Identifying Constitutive Parameters for Complex Hyperelastic Materials
using Physics-Informed Neural Networks

v1v2v3v4 (latest)

Identifying Constitutive Parameters for Complex Hyperelastic Materials using Physics-Informed Neural Networks

29 August 2023

ArXiv (abs)PDF HTML

Papers citing "Identifying Constitutive Parameters for Complex Hyperelastic Materials using Physics-Informed Neural Networks"

10 / 10 papers shown

Title
Mechanical Characterization and Inverse Design of Stochastic Architected Metamaterials Using Neural Operators Hanxun Jin Enrui Zhang Boyu Zhang Sridhar Krishnaswamy George Karniadakis Horacio D. Espinosa AI4CE 73 4 0 23 Nov 2023
Physics-Informed Neural Networks for Shell Structures Jan-Hendrik Bastek D. Kochmann AI4CE 50 55 0 26 Jul 2022
Calibrating constitutive models with full-field data via physics informed neural networks Craig M. Hamel K. Long S. Kramer AI4CE 76 31 0 30 Mar 2022
$Dynamic fracture of a bicontinuously nanostructured copolymer: A deep-learning analysis of big-data-generating experiment$ Dynamic fracture of a bicontinuously nanostructured copolymer: A deep-learning analysis of big-data-generating experiment Hanxun Jin Tong Jiao R. Clifton Kyung-Suk Kim AI4CE 51 24 0 03 Dec 2021
Physics informed neural networks for continuum micromechanics Alexander Henkes Henning Wessels R. Mahnken PINN AI4CE 62 145 0 14 Oct 2021
Physics-informed neural networks (PINNs) for fluid mechanics: A review Shengze Cai Zhiping Mao Zhicheng Wang Minglang Yin George Karniadakis PINN AI4CE 88 1,209 0 20 May 2021
Physics-Informed Neural Networks for Nonhomogeneous Material Identification in Elasticity Imaging Enrui Zhang Minglang Yin George Karniadakis 73 66 0 02 Sep 2020
DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators Lu Lu Pengzhan Jin George Karniadakis 248 2,158 0 08 Oct 2019
DeepXDE: A deep learning library for solving differential equations Lu Lu Xuhui Meng Zhiping Mao George Karniadakis PINN AI4CE 99 1,549 0 10 Jul 2019
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 174 2,820 0 20 Feb 2015