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PH-Net: Parallelepiped Microstructure Homogenization via 3D
  Convolutional Neural Networks

PH-Net: Parallelepiped Microstructure Homogenization via 3D Convolutional Neural Networks

18 January 2022
Hao Peng
An-Qing Liu
Jingcheng Huang
Lingxin Cao
Jikai Liu
Lin Lu
    AI4CE
ArXivPDFHTML

Papers citing "PH-Net: Parallelepiped Microstructure Homogenization via 3D Convolutional Neural Networks"

6 / 6 papers shown
Title
A deep learning energy method for hyperelasticity and viscoelasticity
A deep learning energy method for hyperelasticity and viscoelasticity
Diab W. Abueidda
S. Koric
R. Al-Rub
Corey M. Parrott
K. James
N. Sobh
AI4CE
38
60
0
15 Jan 2022
Meshless physics-informed deep learning method for three-dimensional
  solid mechanics
Meshless physics-informed deep learning method for three-dimensional solid mechanics
Diab W. Abueidda
Q. Lu
S. Koric
AI4CE
46
114
0
02 Dec 2020
Geometric deep learning for computational mechanics Part I: Anisotropic
  Hyperelasticity
Geometric deep learning for computational mechanics Part I: Anisotropic Hyperelasticity
Nikolaos N. Vlassis
R. Ma
WaiChing Sun
AI4CE
27
175
0
08 Jan 2020
An Energy Approach to the Solution of Partial Differential Equations in
  Computational Mechanics via Machine Learning: Concepts, Implementation and
  Applications
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications
E. Samaniego
C. Anitescu
S. Goswami
Vien Minh Nguyen-Thanh
Hongwei Guo
Khader M. Hamdia
Timon Rabczuk
X. Zhuang
PINN
AI4CE
178
1,359
0
27 Aug 2019
U-Net: Convolutional Networks for Biomedical Image Segmentation
U-Net: Convolutional Networks for Biomedical Image Segmentation
Olaf Ronneberger
Philipp Fischer
Thomas Brox
SSeg
3DV
1.1K
76,547
0
18 May 2015
Adam: A Method for Stochastic Optimization
Adam: A Method for Stochastic Optimization
Diederik P. Kingma
Jimmy Ba
ODL
776
149,474
0
22 Dec 2014
1