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Integrating Machine Learning with Physics-Based Modeling

Integrating Machine Learning with Physics-Based Modeling

4 June 2020
E. Weinan
Jiequn Han
Linfeng Zhang
    PINN
    AI4CE
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Papers citing "Integrating Machine Learning with Physics-Based Modeling"

8 / 8 papers shown
Title
Knowledge-augmented Deep Learning and Its Applications: A Survey
Knowledge-augmented Deep Learning and Its Applications: A Survey
Zijun Cui
Tian Gao
Kartik Talamadupula
Qiang Ji
39
18
0
30 Nov 2022
Deep Grey-Box Modeling With Adaptive Data-Driven Models Toward
  Trustworthy Estimation of Theory-Driven Models
Deep Grey-Box Modeling With Adaptive Data-Driven Models Toward Trustworthy Estimation of Theory-Driven Models
Naoya Takeishi
Alexandros Kalousis
AAML
40
3
0
24 Oct 2022
Multiway Ensemble Kalman Filter
Multiway Ensemble Kalman Filter
Yu Wang
Alfred Hero
18
1
0
08 Dec 2021
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Rui Wang
Rose Yu
AI4CE
PINN
41
65
0
02 Jul 2021
Polyconvex anisotropic hyperelasticity with neural networks
Polyconvex anisotropic hyperelasticity with neural networks
Dominik K. Klein
Mauricio Fernández
Robert J. Martin
P. Neff
Oliver Weeger
41
151
0
20 Jun 2021
APIK: Active Physics-Informed Kriging Model with Partial Differential
  Equations
APIK: Active Physics-Informed Kriging Model with Partial Differential Equations
Jialei Chen
Zhehui Chen
Chuck Zhang
C. F. J. Wu
11
14
0
22 Dec 2020
Learning Thermodynamically Stable and Galilean Invariant Partial
  Differential Equations for Non-equilibrium Flows
Learning Thermodynamically Stable and Galilean Invariant Partial Differential Equations for Non-equilibrium Flows
Juntao Huang
Zhiting Ma
Y. Zhou
W. Yong
AI4CE
43
16
0
28 Sep 2020
Machine Learning and Computational Mathematics
Machine Learning and Computational Mathematics
Weinan E
PINN
AI4CE
32
61
0
23 Sep 2020
1