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Deep Random Vortex Method for Simulation and Inference of Navier-Stokes
  Equations

Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations

20 June 2022
Rui Zhang
Peiyan Hu
Qi Meng
Yue Wang
Rongchan Zhu
Bingguang Chen
Zhi-Ming Ma
Tie-Yan Liu
ArXivPDFHTML

Papers citing "Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations"

6 / 6 papers shown
Title
Deciphering and integrating invariants for neural operator learning with
  various physical mechanisms
Deciphering and integrating invariants for neural operator learning with various physical mechanisms
Rui Zhang
Qi Meng
Zhi-Ming Ma
AI4CE
30
7
0
24 Nov 2023
Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation
Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation
Rui Zhang
Qi Meng
Rongchan Zhu
Yue Wang
Wenlei Shi
Shihua Zhang
Zhi-Ming Ma
Tie-Yan Liu
DiffM
AI4CE
51
4
0
10 Feb 2023
Meta-learning PINN loss functions
Meta-learning PINN loss functions
Apostolos F. Psaros
Kenji Kawaguchi
George Karniadakis
PINN
46
97
0
12 Jul 2021
Physics-informed neural networks with hard constraints for inverse
  design
Physics-informed neural networks with hard constraints for inverse design
Lu Lu
R. Pestourie
Wenjie Yao
Zhicheng Wang
F. Verdugo
Steven G. Johnson
PINN
50
494
0
09 Feb 2021
Physics guided machine learning using simplified theories
Physics guided machine learning using simplified theories
Suraj Pawar
Omer San
Burak Aksoylu
Adil Rasheed
T. Kvamsdal
PINN
AI4CE
102
106
0
18 Dec 2020
Multi-scale Deep Neural Network (MscaleDNN) for Solving
  Poisson-Boltzmann Equation in Complex Domains
Multi-scale Deep Neural Network (MscaleDNN) for Solving Poisson-Boltzmann Equation in Complex Domains
Ziqi Liu
Wei Cai
Zhi-Qin John Xu
AI4CE
244
157
0
22 Jul 2020
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