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Data-driven learning of robust nonlocal physics from high-fidelity
  synthetic data

Data-driven learning of robust nonlocal physics from high-fidelity synthetic data

17 May 2020
Huaiqian You
Yue Yu
Nathaniel Trask
Mamikon A. Gulian
M. DÉlia
ArXiv (abs)PDFHTML

Papers citing "Data-driven learning of robust nonlocal physics from high-fidelity synthetic data"

7 / 7 papers shown
Towards a unified nonlocal, peridynamics framework for the
  coarse-graining of molecular dynamics data with fractures
Towards a unified nonlocal, peridynamics framework for the coarse-graining of molecular dynamics data with fracturesApplied Mathematics and Mechanics (AMM), 2023
Huaiqian You
Xiao Xu
Yue Yu
Stewart Silling
M. DÉlia
J. Foster
AI4CE
296
11
0
11 Jan 2023
Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning
  Framework of Nonlocal Models with Uncertainty Quantification
Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification
Yiming Fan
M. DÉlia
Yue Yu
H. Najm
Stewart Silling
243
6
0
06 Oct 2022
MetaNOR: A Meta-Learnt Nonlocal Operator Regression Approach for
  Metamaterial Modeling
MetaNOR: A Meta-Learnt Nonlocal Operator Regression Approach for Metamaterial ModelingMRS Communications (MRS Commun.), 2022
Jun Liu
Huaiqian You
Yue Yu
OffRL
192
7
0
04 Jun 2022
Machine Learning in Heterogeneous Porous Materials
Machine Learning in Heterogeneous Porous Materials
Martha DÉli
H. Deng
Cedric G. Fraces
K. Garikipati
L. Graham‐Brady
...
H. Tchelepi
B. Važić
Hari S. Viswanathan
H. Yoon
P. Zarzycki
AI4CE
246
12
0
04 Feb 2022
Numerical Approximation of Partial Differential Equations by a Variable
  Projection Method with Artificial Neural Networks
Numerical Approximation of Partial Differential Equations by a Variable Projection Method with Artificial Neural NetworksComputer Methods in Applied Mechanics and Engineering (CMAME), 2022
S. Dong
Jielin Yang
251
24
0
24 Jan 2022
A data-driven peridynamic continuum model for upscaling molecular
  dynamics
A data-driven peridynamic continuum model for upscaling molecular dynamics
Huaiqian You
Yue Yu
Stewart Silling
M. DÉlia
AI4CE
154
55
0
04 Aug 2021
Data-driven learning of nonlocal models: from high-fidelity simulations
  to constitutive laws
Data-driven learning of nonlocal models: from high-fidelity simulations to constitutive laws
Huaiqian You
Yue Yu
Stewart Silling
M. DÉlia
220
38
0
08 Dec 2020
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