Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks

Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks

28 May 2024

Jendrik-Alexander Tröger

Henning Wessels

Alexander Henkes

Stefan Hartmann

Papers citing "Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks"

12 / 12 papers shown

Title
EquiNO: A Physics-Informed Neural Operator for Multiscale Simulations Hamidreza Eivazi Jendrik-Alexander Tröger Stefan H. A. Wittek Stefan Hartmann Andreas Rausch AI4CE 55 0 0 27 Mar 2025
Physics-Informed Neural Networks for Material Model Calibration from Full-Field Displacement Data D. Anton Henning Wessels AI4CE 48 8 0 15 Dec 2022
Calibrating constitutive models with full-field data via physics informed neural networks Craig M. Hamel K. Long S. Kramer AI4CE 46 29 0 30 Mar 2022
Physics-informed neural networks for solving parametric magnetostatic problems Andrés Beltrán-Pulido Ilias Bilionis D. Aliprantis 40 35 0 08 Feb 2022
Physics informed neural networks for continuum micromechanics Alexander Henkes Henning Wessels R. Mahnken PINN AI4CE 32 141 0 14 Oct 2021
Physics-Informed Neural Networks for Nonhomogeneous Material Identification in Elasticity Imaging Enrui Zhang Minglang Yin George Karniadakis 19 64 0 02 Sep 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 71 42,038 0 03 Dec 2019
Data-driven discovery of PDEs in complex datasets Jens Berg K. Nystrom AI4CE PINN 20 141 0 31 Aug 2018
A unified deep artificial neural network approach to partial differential equations in complex geometries Jens Berg K. Nystrom AI4CE 43 581 0 17 Nov 2017
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 113 2,775 0 20 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 229 149,474 0 22 Dec 2014
emcee: The MCMC Hammer D. Foreman-Mackey D. Hogg D. Lang J. Goodman 51 8,462 0 16 Feb 2012