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Highly-scalable, physics-informed GANs for learning solutions of
  stochastic PDEs

Highly-scalable, physics-informed GANs for learning solutions of stochastic PDEs

29 October 2019
Liu Yang
Sean Treichler
Thorsten Kurth
Keno Fischer
D. Barajas-Solano
Josh Romero
Valentin Churavy
A. Tartakovsky
Michael Houston
P. Prabhat
George Karniadakis
    AI4CE
ArXivPDFHTML

Papers citing "Highly-scalable, physics-informed GANs for learning solutions of stochastic PDEs"

8 / 8 papers shown
Title
Generative Adversarial Reduced Order Modelling
Generative Adversarial Reduced Order Modelling
Dario Coscia
N. Demo
G. Rozza
GAN
AI4CE
36
5
0
25 May 2023
Physics-Informed Deep Learning For Traffic State Estimation: A Survey
  and the Outlook
Physics-Informed Deep Learning For Traffic State Estimation: A Survey and the Outlook
Xuan Di
Rongye Shi
Zhaobin Mo
Yongjie Fu
PINN
AI4TS
AI4CE
29
28
0
03 Mar 2023
PI-VAE: Physics-Informed Variational Auto-Encoder for stochastic
  differential equations
PI-VAE: Physics-Informed Variational Auto-Encoder for stochastic differential equations
Weiheng Zhong
Hadi Meidani
DRL
24
36
0
21 Mar 2022
Reinventing High Performance Computing: Challenges and Opportunities
Reinventing High Performance Computing: Challenges and Opportunities
Daniel Reed
Dennis Gannon
Jack J. Dongarra
AILaw
16
30
0
04 Mar 2022
PCNN: A physics-constrained neural network for multiphase flows
PCNN: A physics-constrained neural network for multiphase flows
Haoyang Zheng
Ziyang Huang
Guang Lin
PINN
24
8
0
18 Sep 2021
Distributed Multigrid Neural Solvers on Megavoxel Domains
Distributed Multigrid Neural Solvers on Megavoxel Domains
Aditya Balu
Sergio Botelho
Biswajit Khara
Vinay Rao
C. Hegde
S. Sarkar
Santi S. Adavani
A. Krishnamurthy
Baskar Ganapathysubramanian
AI4CE
8
11
0
29 Apr 2021
Reconstruction of turbulent data with deep generative models for
  semantic inpainting from TURB-Rot database
Reconstruction of turbulent data with deep generative models for semantic inpainting from TURB-Rot database
M. Buzzicotti
F. Bonaccorso
P. C. D. Leoni
Luca Biferale
AI4CE
12
51
0
16 Jun 2020
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
282
10,354
0
12 Dec 2018
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