MultiScale MeshGraphNets

2 October 2022

Alexander Pritzel

Papers citing "MultiScale MeshGraphNets"

46 / 46 papers shown

Title
Geometry aware inference of steady state PDEs using Equivariant Neural Fields representations Giovanni Catalani Michaël Bauerheim Frédéric Tost Xavier Bertrand Joseph Morlier AI4CE 47 0 0 24 Apr 2025
Extended Short- and Long-Range Mesh Learning for Fast and Generalized Garment Simulation Aoran Liu Kun Hu Clinton Mo C. Li Zhiyong Wang 3DH AI4CE 36 0 0 16 Apr 2025
Towards scientific machine learning for granular material simulations -- challenges and opportunities Marc Fransen Andreas Fürst D. Tunuguntla Daniel N. Wilke Benedikt Alkin ... Takayuki Shuku WaiChing Sun T. Weinhart Dongwei Ye Hongyang Cheng AI4CE 26 0 0 01 Apr 2025
Data-driven modeling of fluid flow around rotating structures with graph neural networks Rui Gao Zhi Cheng R. Jaiman AI4CE 44 0 0 28 Mar 2025
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks Mario Lino Tobias Pfaff Nils Thuerey DiffM AI4CE 31 3 0 19 Mar 2025
A new graph-based surrogate model for rapid prediction of crashworthiness performance of vehicle panel components Haoran Li Yingxue Zhao Haosu Zhou Tobias Pfaff Nan Li 36 0 0 16 Mar 2025
Learning Pore-scale Multi-phase Flow from Experimental Data with Graph Neural Network Yuxuan Gu Catherine Spurin Gege Wen AI4CE 71 0 0 21 Nov 2024
Discovering Message Passing Hierarchies for Mesh-Based Physics Simulation Huayu Deng Xiangming Zhu Yunbo Wang Xiaokang Yang PINN AI4CE 24 0 0 03 Oct 2024
Scalable and Consistent Graph Neural Networks for Distributed Mesh-based Data-driven Modeling Shivam Barwey Riccardo Balin Bethany Lusch Saumil Patel Ramesh Balakrishnan Pinaki Pal R. Maulik V. Vishwanath GNN AI4CE 18 1 0 02 Oct 2024
Structure-Preserving Operator Learning Nacime Bouziani Nicolas Boullé 25 0 0 01 Oct 2024
Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics Paul Garnier J. Viquerat E. Hachem AI4CE 19 0 0 18 Sep 2024
Mesh-based Super-Resolution of Fluid Flows with Multiscale Graph Neural Networks Shivam Barwey Pinaki Pal Saumil Patel Riccardo Balin Bethany Lusch V. Vishwanath R. Maulik R. Balakrishnan AI4CE 96 0 0 12 Sep 2024
Generalization capabilities of MeshGraphNets to unseen geometries for fluid dynamics Robin Schmöcker Alexander Henkes Julian Roth Thomas Wick AI4CE 19 1 0 12 Aug 2024
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 38 2 0 30 Jul 2024
Aero-Nef: Neural Fields for Rapid Aircraft Aerodynamics Simulations Giovanni Catalani Siddhant Agarwal Xavier Bertrand Frédéric Tost Michaël Bauerheim Joseph Morlier AI4CE 30 4 0 29 Jul 2024
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics Matthias Karlbauer Danielle C. Maddix Abdul Fatir Ansari Boran Han Gaurav Gupta Yuyang Wang Andrew Stuart Michael W. Mahoney AI4TS 42 1 0 19 Jul 2024
Reduced-Order Neural Operators: Learning Lagrangian Dynamics on Highly Sparse Graphs Hrishikesh Viswanath Yue Chang Julius Berner Peter Yichen Chen Aniket Bera AI4CE 58 2 0 04 Jul 2024
A Manifold Perspective on the Statistical Generalization of Graph Neural Networks Zhiyang Wang J. Cerviño Alejandro Ribeiro AI4CE GNN 26 5 0 07 Jun 2024
A Comparative Study of Garment Draping Techniques Prerana Achar Mayank Patel Anushka Mulik Neha Katre Stevina Dias Chirag Raman AI4CE 3DH 62 1 0 17 May 2024
Object Dynamics Modeling with Hierarchical Point Cloud-based Representations Chanho Kim Fuxin Li AI4CE 3DPC 29 0 0 09 Apr 2024
A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations J. Storm I. Rocha F. P. Meer AI4CE 41 2 0 20 Feb 2024
Multi-Hierarchical Surrogate Learning for Structural Dynamical Crash Simulations Using Graph Convolutional Neural Networks Jonas Kneifl Jörg Fehr Steven L. Brunton J. Nathan Kutz AI4CE 22 1 0 14 Feb 2024
Learning Flexible Body Collision Dynamics with Hierarchical Contact Mesh Transformer Youn-Yeol Yu Jeongwhan Choi Woojin Cho Kookjin Lee Nayong Kim ... Ilho Kim Seok-Woo Lee Joon Young Yang S. Yoon Noseong Park AI4CE 10 6 0 19 Dec 2023
