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	题名	作者	年代	出处	被引量
1	End-to-end differentiable learning of turbulence models from indirect observations显示文摘The emerging push of the differentiable programming paradigm in scientific computing is conducive to training deep learning turbulence models using indirect observations.This paper demonstrates the viability of this approach and presents an end-to-end differentiable framework for training deep neural networks to learn eddy viscosity models from indirect observations derived from the velocity and pressure fields.The framework consists of a Reynolds-averaged Navier–Stokes(RANS)solver and a neuralnetwork-represented turbulence model,each accompanied by its derivative computations.For computing the sensitivities of the indirect observations to the Reynolds stress field,we use the continuous adjoint equations for the RANS equations,while the gradient of the neural network is obtained via its built-in automatic differentiation capability.We demonstrate the ability of this approach to learn the true underlying turbulence closure when one exists by training models using synthetic velocity data from linear and nonlinear closures.We also train a linear eddy viscosity model using synthetic velocity measurements from direct numerical simulations of the Navier–Stokes equations for which no true underlying linear closure exists.The trained deep-neural-network turbulence model showed predictive capability on similar flows.	Carlos A.Michelén Strofer Heng Xiao	2021	Theoretical & Applied Mechanics Letters2021，11，4：	2
2	Fibrinogen genotypes (αand 3)are associated with plasma fibrinogen plasma fibrinogen levels in Chinese显示文摘	N saha C K Heng	2001	J Med Genet2001，38，：	1
3	Alcoholysis of palm oil mid-fraction by lipase from Rhizopus rhizopodiformis显示文摘	Basri M Heng A C Razak C A N	1997	Journal of Ameriean Oil Chemists'' Society1997，74，2：	1
4	Fundamental Differences in Dedifferentiation and Stem Cell Recruitment during Skeletal Muscle Regeneration in Two Salamander Species显示文摘	Tatiana Sandoval-Guzmán Heng Wang Shahryar Khattak Maritta Schuez Kathleen Roensch Eugeniu Nacu Akira Tazaki Alberto Joven Elly M. Tanaka András Simon	2013	Cell Stem Cell2013，，：	1
5	Identification of Lactobacillus reuteri genes specifically induced in the mouse gastrointestinal tract显示文摘	WALTER J HENG N C HAMMES W P	2003	Appl Environ Microbiol2003，69，4：	1
6	Non-linear response of a mixed land use watershed to nitrogen loading 显示文摘	Nikolaidis N P Heng H Semagin R	1998	Agriculture Ecosystem and Environment1998，67，3：	1
7	Typical magnetic resonance features of a haemangioblastoma, an uncommon nerve root lesion: case report and literature review 显示文摘	Sawyer B Heng R Ferris N	2007	Australas Radiol2007，51，1：	1
8	Retaining I 1001 texture from initial columnar grains in electrical steels 显示文摘	C heng L Zhang N Y ang P	2012	Scripta Materialia2012，67，：	1
9	Nu- merical analysis of the stress-strain distributions in the particle reinforced metal matrix composite SiC/6064Al 显示文摘	Yuan M N Yang Y Q Li C Heng P Y Li L Z	2012	Materials & Design2012，38，7：	1
10	Microstructure and thermal property of tungsten coating prepared by vacuum plasma spraying technology显示文摘	Yaran N Xuebin Z Heng J	2010	Fusion Engineering and Design2010，85，79：	1
11	Fibrinogen genotypes(α and β) are associated with plasma fibrinogen levels in Chinese显示文摘	Liu Y Saha N Heng CK	2001	J Med Genet2001，38，：	1
12	Modeling of non - point source pollution of nitrogen at the watershed scale 显示文摘	Heng H H Nikolaidis N P	1998	Journal of the American Water Resources Association1998，34，2：	1
13	Modeling of nonpoint source pollution of nitrogen at the watershed scale显示文摘	Heng H H Nikolaidis N P	1998	Journal of the American Water Resources Association1998，34，2：	1
14	The measured mobile-water content of an unsaturated soil as a function of hydraulic regime显示文摘	Clothier B E Heng L Magesan G N	1995	Aust J Soil Res1995，33，：	1
15	The impact of factor XIIIa V34L polymorphism on plasma factor XIII activity in the Chinese and Asian Indians from Singapore显示文摘	Lal S Saha N	2004	Hum Genet2004，114，2：	1
16	Removal amount difference between anode and cathode in EDM process显示文摘	Xia Heng Kunieda M Nishiwaki N	1996	International Journal of Electrical Machining1996，1，：	1
17	Primary anti- vascular endothelial growth factor (VEGF)-refractory metastatic renal cell carcinoma: clinical characteristics, risk factors, and sub- sequent therapy显示文摘	Heng DY Mackenzie MJ Vaishampayan U'N	2012	Ann Oncol2012，23，6：	1
18	Cloning and expression of an endo-1,3-1,4-beta-glucanase gene from bacillus macerans in lactobacillus reuteri显示文摘	HENG N C JENKINSON H F TANNOCK G W	1997	Appl Environ Microbial1997，63，8：	1
19	Kinetics of oxidation of copper alloy leadframes 显示文摘	LAHIRI S K WAALIB SINGH N K HENG K W	1998	Microelectronics Journal1998，29，6：	1
20	What' s in a name? Class distinction for bacteriocins显示文摘	Heng N C K Tagg J R	2006	National Review of Microbiology2006，4，：	1

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