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MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations

1 November 2022

Saurabh Deshpande

Stéphane P. A. Bordas

Papers citing "MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations"

33 / 33 papers shown

Title
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 268 1 0 12 Sep 2024
Multi-fidelity surrogate modeling for temperature field prediction using deep convolution neural network Yunyang Zhang Zhiqiang Gong Weien Zhou Xiaoyu Zhao Xiaohu Zheng Wen Yao AI4CE 56 25 0 17 Jan 2023
Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanics Saurabh Deshpande Raúl I. Sosa Stéphane P. A. Bordas J. Lengiewicz AI4CE 70 19 0 01 Dec 2022
Neural Extended Kalman Filters for Learning and Predicting Dynamics of Structural Systems Wen Liu Zhilu Lai Kiran Bacsa Eleni Chatzi 62 17 0 09 Oct 2022
NN-EUCLID: deep-learning hyperelasticity without stress data Prakash Thakolkaran Akshay Joshi Yiwen Zheng Moritz Flaschel L. Lorenzis Siddhant Kumar 73 104 0 04 May 2022
Physics-informed neural networks for non-Newtonian fluid thermo-mechanical problems: an application to rubber calendering process Thi Nguyen Khoa Nguyen T. Dairay Raphael Meunier Mathilde Mougeot PINN AI4CE 118 32 0 31 Jan 2022
Probabilistic Deep Learning for Real-Time Large Deformation Simulations Saurabh Deshpande J. Lengiewicz Stéphane P. A. Bordas OOD BDL AI4CE 29 51 0 02 Nov 2021
Physics informed neural networks for continuum micromechanics Alexander Henkes Henning Wessels R. Mahnken PINN AI4CE 75 145 0 14 Oct 2021
Physics-informed Convolutional Neural Networks for Temperature Field Prediction of Heat Source Layout without Labeled Data Xiaoyu Zhao Zhiqiang Gong Yunyang Zhang Wen Yao Xiaoqian Chen OOD AI4CE 122 95 0 26 Sep 2021
DeepPhysics: a physics aware deep learning framework for real-time simulation Alban Odot Ryadh Haferssas S. Cotin PINN AI4CE 47 28 0 17 Sep 2021
Neural-network acceleration of projection-based model-order-reduction for finite plasticity: Application to RVEs S. Vijayaraghavan L. Wu L. Noels S. Bordas S. Natarajan L. Beex 25 6 0 16 Sep 2021
Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations Pranshu Pant Ruchi Doshi Pranav Bahl A. Farimani AI4CE 61 83 0 09 Jul 2021
Graph Coarsening with Neural Networks Chen Cai Dingkang Wang Yusu Wang DD 182 68 0 02 Feb 2021
Machine learning accelerated computational fluid dynamics Dmitrii Kochkov Jamie A. Smith Ayya Alieva Qing Wang M. Brenner Stephan Hoyer AI4CE 143 876 0 28 Jan 2021
A Bayesian multiscale CNN framework to predict local stress fields in structures with microscale features Vasilis Krokos V. Bui Xuan Stéphane P. A. Bordas P. Young P. Kerfriden 72 54 0 17 Dec 2020
Learning Mesh-Based Simulation with Graph Networks Tobias Pfaff Meire Fortunato Alvaro Sanchez-Gonzalez Peter W. Battaglia AI4CE 84 806 0 07 Oct 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 133 1,505 0 04 Jul 2020
CFDNet: a deep learning-based accelerator for fluid simulations Octavi Obiols-Sales Abhinav Vishnu Nicholas Malaya Aparna Chandramowlishwaran AI4CE 51 152 0 09 May 2020
Learning to Simulate Complex Physics with Graph Networks Alvaro Sanchez-Gonzalez Jonathan Godwin Tobias Pfaff Rex Ying J. Leskovec Peter W. Battaglia PINN AI4CE 148 1,104 0 21 Feb 2020
Geometric deep learning for computational mechanics Part I: Anisotropic Hyperelasticity Nikolaos N. Vlassis R. Ma WaiChing Sun AI4CE 54 175 0 08 Jan 2020
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications E. Samaniego C. Anitescu S. Goswami Vien Minh Nguyen-Thanh Hongwei Guo Khader M. Hamdia Timon Rabczuk X. Zhuang PINN AI4CE 234 1,389 0 27 Aug 2019
Self-Attention Graph Pooling Junhyun Lee Inyeop Lee Jaewoo Kang GNN 188 1,130 0 17 Apr 2019
Simulation of hyperelastic materials in real-time using Deep Learning Andrea Mendizabal Pablo Márquez-Neila Stephane Cotin AI4CE 50 90 0 10 Apr 2019
Semantic Graph Convolutional Networks for 3D Human Pose Regression Long Zhao Xi Peng Yu Tian Mubbasir Kapadia Dimitris N. Metaxas 3DH 108 511 0 06 Apr 2019
Clique pooling for graph classification Enxhell Luzhnica Ben Day Pietro Lio GNN 190 36 0 31 Mar 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 818 8,597 0 03 Jan 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.1K 5,551 0 20 Dec 2018
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 259 4,189 0 23 Jan 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 491 20,295 0 30 Oct 2017
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 821 3,302 0 24 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 691 29,220 0 09 Sep 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 216 6,564 0 21 Jun 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,520 0 18 May 2015