Physics-guided Shape-from-Template: Monocular Video Perception through Neural Surrogate Models David Stotko Nils Wandel Reinhard Klein 29 4 0 21 Nov 2023
Latent Task-Specific Graph Network Simulators Philipp Dahlinger Niklas Freymuth Michael Volpp Tai Hoang Gerhard Neumann AI4CE 14 0 0 09 Nov 2023
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks Chuanbo Hua Federico Berto Michael Poli Stefano Massaroli Jinkyoo Park AI4TS AI4CE 11 2 0 25 Oct 2023
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology Qingsong Xu Yilei Shi Jonathan Bamber Ye Tuo Ralf Ludwig Xiao Xiang Zhu AI4CE 18 9 0 08 Oct 2023
Graph-based Neural Weather Prediction for Limited Area Modeling Leo Feng Tomas Landelius Yoshua Bengio AI4CE 17 10 0 29 Sep 2023
LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite Stefania Costantini Gianluca Galletti Fabian Fritz Stefan Adami Nikolaus A. Adams 30 13 0 28 Sep 2023
Multi-GPU Approach for Training of Graph ML Models on large CFD Meshes Sebastian Strönisch Maximilian Sander A. Knüpfer M. Meyer AI4CE 9 8 0 25 Jul 2023
MMGP: a Mesh Morphing Gaussian Process-based machine learning method for regression of physical problems under non-parameterized geometrical variability F. Casenave B. Staber Xavier Roynard AI4CE 19 13 0 22 May 2023
A graph convolutional autoencoder approach to model order reduction for parametrized PDEs F. Pichi B. Moya J. Hesthaven AI4CE 28 51 0 15 May 2023
Learning Self-Prior for Mesh Inpainting Using Self-Supervised Graph Convolutional Networks Shota Hattori Tatsuya Yatagawa Y. Ohtake H. Suzuki SSL AI4CE 3DPC 11 1 0 01 May 2023
Swarm Reinforcement Learning For Adaptive Mesh Refinement Niklas Freymuth Philipp Dahlinger Tobias Würth Simon Reisch Luise Kärger Gerhard Neumann 10 11 0 03 Apr 2023
Scientific Computing Algorithms to Learn Enhanced Scalable Surrogates for Mesh Physics Brian Bartoldson Yeping Hu Amarjeet Saini Jose Cadena Yu-Hang Fu Jie Bao Zhijie Xu Brenda Ng P. Nguyen AI4CE 11 2 0 01 Apr 2023
GNN-based physics solver for time-independent PDEs R. J. Gladstone H. Rahmani V. Suryakumar Hadi Meidani M. DÉlia A. Zareei AI4CE 20 15 0 28 Mar 2023
Grounding Graph Network Simulators using Physical Sensor Observations Jonas Linkerhägner Niklas Freymuth Paul Maria Scheikl F. Mathis-Ullrich Gerhard Neumann AI4CE 14 11 0 23 Feb 2023
Multiscale Graph Neural Network Autoencoders for Interpretable Scientific Machine Learning Shivam Barwey Varun Shankar V. Viswanathan R. Maulik AI4CE 25 20 0 13 Feb 2023
PhysGraph: Physics-Based Integration Using Graph Neural Networks Oshri Halimi E.T Larionov Zohar Barzelay Philipp Herholz Tuur Stuyck PINN OOD AI4CE 8 3 0 27 Jan 2023
MG-GNN: Multigrid Graph Neural Networks for Learning Multilevel Domain Decomposition Methods Ali Taghibakhshi Nicolas Nytko Tareq Uz Zaman S. MacLachlan Luke N. Olson Matthew West AI4CE 11 9 0 26 Jan 2023
A Finite Element-Inspired Hypergraph Neural Network: Application to Fluid Dynamics Simulations Rui Gao Indu Kant Deo R. Jaiman AI4CE 14 19 0 30 Dec 2022
GraphCast: Learning skillful medium-range global weather forecasting Rémi R. Lam Alvaro Sanchez-Gonzalez Matthew Willson Peter Wirnsberger Meire Fortunato ... Oriol Vinyals Jacklynn Stott Alexander Pritzel S. Mohamed Peter W. Battaglia AI4Cl 10 270 0 24 Dec 2022
HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics Artur Grigorev B. Thomaszewski Michael J. Black Otmar Hilliges 3DH AI4CE 19 55 0 14 Dec 2022
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 19 0 0 25 Oct 2022
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNN Yadi Cao Menglei Chai Minchen Li Chenfanfu Jiang AI4CE 16 18 0 05 Oct 2022
Learning ground states of quantum Hamiltonians with graph networks Dmitrii Kochkov Tobias Pfaff Alvaro Sanchez-Gonzalez Peter W. Battaglia B. Clark 39 26 0 12 Oct 2021