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Modelling of regional heating and cooling load in the context of carbon neutrality 期刊论文
JOURNAL OF BUILDING ENGINEERING, 2024, 卷号: 85, 页码: 26
Authors:  Pan LS(潘利生);  Guo, Yuan;  Yan, Quanying;  Shi, Weixiu
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Regional load  Coupling of heating and cooling  Degree-day method  Characteristics of load  
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
Authors:  Lv JQ(吕家琦);  Hong QZ(洪启臻);  Wang XY(王小永);  Mao, Zhiping;  Sun QH(孙泉华)
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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
Authors:  Xiao TB(肖天白);  Frank, Martin
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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
Authors:  Liu Y(刘洋);  Liu W(刘文);  Yan XS;  Guo SQ(郭帅旗);  Zhang CA(张陈安)
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Predicting continuum breakdown with deep neural networks 期刊论文
JOURNAL OF COMPUTATIONAL PHYSICS, 2023, 卷号: 489, 页码: 112278
Authors:  Xiao TB(肖天白);  Schotthoefer, Steffen;  Frank, Martin
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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
Authors:  Nie SJ(聂少军);  Wang YP(汪运鹏);  Jiang ZL(姜宗林)
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Convolutional neural net-works  Deep learning  Frequency domain analysis  Force measurement  Time domain analysis  Recurrent neural networks  
基于模型与数据驱动相结合的嵌入式大气数据系统算法研究 学位论文
博士论文,北京: 中国科学院大学, 2023
Authors:  刘洋
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大气数据系统,嵌入式大气数据系统,模型驱动,数据驱动,神经网络  
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
Authors:  Liu Y(刘洋);  Zhang CA(张陈安);  Yan, Xunshi;  Liu W(刘文)
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卷积神经网络在风洞天平静态校准中的应用分析 期刊论文
空气动力学学报, 2022, 卷号: 40, 期号: 暂无, 页码: 1-8
Authors:  汪运鹏;  聂少军;  王粤;  姜宗林
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气动力测量  风洞应变天平  静态校准  深度学习  卷积神经网络  
基于泛函学习的斜激波与弓形激波干扰规律研究 学位论文
硕士论文,北京: 中国科学院大学, 2022
Authors:  李帅
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激波干扰,高温气体效应,多层分块算法,高超声速流动,气动热