somdattagoswami / DEM-PhaseFieldLinks
Adaptive phase field modeling of fracture using deep energy minimization.
☆34Updated 4 years ago
Alternatives and similar repositories for DEM-PhaseField
Users that are interested in DEM-PhaseField are comparing it to the libraries listed below
Sorting:
- ☆55Updated 2 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆39Updated 11 months ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆66Updated 2 months ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆21Updated 2 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆50Updated 4 years ago
- ☆42Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆23Updated 2 years ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆12Updated 11 months ago
- ☆34Updated 3 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆14Updated 2 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 2 months ago
- Physics-guided neural network framework for elastic plates☆45Updated 3 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆12Updated last year
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Application of Graph Neural Networks to predict material properties from their microstructures.☆18Updated 8 months ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆20Updated 2 months ago
- This repo contains matlab code for multiscale finite element method☆52Updated 6 years ago
- Phase Field Fracture modelling in COMSOL☆26Updated 3 years ago
- Thermodynamics-based Artificial Neural Networks☆27Updated 2 years ago
- Density-based topology optimization via the deep energy method☆13Updated 2 years ago
- Comsol Multiphysics implementation of phase-field cohesive zone models for fracture in various multi-physics problems☆62Updated 3 years ago
- ☆22Updated 9 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- ☆40Updated 3 years ago
- Physics-informed radial basis network☆31Updated last year
- Soving heat transfer problems using PINN with tf2.0☆19Updated 4 years ago
- A parallel multi-scale FE2 code based on COMSOL Multi-physics and MATLAB☆20Updated 4 years ago
- IGAFrac (short for Isogeometric Analysis of Fracture) is a MATLAB code for fracture simulation.☆27Updated 3 years ago