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Hyper-parameter optimization for improving the performance of localization in an iterative ensemble smoother 期刊论文
GEOENERGY SCIENCE AND ENGINEERING, 2023, 卷号: 231, 页码: 20
作者:  Luo, Xiaodong;  Cruz, William C.;  Zhang, Xin-Lei;  Xiao, Heng
Adobe PDF(5085Kb)  |  收藏  |  浏览/下载：40/0  |  提交时间：2024/01/08
Ensemble data assimilation  Iterative ensemble smoother (IES)  Automatic and adaptive localization  (AutoAdaLoc)  Parameterized localization  Continuous hyper-parameter OPtimization  (CHOP)  
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：63/0  |  提交时间：2023/09/26
Hypersonic  Thermochemical nonequilibrium  State-to-state approach  Deep learning  Multiphysics  Data assimilation  
Comparative assessment for pressure field reconstruction based on physics-informed neural network 期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 7, 页码: 77116
作者:  Fan, Di;  Xu, Yang;  Wang HP(王洪平);  Wang, Jinjun
Adobe PDF(5156Kb)  |  收藏  |  浏览/下载：32/0  |  提交时间：2023/09/05
A practical approach to flow field reconstruction with sparse or incomplete data through physics informed neural network 期刊论文
ACTA MECHANICA SINICA, 2023, 卷号: 39, 期号: 3, 页码: 322302
作者:  Xu SF(许盛峰);  Sun ZX(孙振旭);  Huang RF(黄仁芳);  Guo DL(郭迪龙);  Yang GW(杨国伟);  Ju SJ(鞠胜军)
Adobe PDF(4793Kb)  |  收藏  |  浏览/下载：64/1  |  提交时间：2023/04/20
Physics informed neural network  Flow field reconstruction  Particle image velocimetry  Cosine annealing algorithm  Experimental fluid dynamics  
大气临边红外辐射与非平衡效应的数值模拟 学位论文
博士论文，北京: 中国科学院大学, 2022
作者:  王建
Adobe PDF(11455Kb)  |  收藏  |  浏览/下载：144/2  |  提交时间：2022/09/26
临边大气  红外辐射亮度  非平衡态（non-LTE）  能级分布  AIRTRAN程序  
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)
Adobe PDF(6539Kb)  |  收藏  |  浏览/下载：351/80  |  提交时间：2022/01/27
physics-informed neural networks (PINN)  direct-forcing immersed boundary method  incompressible laminar flow  circular cylinder  
Assessment of Regularized Ensemble Kalman Method for Inversion of Turbulence Quantity Fields 期刊论文
AIAA JOURNAL, 2022, 卷号: 60, 期号: 1, 页码: 3-13
作者:  Zhang XL(张鑫磊);  Xiao, Heng;  He GW(何国威)
Adobe PDF(1913Kb)  |  收藏  |  浏览/下载：208/59  |  提交时间：2022/01/24
Acoustic Inversion for Uncertainty Reduction in Reynolds-Averaged Navier-Stokes-Based Jet Noise Prediction 期刊论文
AIAA JOURNAL, 2022, 卷号: 60, 期号: 7, 页码: 2407-2422
作者:  Zhang XL(张鑫磊);  Xiao, Heng;  Wu T(吴霆);  He GW(何国威)
Adobe PDF(9316Kb)  |  收藏  |  浏览/下载：180/32  |  提交时间：2022/03/05
Dense velocity reconstruction from particle image velocimetry/particle tracking velocimetry using a physics-informed neural network 期刊论文
PHYSICS OF FLUIDS, 2022, 卷号: 34, 期号: 1, 页码: 15
作者:  Wang HP(王洪平);  Liu Y(刘毅);  Wang SZ(王士召)
Adobe PDF(8518Kb)  |  收藏  |  浏览/下载：703/136  |  提交时间：2022/03/22
A physically-modified spectral model for prediction of sand wave migration 期刊论文
CONTINENTAL SHELF RESEARCH, 2021, 卷号: 230, 页码: 13
作者:  Cao GH(曹高辉);  Jiang WB(江文滨);  Lin M(林缅)
Adobe PDF(5051Kb)  |  收藏  |  浏览/下载：165/30  |  提交时间：2021/11/29
Sand wave  Spectral model  Typhoon  Shallow shelf sea