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Long-time predictive modeling of nonlinear dynamical systems using
  neural networks

Long-time predictive modeling of nonlinear dynamical systems using neural networks

31 May 2018
Shaowu Pan
Karthik Duraisamy
ArXivPDFHTML

Papers citing "Long-time predictive modeling of nonlinear dynamical systems using neural networks"

6 / 6 papers shown
Title
Comparison of neural closure models for discretised PDEs
Comparison of neural closure models for discretised PDEs
Hugo Melchers
D. Crommelin
B. Koren
Vlado Menkovski
B. Sanderse
24
15
0
26 Oct 2022
A Model-Constrained Tangent Slope Learning Approach for Dynamical
  Systems
A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems
Hai V. Nguyen
T. Bui-Thanh
39
2
0
09 Aug 2022
Active-learning-based non-intrusive Model Order Reduction
Active-learning-based non-intrusive Model Order Reduction
Qinyu Zhuang
D. Hartmann
H. Bungartz
Juan M Lorenzi
AI4CE
14
4
0
08 Apr 2022
Model Order Reduction based on Runge-Kutta Neural Network
Model Order Reduction based on Runge-Kutta Neural Network
Qinyu Zhuang
Juan M Lorenzi
H. Bungartz
D. Hartmann
11
14
0
25 Mar 2021
Physics-Guided Machine Learning for Scientific Discovery: An Application
  in Simulating Lake Temperature Profiles
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles
X. Jia
J. Willard
Anuj Karpatne
J. Read
Jacob Aaron Zwart
M. Steinbach
Vipin Kumar
AI4CE
PINN
23
207
0
28 Jan 2020
Matrix Lie Maps and Neural Networks for Solving Differential Equations
Matrix Lie Maps and Neural Networks for Solving Differential Equations
A. Ivanov
S. Andrianov
22
3
0
16 Aug 2019
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