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A Graph Neural Network Framework for Grid-Based Simulation

5 February 2022
Haoyu Tang
Wennan Long
ArXivPDFHTML

Papers citing "A Graph Neural Network Framework for Grid-Based Simulation"

4 / 4 papers shown
Title
Use of low-fidelity models with machine-learning error correction for
  well placement optimization
Use of low-fidelity models with machine-learning error correction for well placement optimization
Haoyu Tang
L. Durlofsky
AI4CE
19
18
0
30 Oct 2021
Learning Mesh-Based Simulation with Graph Networks
Learning Mesh-Based Simulation with Graph Networks
Tobias Pfaff
Meire Fortunato
Alvaro Sanchez-Gonzalez
Peter W. Battaglia
AI4CE
35
755
0
07 Oct 2020
Learning to Simulate Complex Physics with Graph Networks
Learning to Simulate Complex Physics with Graph Networks
Alvaro Sanchez-Gonzalez
Jonathan Godwin
Tobias Pfaff
Rex Ying
J. Leskovec
Peter W. Battaglia
PINN
AI4CE
70
1,062
0
21 Feb 2020
Graph networks as learnable physics engines for inference and control
Graph networks as learnable physics engines for inference and control
Alvaro Sanchez-Gonzalez
N. Heess
Jost Tobias Springenberg
J. Merel
Martin Riedmiller
R. Hadsell
Peter W. Battaglia
GNN
AI4CE
PINN
OCL
69
597
0
04 Jun 2018
1