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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：91/0  |  提交时间：2023/08/21
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：21/2  |  提交时间：2024/02/26
Convolutional neural net-works  Deep learning  Frequency domain analysis  Force measurement  Time domain analysis  Recurrent neural networks  
Flush Air Data Sensing Based on Dimensionless Input and Output Neural Networks With Less Data 期刊论文
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2023, 卷号: 59, 期号: 2, 页码: 1411-1425
作者:  Liu Y(刘洋);  Zhang CA(张陈安);  Yan, Xunshi;  Liu W(刘文)
Adobe PDF(4708Kb)  |  收藏  |  浏览/下载：56/1  |  提交时间：2023/06/15
A review of machine learning in geochemistry and cosmochemistry: Method improvements and applications 期刊论文
APPLIED GEOCHEMISTRY, 2022, 卷号: 140, 页码: 13
作者:  He YY(何雨旸);  Zhou, You;  Wen, Tao;  Zhang, Shuang;  Huang, Fang;  Zou, Xinyu;  Ma, Xiaogang;  Zhu, Yueqin
Adobe PDF(1705Kb)  |  收藏  |  浏览/下载：257/108  |  提交时间：2022/07/18
LIBS  XAFS  Mapping  Water  soil prediction  Molecular machine learning  Reactive-transport modeling  
Kinetic-energy-flux-constrained model using an artificial neural network for large-eddy simulation of compressible wall-bounded turbulence 期刊论文
Journal of Fluid Mechanics, 2022, 卷号: 932, 页码: A23
作者:  Yu ZP(于长平);  Yuan ZL;  Qi H(齐涵);  Wang JC;  Li XL(李新亮);  Chen SY
Adobe PDF(1504Kb)  |  收藏  |  浏览/下载：232/60  |  提交时间：2022/01/06
Multiresolution Hypergraph Neural Network for Intelligent Fault Diagnosis 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 卷号: 71, 页码: 10
作者:  Yan,Xunshi;  Liu Y(刘洋);  Zhang CA(张陈安)
Adobe PDF(2363Kb)  |  收藏  |  浏览/下载：201/58  |  提交时间：2022/11/14
Convolution  Fault diagnosis  Correlation  Task analysis  Machinery  Machine learning algorithms  Laplace equations  Fault diagnosis  graph convolutional network (GCN)  hypergraph  hypergraph neural network (HGNN)  multiresolution  
Formation and Growth Behavior Analysis of Slagging Rings in Rotary Kiln-Type Hazardous Waste Incineration Systems 期刊论文
ENERGIES, 2021, 卷号: 14, 期号: 22, 页码: 14
作者:  Zhao J(赵京);  Zhang ZR(张梓睿);  Li B(李博);  Wei XL(魏小林)
Adobe PDF(2676Kb)  |  收藏  |  浏览/下载：1848/1649  |  提交时间：2022/01/13
rotary kiln  hazardous waste treatment  slagging phenomena  characterization methods  mechanism analysis