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| Stochastic dynamics of aircraft ground taxiing via improved physics-informed neural networks 期刊论文 NONLINEAR DYNAMICS, 2024, 页码: 16 作者: Zhang, Ying; Jin, Zhengrong; Wang L(王笼); Zheng, Kaixin; Jia, Wantao 收藏  |  浏览/下载:27/0  |  提交时间:2024/02/19 PINNs Aircraft ground taxiing model Fokker-Planck equations Inverse problem |
| 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 作者: Zhang XL(张鑫磊); Xiao, Heng; Jee, Solkeun; He GW(何国威) Adobe PDF(5699Kb)  |  收藏  |  浏览/下载:43/0  |  提交时间:2023/11/28 Machine learning Turbulence modeling Ensemble Kalman inversion Physical interpretability |
| DeepStSNet: Reconstructing the quantum state-resolved thermochemical nonequilibrium flowfield using deep neural operator learning with scarce data 期刊论文 JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 491, 页码: 112344 作者: Lv JQ(吕家琦); Hong QZ(洪启臻); Wang XY(王小永); Mao, Zhiping; Sun QH(孙泉华) Adobe PDF(5558Kb)  |  收藏  |  浏览/下载:64/0  |  提交时间:2023/09/26 Hypersonic Thermochemical nonequilibrium State-to-state approach Deep learning Multiphysics Data assimilation |
| RelaxNet: A structure-preserving neural network to approximate the Boltzmann collision operator 期刊论文 JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 490, 页码: 112317 作者: Xiao TB(肖天白); Frank, Martin Adobe PDF(5203Kb)  |  收藏  |  浏览/下载:34/0  |  提交时间:2023/09/05 Kinetic theory Computational fluid dynamics Scientific machine learning Artificial neural network |
| Adaptive transfer learning for PINN 期刊论文 Journal of Computational Physics, 2023, 卷号: 490, 页码: 1 - 29 作者: Liu Y(刘洋); Liu W(刘文); Yan XS; Guo SQ(郭帅旗); Zhang CA(张陈安) Adobe PDF(5571Kb)  |  收藏  |  浏览/下载:89/0  |  提交时间:2023/08/21 |
| 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 作者: Wu CT(吴楚畋); Wang SZ(王士召); Zhang XL(张鑫磊); He GW(何国威) Adobe PDF(3908Kb)  |  收藏  |  浏览/下载:82/0  |  提交时间:2023/09/26 Explainability Ensemble Kalman method Turbulence model Axial compressor rotor Neural network Machine learning |
| Predicting continuum breakdown with deep neural networks 期刊论文 JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 489, 页码: 112278 作者: Xiao TB(肖天白); Schotthoefer, Steffen; Frank, Martin Adobe PDF(3004Kb)  |  收藏  |  浏览/下载:29/0  |  提交时间:2023/09/05 Computational fluid dynamics Kinetic theory Boltzmann equation Multi-scale method Deep learning |
| Force measurement using strain-gauge balance in shock tunnel based on deep learning 期刊论文 CHINESE JOURNAL OF AERONAUTICS, 2023, 卷号: 36, 期号: 8, 页码: 43-53 作者: Nie SJ(聂少军); Wang YP(汪运鹏); Jiang ZL(姜宗林) Adobe PDF(2346Kb)  |  收藏  |  浏览/下载:20/2  |  提交时间:2024/02/26 Convolutional neural net-works Deep learning Frequency domain analysis Force measurement Time domain analysis Recurrent neural networks |
| Spatiotemporal parallel physics-informed neural networks: A framework to solve inverse problems in fluid mechanics 期刊论文 PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 6, 页码: 65141 作者: Xu SF(许盛峰); Yan C(闫畅); Zhang, Guangtao; Sun ZX(孙振旭); Huang RF(黄仁芳); Ju SJ(鞠胜军); Guo DL(郭迪龙); Yang GW(杨国伟) Adobe PDF(8047Kb)  |  收藏  |  浏览/下载:59/2  |  提交时间:2023/09/05 |
| 基于物理神经网络的浸入边界方法研究 学位论文 硕士论文,北京: 中国科学院大学, 2023 作者: 黄毅 Adobe PDF(5215Kb)  |  收藏  |  浏览/下载:83/6  |  提交时间:2023/06/25 物理神经网络,浸入边界方法,钝体绕流,迁移学习 |