GNN-based physics solver for time-independent PDEs

GNN-based physics solver for time-independent PDEs

28 March 2023

R. J. Gladstone

Papers citing "GNN-based physics solver for time-independent PDEs"

11 / 11 papers shown

Title
Digital Twin-Enabled Real-Time Control in Robotic Additive Manufacturing via Soft Actor-Critic Reinforcement Learning Matsive Ali Sandesh Giri Sen Liu Qin Yang AI4CE 34 0 0 29 Jan 2025
AhmedML: High-Fidelity Computational Fluid Dynamics Dataset for Incompressible, Low-Speed Bluff Body Aerodynamics Neil Ashton Danielle C. Maddix Samuel Gundry Parisa M. Shabestari AI4CE 25 2 0 30 Jul 2024
ML-based identification of the interface regions for coupling local and nonlocal models Noujoud Nader Patrick Diehl Marta DÉlia Christian Glusa Serge Prudhomme 25 1 0 23 Apr 2024
A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations J. Storm I. Rocha F. P. Meer AI4CE 33 2 0 20 Feb 2024
Peridynamic Neural Operators: A Data-Driven Nonlocal Constitutive Model for Complex Material Responses S. Jafarzadeh Stewart Silling Ning Liu Zhongqiang Zhang Yue Yu AI4CE 14 15 0 11 Jan 2024
Multiscale Neural Operators for Solving Time-Independent PDEs Winfried Ripken Lisa Coiffard Felix Pieper Sebastian Dziadzio AI4CE 11 2 0 10 Nov 2023
Deep Learning-based surrogate models for parametrized PDEs: handling geometric variability through graph neural networks N. R. Franco S. Fresca Filippo Tombari Andrea Manzoni AI4CE 6 16 0 03 Aug 2023
A graph convolutional autoencoder approach to model order reduction for parametrized PDEs F. Pichi B. Moya J. Hesthaven AI4CE 15 51 0 15 May 2023
FO-PINNs: A First-Order formulation for Physics Informed Neural Networks R. J. Gladstone M. A. Nabian N. Sukumar Ankit Srivastava Hadi Meidani PINN AI4CE 11 0 0 25 Oct 2022
Fourier Neural Operator with Learned Deformations for PDEs on General Geometries Zong-Yi Li Daniel Zhengyu Huang Burigede Liu Anima Anandkumar AI4CE 105 243 0 11 Jul 2022
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 197 2,254 0 18 Oct 2020