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Weak Form Theory-guided Neural Network (TgNN-wf) for Deep Learning of
  Subsurface Single and Two-phase Flow

Weak Form Theory-guided Neural Network (TgNN-wf) for Deep Learning of Subsurface Single and Two-phase Flow

8 September 2020
R. Xu
Dongxiao Zhang
Miao Rong
Nanzhe Wang
    AI4CE
ArXivPDFHTML

Papers citing "Weak Form Theory-guided Neural Network (TgNN-wf) for Deep Learning of Subsurface Single and Two-phase Flow"

6 / 6 papers shown
Title
Machine learning and domain decomposition methods -- a survey
Machine learning and domain decomposition methods -- a survey
A. Klawonn
M. Lanser
J. Weber
AI4CE
24
7
0
21 Dec 2023
Partial Differential Equations Meet Deep Neural Networks: A Survey
Partial Differential Equations Meet Deep Neural Networks: A Survey
Shudong Huang
Wentao Feng
Chenwei Tang
Jiancheng Lv
AI4CE
AIMat
24
17
0
27 Oct 2022
Semi-analytic PINN methods for singularly perturbed boundary value
  problems
Semi-analytic PINN methods for singularly perturbed boundary value problems
G. Gie
Youngjoon Hong
Chang-Yeol Jung
PINN
8
5
0
19 Aug 2022
Unsupervised Legendre-Galerkin Neural Network for Singularly Perturbed
  Partial Differential Equations
Unsupervised Legendre-Galerkin Neural Network for Singularly Perturbed Partial Differential Equations
Junho Choi
N. Kim
Youngjoon Hong
AI4CE
24
0
0
21 Jul 2022
Deep neural network for solving differential equations motivated by
  Legendre-Galerkin approximation
Deep neural network for solving differential equations motivated by Legendre-Galerkin approximation
Bryce Chudomelka
Youngjoon Hong
Hyunwoo J. Kim
Jinyoung Park
19
7
0
24 Oct 2020
hp-VPINNs: Variational Physics-Informed Neural Networks With Domain
  Decomposition
hp-VPINNs: Variational Physics-Informed Neural Networks With Domain Decomposition
E. Kharazmi
Zhongqiang Zhang
George Karniadakis
125
508
0
11 Mar 2020
1