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Determining pressure from velocity via physics-informed neural network 期刊论文
EUROPEAN JOURNAL OF MECHANICS B-FLUIDS, 2025, 卷号: 109, 页码: 1-21./通讯作者：Liu, Tianshu
Authors:  Cai, Zemin;  Lin, Xiangqi;  Liu, Tianshu;  Wu F(吴凡);  Wang SZ(王士召);  Liu, Yun
Favorite  |  View/Download：31/0  |  Submit date：2024/10/08
Pressure  Velocity  PINN  Machine learning  Neural network  Flow  Navier-Stokes equations  
Physics-enhanced data-driven turbulence model for flow around submerged bodies 期刊论文
OCEAN ENGINEERING, 2025, 卷号: 315, 页码: 13./通讯作者：Wang, Jingzhu, Chu, Xuesen
Authors:  Zhang,Zhen;  Li,Haohan;  Ye SR(叶舒然);  Wang JZ(王静竹);  Wang YW(王一伟);  Chu,Xuesen;  Liu,Qingkuan
Favorite  |  View/Download：4/0  |  Submit date：2025/01/06
Data-driven  Physical enhancement  Turbulence model  Combined neural network  
AsPINN: Adaptive symmetry-recomposition physics-informed neural networks 期刊论文
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 卷号: 432, 页码: 117405./通讯作者：刘洋，闫循石
Authors:  Liu ZT(刘子提);  Liu Y(刘洋);  Yan, Xunshi;  Liu W(刘文);  Guo SQ(郭帅旗);  Zhang CA(张陈安)
Favorite  |  View/Download：23/0  |  Submit date：2024/11/01
Network structure  Parameter-sharing  Feature-enhanced physics-informed neural  networks  Symmetry decomposition  
Reinforcement Learning for Submodel Assignment in Adaptive Modeling of Turbulent Flames 期刊论文
AIAA JOURNAL, 2024, 页码: 9./通讯作者：Ren, Zhuyin
Authors:  Yang TW(杨天威);  Yin,Yu;  Liu QL(刘起立);  Yu,Tao;  Wang,Yuwang;  Zhou,Hua;  Ren,Zhuyin
Favorite  |  View/Download：24/0  |  Submit date：2024/12/23
Reinforcement Learning  Thermoacoustic Combustion Instabilities  Computational Fluid Dynamics  Artificial Neural Network  Propulsion and Power  Turbulent Reacting Flow  High Performance Computing  Diffusion Flames  Numerical Combustion  
A data-driven distributed force model for wall-modeled large-eddy simulations of rough-wall turbulence 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2024, 卷号: 514, 页码: 20./通讯作者：Yang, Xiaolei
Authors:  Zhou ZD(周志登);  Li SL(李世隆);  He GW(何国威);  Yang XL(杨晓雷)
Favorite  |  View/Download：12/0  |  Submit date：2024/12/23
Distributed force model  Equivalent sandgrain roughness height  Deep neural network  Rough-wall turbulence  Large-eddy simulation  
Operation optimization of cement clinker production line based on neural network and genetic algorithm 期刊论文
ENERGY, 2024, 卷号: 303, 页码: 10
Authors:  Pan LS(潘利生);  Guo, Yuan;  Mu, Bai;  Shi, Weixiu;  Wei XL(魏小林)
Favorite  |  View/Download：76/0  |  Submit date：2024/07/26
Cement kiln  Cement clinker production  Operation optimization  Back -propagation (BP) neural network  Genetic algorithm (GA)  
Chien-physics-informed neural networks for solving singularly perturbed boundary-layer problems 期刊论文
APPLIED MATHEMATICS AND MECHANICS-ENGLISH EDITION, 2024, 卷号: 45, 期号: 9, 页码: 1467-1480./通讯作者：Zhang, Lei
Authors:  Wang L(王笼);  Zhang L(张磊);  He GW(何国威)
Favorite  |  View/Download：36/0  |  Submit date：2024/10/08
physics-informed neural network (PINN)  singular perturbation  boundary-layer problem  composite asymptotic expansion  O302  
A data-driven approach to integrated equilibrium-temporal scour forecasting at complex-pier structures using hybrid neural networks 期刊论文
OCEAN ENGINEERING, 2024, 卷号: 303, 页码: 15./通讯作者：Shao, Dong
Authors:  Yang, Yifan;  Shao D(邵东);  Wang YW(王一伟);  Dai, Sida
Favorite  |  View/Download：138/0  |  Submit date：2024/06/17
Pier scour  Hybrid neural network  Physical consistency  Temporal scour forcasting  
Predictive control based on LSTM for suspension operation of maglev vehicle 期刊论文
JOURNAL OF VIBRATION AND CONTROL, 2024, 页码: 15./通讯作者：Wu, Han
Authors:  Liu MJ(刘梦娟);  Fu, Shanqiang;  Wu H(吴晗);  Liang, Xin;  Zhang WW(张伟为);  Ceng XH(曾晓辉)
Favorite  |  View/Download：52/0  |  Submit date：2024/07/04
Maglev vehicle  dynamic response prediction  neural network  feedforward control  suspension gap fluctuation  
Multisensor Fusion on Hypergraph for Fault Diagnosis 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2024, 卷号: 20, 期号: 8, 页码: 10008-10018./通讯作者：Zhang, Chen-An
Authors:  Yan, Xunshi;  Shi, Zhengang;  Sun, Zhe;  Zhang CA(张陈安)
Adobe PDF(2024Kb)  |  Favorite  |  View/Download：100/10  |  Submit date：2024/05/27
graph neural network (GNN)  hypergraph neural network (HGNN)  information fusion  multisensor fusion  Fault diagnosis