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Meshless physics-informed deep learning method for three-dimensional solid mechanics

International Journal for Numerical Methods in Engineering (IJNME), 2020

2 December 2020

Diab W. Abueidda

Papers citing "Meshless physics-informed deep learning method for three-dimensional solid mechanics"

23 / 23 papers shown

Title
Multiphysics Bench: Benchmarking and Investigating Scientific Machine Learning for Multiphysics PDEs Changfan Yang Lichen Bai Yinpeng Wang Shufei Zhang Bo Han OOD AI4CE 147 1 0 23 May 2025
Physics-informed Multiple-Input Operators for efficient dynamic response prediction of structuresEngineering applications of artificial intelligence (EAAI), 2025 Bilal Ahmed Yuqing Qiu Diab W. Abueidda Waleed El-Sekelly Tarek Abdoun M. Mobasher AI4CE 185 0 0 11 May 2025
Advancing Generalization in PINNs through Latent-Space RepresentationsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Honghui Wang Yifan Pu Shiji Song Gao Huang AI4CE PINN 276 3 0 28 Nov 2024
Improving hp-Variational Physics-Informed Neural Networks for Steady-State Convection-Dominated ProblemsComputer Methods in Applied Mechanics and Engineering (CMAME), 2024 T. Anandh Divij Ghose Himanshu Jain Pratham Sunkad Sashikumaar Ganesan V. John 137 1 0 14 Nov 2024
Physics-informed DeepONet with stiffness-based loss functions for structural response prediction Bilal Ahmed Yuqing Qiu Diab W. Abueidda Waleed El-Sekelly Borja Garcia de Soto Tarek Abdoun M. Mobasher 135 2 0 02 Sep 2024
Differentiable Neural-Integrated Meshfree Method for Forward and Inverse Modeling of Finite Strain Hyperelasticity Honghui Du Binyao Guo QiZhi He AI4CE 195 5 0 15 Jul 2024
Parsimonious Universal Function Approximator for Elastic and Elasto-Plastic Cavity Expansion Problems Xiao-Xuan Chen Pin Zhang Hai-Sui Yu Zhen-Yu Yin Brian Sheil 124 4 0 08 Jul 2024
A finite element-based physics-informed operator learning framework for spatiotemporal partial differential equations on arbitrary domains Yusuke Yamazaki Ali Harandi Mayu Muramatsu A. Viardin Markus Apel T. Brepols Stefanie Reese Shahed Rezaei AI4CE 325 23 0 21 May 2024
FastVPINNs: Tensor-Driven Acceleration of VPINNs for Complex Geometries T. Anandh Divij Ghose Himanshu Jain Sashikumaar Ganesan 133 6 0 18 Apr 2024
Dynamically configured physics-informed neural network in topology optimization applications Ji-Cheng Yin Ziming Wen Shuhao Li Yaya Zhang Hu Wang AI4CE PINN 187 9 0 12 Dec 2023
Probabilistic Physics-integrated Neural Differentiable Modeling for Isothermal Chemical Vapor Infiltration Processnpj Computational Materials (npj Comput Mater), 2023 Deepak Akhare Zeping Chen R. Gulotty Tengfei Luo Jian-Xun Wang AI4CE 222 12 0 13 Nov 2023
Discussing the Spectrum of Physics-Enhanced Machine Learning; a Survey on Structural Mechanics ApplicationsData-Centric Engineering (DCE), 2023 M. Haywood-Alexander Wei Liu Kiran Bacsa Zhilu Lai Eleni Chatzi AI4CE 336 25 0 31 Oct 2023
Stochastic stiffness identification and response estimation of Timoshenko beams via physics-informed Gaussian processesProbabilistic Engineering Mechanics (PEM), 2023 Gledson Rodrigo Tondo Sebastian Rau I. Kavrakov Guido Morgenthal 274 7 0 21 Sep 2023
An Extreme Learning Machine-Based Method for Computational PDEs in Higher DimensionsComputer Methods in Applied Mechanics and Engineering (CMAME), 2023 Yiran Wang Suchuan Dong 300 47 0 13 Sep 2023
Comparison of Neural FEM and Neural Operator Methods for applications in Solid Mechanics Stefan Hildebrand Sandra Klinge AI4CE 143 6 0 04 Jul 2023
Mixed formulation of physics-informed neural networks for thermo-mechanically coupled systems and heterogeneous domainsInternational Journal for Numerical Methods in Engineering (IJNME), 2023 Ali Harandi Ahmad Moeineddin Michael Kaliske Stefanie Reese Shahed Rezaei AI4CE PINN 196 57 0 09 Feb 2023
Physics-informed Neural Network: The Effect of Reparameterization in Solving Differential Equations Siddharth Nand Yuecheng Cai PINN 78 1 0 28 Jan 2023
Utilising physics-guided deep learning to overcome data scarcity Jinshuai Bai Laith Alzubaidi Qingxia Wang E. Kuhl Bennamoun Yuantong T. Gu PINN AI4CE 282 4 0 24 Nov 2022
Meta-PDE: Learning to Solve PDEs Quickly Without a Mesh Tian Qin Alex Beatson Deniz Oktay N. McGreivy Ryan P. Adams AI4CE 133 15 0 03 Nov 2022
Spiking neural networks for nonlinear regressionRoyal Society Open Science (RSOS), 2022 Alexander Henkes Nhan Duy Truong Henning Wessels 274 40 0 06 Oct 2022
Calibrating constitutive models with full-field data via physics informed neural networks Craig M. Hamel K. Long S. Kramer AI4CE 181 36 0 30 Mar 2022
PH-Net: Parallelepiped Microstructure Homogenization via 3D Convolutional Neural NetworksSocial Science Research Network (SSRN), 2022 Hao Peng An-Qing Liu Jingcheng Huang Lingxin Cao Jikai Liu Lin Lu AI4CE 137 27 0 18 Jan 2022
A deep learning energy method for hyperelasticity and viscoelasticity Diab W. Abueidda S. Koric R. Al-Rub Corey M. Parrott K. James N. Sobh AI4CE 194 81 0 15 Jan 2022