ahenkes1 / HENKES_PINN
Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.114790 by Alexander Henkes and Henning Wessels from TU Braunschweig and Rolf Mahnken from University of Paderborn.
☆14Updated 2 years ago
Alternatives and similar repositories for HENKES_PINN:
Users that are interested in HENKES_PINN are comparing it to the libraries listed below
- ☆50Updated last year
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆49Updated 4 years ago
- ☆39Updated last year
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- FEM enhanced neural network☆15Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated last year
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆57Updated 3 years ago
- Physics-guided neural network framework for elastic plates☆38Updated 3 years ago
- Comsol Multiphysics implementation of phase-field cohesive zone models for fracture in various multi-physics problems☆53Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 9 months ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆23Updated 3 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆19Updated 2 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆20Updated last month
- This repo contains matlab code for multiscale finite element method☆47Updated 6 years ago
- A parallel multi-scale FE2 code based on COMSOL Multi-physics and MATLAB☆17Updated 4 years ago
- FEniCS implementation: a phase field model for cohesive fracture in micropolar continua☆26Updated 5 years ago
- ☆18Updated last year
- ☆20Updated 3 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆32Updated 4 years ago
- A phase-field model for brittle fracture is implemented in the commercial finite element software Abaqus by means of UEL subroutines. The…☆25Updated 2 years ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆18Updated last year
- A bond-based peridynamics code written in pure Python☆13Updated last month
- ☆15Updated last year
- ☆35Updated 4 years ago
- Open-source code for phase field modelling of Composite Materials☆23Updated last year
- PDLSM-FEM solver is a parallel implementation of (adaptively) coupled peridynamics least squares minimization and finite element method (…☆28Updated last month
- Abaqus/Standard user element subroutine (UEL) for hyperelastic materials in total Lagrangian framework using standard displacement formul…☆13Updated last week
- Multiscale Modeling☆41Updated 5 years ago
- The source file of the implementation of ABAQUS polyhedral user element based on the scaled boundary finite element method (SBFEM).☆31Updated 4 years ago
- Computational framework to implement an artificial neural network based constitutive model in Abaqus for mesh coarsening☆48Updated 6 years ago