![](/image/person.jpg)
Adobe PDF(5699Kb)  |   Favorite  |  View/Download:83/7  |  Submit date:2023/11/28 Machine learning Turbulence modeling Ensemble Kalman inversion Physical interpretability |
| Explainability analysis of neural network-based turbulence modeling for transonic axial compressor rotor flows 期刊论文 AEROSPACE SCIENCE AND TECHNOLOGY, 2023, 卷号: 141, 页码: 108542 Authors: Wu CT(吴楚畋); Wang SZ(王士召) ; Zhang XL(张鑫磊); He GW(何国威)![](/image/person.jpg)
Adobe PDF(3908Kb)  |   Favorite  |  View/Download:131/13  |  Submit date:2023/09/26 Explainability Ensemble Kalman method Turbulence model Axial compressor rotor Neural network Machine learning |
| Combining direct and indirect sparse data for learning generalizable turbulence models 期刊论文 JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 489, 页码: 112272 Authors: Zhang XL(张鑫磊); Xiao, Heng; Luo, Xiaodong; He GW(何国威)![](/image/person.jpg)
Adobe PDF(7111Kb)  |   Favorite  |  View/Download:65/8  |  Submit date:2023/09/05 Ensemble Kalman method Turbulence modeling Direct data Indirect data |
| 复杂湍流的大涡模拟建模与应用研究 学位论文 博士论文,北京: 中国科学院大学, 2023 Authors: 齐涵![](/image/person.jpg)
Adobe PDF(16629Kb)  |   Favorite  |  View/Download:240/14  |  Submit date:2023/06/26 大涡模拟,亚格子模型,亚格子螺旋度,亚格子动能,转捩 |