xiaoh / constitutive-neural-networksLinks
Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME
☆12Updated 4 years ago
Alternatives and similar repositories for constitutive-neural-networks
Users that are interested in constitutive-neural-networks are comparing it to the libraries listed below
Sorting:
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- This is a nonlinear elastic constitutive model(Duncan-CHANG EB) UMAT widely used in the field of geotechnical engineering. It can be used…☆26Updated 3 years ago
- ☆23Updated last year
- ☆59Updated 2 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆29Updated 3 weeks ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆25Updated 2 years ago
- An implementation of a UMAT on ABAQUS for aging viscoelastic materials☆19Updated 5 years ago
- ☆12Updated last year
- Abaqus UMAT subroutine for a large family of finite viscoelasticity models☆20Updated last year
- A finite element code for prediction of the response of viscoelastic materials☆12Updated 2 years ago
- Phase Field Fracture modelling in COMSOL☆27Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆21Updated 6 months ago
- Numerical impementation of the Gurson model with GTN modification.☆38Updated 5 years ago
- A repository to deform a material under multiple loading conditions:monotonic, cyclic.☆37Updated last year
- ☆42Updated 5 years ago
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆17Updated 7 months ago
- Optimal calibration of continuum cyclic constitutive model using Particle Swarm Optimization☆16Updated 7 years ago
- A phase-field model for brittle fracture is implemented in the commercial finite element software Abaqus by means of UEL subroutines. The…☆34Updated 3 years ago
- Mohr Coulomb Model☆15Updated 4 years ago
- Abaqus/Standard user element subroutine (UEL) for hyperelastic materials in total Lagrangian framework using standard displacement formul …☆19Updated 4 months ago
- Matlab code performing the finite element simulation of an electrolyte contained within a phase-field representation of cracks. A novel d…☆16Updated 2 years ago
- This library has a lot of Fortran Routines for model implicit material constitutive behavior. There are implementation of Neo-Hooken, Odg…☆26Updated 8 years ago
- An Abaqus framework based on user materials (Umat and Umatht) for multi-field problems. A thermo-mechanically coupled gradient-enhanced d…☆23Updated 11 months ago
- Application of Graph Neural Networks to predict material properties from their microstructures.☆19Updated 11 months ago
- ☆21Updated 3 years ago
- This is to detect the crack tip and the Stress Intensity Factor (SIF) from a displacement field during the fracture. The displacement is …☆14Updated 5 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆19Updated 2 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆16Updated last year