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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:2/0  |  提交时间:2024/02/19
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)
收藏  |  浏览/下载:8/0  |  提交时间:2023/08/21
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)
收藏  |  浏览/下载:5/0  |  提交时间:2023/09/05
Data-driven rogue waves and parameters discovery in nearly integrable PT-symmetric Gross-Pitaevskii equations via PINNs deep learning 期刊论文
PHYSICA D-NONLINEAR PHENOMENA, 2022, 卷号: 439, 页码: 12
作者:  Zhong, Ming;  Gong, Shibo;  Tian, Shou-Fu;  Yan, Zhenya
收藏  |  浏览/下载:6/0  |  提交时间:2023/02/07
Monte Carlo fPINNs: Deep learning method for forward and inverse problems involving high dimensional fractional partial differential equations 期刊论文
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2022, 卷号: 400, 页码: 17
作者:  Guo, Ling;  Wu, Hao;  Yu, Xiaochen;  Zhou, Tao
收藏  |  浏览/下载:7/0  |  提交时间:2023/02/07
改进的物理融合神经网络在瑞利-泰勒不稳定性问题中的应用 期刊论文
力学学报, 2022, 卷号: 54, 期号: 08, 页码: 2224-2234
作者:  丘润荻;  王静竹;  黄仁芳;  杜特专;  王一伟
收藏  |  浏览/下载:15/0  |  提交时间:2022/10/17
Data-Driven Deep Learning for The Multi-Hump Solitons and Parameters Discovery in NLS Equations with Generalized PT-Scarf-II Potentials 期刊论文
NEURAL PROCESSING LETTERS, 2022, 页码: 19
作者:  Zhong, Ming;  Zhang, Jian-Guo;  Zhou, Zijian;  Tian, Shou-Fu;  Yan, Zhenya
收藏  |  浏览/下载:5/0  |  提交时间:2023/02/07
Physics-informed neural networks for phase-field method in two-phase flow 期刊论文
PHYSICS OF FLUIDS, 2022, 卷号: 34, 期号: 5, 页码: 15
作者:  Qiu, Rundi;  Huang, Renfang;  Xiao, Yao;  Wang, Jingzhu;  Zhang, Zhen
收藏  |  浏览/下载:44/0  |  提交时间:2022/07/18
A Direct-Forcing Immersed Boundary Method for Incompressible Flows Based on Physics-Informed Neural Network 期刊论文
Fluids, 2022, 卷号: 7, 期号: 2, 页码: 56
作者:  Huang Y(黄毅);  Zhang ZY(张治愚);  Zhang X(张星)
收藏  |  浏览/下载:62/0  |  提交时间:2022/01/27
Data-driven peakon and periodic peakon solutions and parameter discovery of some nonlinear dispersive equations via deep learning 期刊论文
PHYSICA D-NONLINEAR PHENOMENA, 2021, 卷号: 428, 页码: 15
作者:  Wang, Li;  Yan, Zhenya
收藏  |  浏览/下载:2/0  |  提交时间:2022/04/02


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