jh-chung1 / GNN_ElasticModulus_Prediction
Application of Graph Neural Networks to predict material properties from their microstructures.
☆16Updated 4 months ago
Alternatives and similar repositories for GNN_ElasticModulus_Prediction:
Users that are interested in GNN_ElasticModulus_Prediction are comparing it to the libraries listed below
- ☆19Updated 6 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- Phase Field Fracture modelling in COMSOL☆22Updated 3 years ago
- ☆12Updated 8 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆32Updated 4 years ago
- ☆10Updated last year
- ☆49Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆18Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆10Updated 7 months ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆13Updated 11 months ago
- Abaqus/Standard user element subroutine (UEL) for small strain isotropic linear elastostatics using standard displacement formulation.☆11Updated 4 months ago
- Abaqus UMAT subroutine for a large family of finite viscoelasticity models☆17Updated last year
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆23Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 8 months ago
- Matlab code performing the finite element simulation of an electrolyte contained within a phase-field representation of cracks. A novel d…☆11Updated last year
- Abaqus/Standard user element subroutine (UEL) for hyperelastic materials in total Lagrangian framework using standard displacement formul…☆12Updated 4 months ago
- Prediction and control of fracture paths in disordered architected materials using graph neural networks☆10Updated last year
- A parallel multi-scale FE2 code based on COMSOL Multi-physics and MATLAB☆17Updated 4 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 …☆12Updated 5 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆20Updated last month
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆12Updated last year
- 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
- HauDang / Multiscale-simulation-of-injection-induced-fracture-shear-deformation-and-wing-crack-propagation-in-Numerical solution for coupling fluid flow and fracture propagation in porous media due to fluid injection☆13Updated 2 years ago
- UMAT4COMSOL: An Abaqus user material (UMAT) subroutine wrapper for COMSOL☆30Updated 2 months ago
- The repository contains implementations of examples provided in the literature on energy minimization based approach to Physics Informed …☆11Updated 4 years ago
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆16Updated 2 weeks ago
- DRAGen RVE Generator☆23Updated 2 months ago
- The Smoothed Particle Finite Element Method (SPFEM) has gained popularity as one of the effective numerical methods for modelling geotech…☆15Updated last year
- Implementation of a new hybrid machine learning technique for multi-fidelity surrogates of finite elements models with applications in mu…☆12Updated last year