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中国科学院力学研究所机构知识库
Knowledge Management System of Institue of Mechanics, CAS
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Rapid evaluation of capillary pressure and relative permeability for oil-water flow in tight sandstone based on a physics-informed neural network
期刊论文
JOURNAL OF PETROLEUM EXPLORATION AND PRODUCTION TECHNOLOGY, 2023
Authors:
Ji LL(姬莉莉)
;
Xu, Fengyang
;
Lin M(林缅)
;
Jiang WB(江文滨)
;
Cao GH(曹高辉)
;
Wu, Songtao
;
Jiang, Xiaohua
Adobe PDF(7570Kb)
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Submit date:2023/09/05
Two-phase flow
Capillary pressure curve
Relative permeability curve
Tight sandstone
Physics-informed neural network
Helical model based on artificial neural network for large eddy simulation of compressible wall-bounded turbulent flows
期刊论文
PHYSICS OF FLUIDS, 2023, 卷号: 35, 期号: 4, 页码: 45120
Authors:
Liu, Wanhai
;
Qi H(齐涵)
;
Shi, Haoyu
;
Yu ZP(于长平)
;
Li XL(李新亮)
Adobe PDF(2895Kb)
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Submit date:2023/06/15
Artificial neural network based nonlinear algebraic models for large eddy simulation of compressible wall bounded turbulence
期刊论文
JOURNAL OF FLUID MECHANICS, 2023, 卷号: 960, 页码: A4
Authors:
Xu, Dehao
;
Wang, Jianchun
;
Yu ZP(于长平)
;
Chen, Shiyi
Adobe PDF(2749Kb)
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Submit date:2023/04/20
machine learning
turbulence modelling
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
Authors:
Yu ZP(于长平)
;
Yuan ZL
;
Qi H(齐涵)
;
Wang JC
;
Li XL(李新亮)
;
Chen SY
Adobe PDF(1504Kb)
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Submit date:2022/01/06
Physics-driven machine learning model on temperature and time-dependent deformation in lithium metal and its finite element implementation
期刊论文
JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS, 2021, 卷号: 153, 页码: 104481
Authors:
Wen JC(温济慈)
;
Zou, Qingrong
;
Wei YJ(魏宇杰)
Adobe PDF(3559Kb)
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Submit date:2022/10/25
Physics-driven machine learning
Lithium-metal anode
Creep
Finite-element analysis
Constitutive model
Machine learning assisted fast prediction of inertial lift in microchannels
期刊论文
LAB ON A CHIP, 2021, 页码: 13
Authors:
Su JH(苏敬宏)
;
Chen XD(陈晓东)
;
Zhu YZ(朱勇铮)
;
Hu GQ(胡国庆)
Adobe PDF(7711Kb)
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Submit date:2021/06/07
Reconstruction model for heat release rate based on artificial neural network
期刊论文
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2021, 卷号: 46, 期号: 37, 页码: 19599-19616
Authors:
Li B(李波)
;
Yao W(姚卫)
;
Li YC(李亚超)
;
Fan XJ(范学军)
Adobe PDF(5169Kb)
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Submit date:2022/10/25
Heat release rate (HRR)
Artificial neural network (ANN)
Proper orthogonal -12omposition (POD)
Chemiluminescence
Supersonic hydrogen flame
Prediction and evaluation of plasma arc reforming of naphthalene using a hybrid machine learning model
期刊论文
JOURNAL OF HAZARDOUS MATERIALS, 2021, 卷号: 404, 页码: 10
Authors:
Wang, Yaolin
;
Liao, Zinan
;
Mathieu, Stephanie
;
Bin F(宾峰)
;
Tu, Xin
Adobe PDF(7145Kb)
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Submit date:2021/03/03
Machine learning
Non-thermal plasma
Biomass gasification
Tar reforming
Naphthalene
A new method of predicting the saturation pressure of oil reservoir and its application
期刊论文
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2020, 卷号: 45, 期号: 55, 页码: 30244-30253
Authors:
Yu GY
;
Xu F
;
Cui YZ
;
Li XL
;
Kang CJ
;
Lu C
;
Li SY
;
Bai L
;
Du SH(杜书恒)
Adobe PDF(1920Kb)
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Submit date:2020/12/28
Oil reservoir
RANDOM FOREST
Saturation pressure
HETEROGENEITY
Random forest
Decision tree
ANN
Empirical formula
Effects of Macroparameters on the Thickness of an Interfacial Nanolayer of Al2O3- and TiO2-Water-Based Nanofluids
期刊论文
ACS OMEGA, 2020, 卷号: 5, 期号: 43, 页码: 27972-27977
Authors:
Fan WH(范文慧)
;
Zhong FQ(仲峰泉)
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Submit date:2020/12/28