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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
作者:  Zhang,Zhen;  Li,Haohan;  Ye SR(叶舒然);  Wang JZ(王静竹);  Wang YW(王一伟);  Chu,Xuesen;  Liu,Qingkuan
收藏  |  浏览/下载：18/0  |  提交时间：2025/01/06
Data-driven  Physical enhancement  Turbulence model  Combined neural network  
Clustering dimensionless learning for multiple-physical-regime systems 期刊论文
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 卷号: 420, 页码: 21./通讯作者：He, Guowei
作者:  Zhang, Lei;  Xu ZY(许昭越);  Wang SZ(王士召);  He GW(何国威)
收藏  |  浏览/下载：137/0  |  提交时间：2024/03/11
Cluster  Active subspace  Data-driven dimensional analysis  Machine learning  
A computational method for the load spectra of large-scale structures with a data-driven learning algorithm 期刊论文
SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2023, 卷号: 66, 期号: 1, 页码: 141-154./通讯作者：Wei, YuJie
作者:  Chen XJ(陈贤佳);  Yuan, Zheng;  Li, Qiang;  Sun, ShouGuang;  Wei YJ(魏宇杰)
Adobe PDF(2512Kb)  |  收藏  |  浏览/下载：403/115  |  提交时间：2023/02/09
load spectrum  computational mechanics  deep learning  data-driven modeling  gated recurrent unit neural network  
Fluctuation of fracturing curves indicates in-situ brittleness and reservoir fracturing characteristics in unconventional energy exploitation 期刊论文
ENERGY, 2022, 卷号: 252, 页码: 8./通讯作者：Zhao, Ya-Pu
作者:  Sun FQ(孙富强);  Du SH(杜书恒);  Zhao YP(赵亚溥)
Adobe PDF(1206Kb)  |  收藏  |  浏览/下载：356/94  |  提交时间：2022/07/18
Brittleness index  Data -driven optimization  Fracturing curve  Micro-seismic data  Unconventional reservoir  Ashby plots  
Artificial neural network based response surface for data-driven dimensional analysis 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2022, 卷号: 459, 页码: 19./通讯作者：Wang, Shizhao
作者:  Xu ZY(许昭越);  Zhang XL(张鑫磊);  Wang SZ(王士召);  He GW(何国威)
Adobe PDF(2241Kb)  |  收藏  |  浏览/下载：508/62  |  提交时间：2022/07/18
Artificial neural network  Response surface  Data-driven dimensional analysis  Machine learning  Fluid-structure interaction  
Defect-induced fatigue scattering and assessment of additively manufactured 300M-AerMet100 steel: An investigation based on experiments and machine learning 期刊论文
ENGINEERING FRACTURE MECHANICS, 2022, 卷号: 264, 页码: 17./通讯作者：Liu, Chuanqi
作者:  Zhan, Zhixin;  Ao, Ni;  Hu, Yanan;  Liu CQ(刘传奇)
Adobe PDF(11978Kb)  |  收藏  |  浏览/下载：295/60  |  提交时间：2022/05/17
Data-driven modeling  Additive manufacturing  300M-AerMet100 steel  Experimental investigations  Fatigue assessment  
Using machine learning to detect the turbulent region in flow past a circular cylinder 期刊论文
JOURNAL OF FLUID MECHANICS, 2020, 卷号: 905, 页码: A10./通讯作者：Yang, ZX
作者:  Li BL(李秉霖);  Yang ZX(杨子轩);  Zhang X(张星);  He GW(何国威);  Deng BQ;  Shen L
Adobe PDF(1681Kb)  |  收藏  |  浏览/下载：673/206  |  提交时间：2020/12/28
wakes  LAGRANGIAN COHERENT STRUCTURES  turbulent transition  DATA-DRIVEN  INTERFACE  DYNAMICS  CLOSURE  
Fast Modeling Methods for Complex System with Separable Features 会议论文
10th International Symposium on Computational Intelligence and Design (ISCID), Hangzhou, PEOPLES R CHINA, DEC 09-10, 2017
作者:  Chen C(陈辰);  Luo ZT(罗长童);  Jiang ZL(姜宗林)
浏览  |  Adobe PDF(249Kb)  |  收藏  |  浏览/下载：341/117  |  提交时间：2018/06/06
Data-driven Modeling  Genetic Programming  Generalized Separable Model  Multi-level Block Search