xiaoh / constitutive-neural-networks
Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME
☆11Updated 3 years ago
Related projects ⓘ
Alternatives and complementary repositories for constitutive-neural-networks
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆20Updated 3 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆8Updated 2 months ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆24Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆16Updated last year
- ☆42Updated last year
- This is a nonlinear elastic constitutive model(Duncan-CHANG EB) UMAT widely used in the field of geotechnical engineering. It can be used…☆17Updated 2 years ago
- Mohr Coulomb Model☆14Updated 3 years ago
- ☆17Updated last month
- An implementation of a UMAT on ABAQUS for aging viscoelastic materials☆17Updated 4 years ago
- Abaqus UMAT subroutine for a large family of finite viscoelasticity models☆13Updated 9 months ago
- A phase-field model for brittle fracture is implemented in the commercial finite element software Abaqus by means of UEL subroutines. The…☆20Updated 2 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 4 months ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆16Updated 3 weeks ago
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆14Updated 3 years ago
- Optimal calibration of continuum cyclic constitutive model using Particle Swarm Optimization☆15Updated 6 years ago
- ☆16Updated 9 months ago
- A monte carlo simulation for the performance of composite laminate plates with stochastic material properties.☆11Updated 4 years ago
- A repository to deform a material under multiple loading conditions:monotonic, cyclic.☆29Updated 6 months ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆17Updated 3 years ago
- Phase Field Fracture modelling in COMSOL☆16Updated 3 years ago
- An Abaqus framework based on user materials (Umat and Umatht) for multi-field problems. A thermo-mechanically coupled gradient-enhanced d…☆14Updated 8 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆30Updated 3 years ago
- Developed a finite deformation VUMAT in Fortran to implement von-Mises plasticity for an elastic-isotropic hardening material and then va…☆15Updated 3 years ago
- This is the supporting material for the tutorial on fibre based hyperelasticity using a local coordinate basis in Abaqus☆16Updated 5 years ago
- User Material Model Implementation (UMAT) based on Finite Viscoelasticity Theory for Hydrogels in Abaqus☆22Updated 6 months ago
- Simple implementation of localizing gradient damage model in ABAQUS☆18Updated 2 years ago
- ☆31Updated 4 years ago
- Example of an Abaqus UMAT Subroutine written in C++☆22Updated 3 years ago
- A user-defined material subroutine for polycrystalline shape memory alloys under large deformations☆19Updated 2 months ago
- Numerical impementation of the Gurson model with GTN modification.☆31Updated 4 years ago