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Finite Difference Neural Networks: Fast Prediction of Partial Differential Equations

Finite Difference Neural Networks: Fast Prediction of Partial Differential Equations

Zheng Shi
Nur Sila Gulgec
A. Berahas
S. Pakzad
Martin Takáč
ArXiv (abs)PDFHTML

Papers citing "Finite Difference Neural Networks: Fast Prediction of Partial Differential Equations"

4 / 4 papers shown
Title
Multi-level datasets training method in Physics-Informed Neural Networks
Multi-level datasets training method in Physics-Informed Neural Networks
Yao-Hsuan Tsai
Hsiao-Tung Juan
Pao-Hsiung Chiu
Chao-An Lin
AI4CE
74
0
0
30 Apr 2025
Characteristics-Informed Neural Networks for Forward and Inverse Hyperbolic Problems
Characteristics-Informed Neural Networks for Forward and Inverse Hyperbolic Problems
U. Braga-Neto
PINNAI4CE
70
8
0
28 Dec 2022
Accelerated Training of Physics-Informed Neural Networks (PINNs) using Meshless Discretizations
Accelerated Training of Physics-Informed Neural Networks (PINNs) using Meshless Discretizations
Ramansh Sharma
Varun Shankar
103
43
0
19 May 2022
Learning time-dependent PDE solver using Message Passing Graph Neural Networks
Learning time-dependent PDE solver using Message Passing Graph Neural Networks
Pourya Pilva
A. Zareei
AI4CE
61
7
0
15 Apr 2022