somdattagoswami / DEM-PhaseFieldLinks
Adaptive phase field modeling of fracture using deep energy minimization.
☆39Updated 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:
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆45Updated last year
- ☆59Updated 2 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆73Updated 8 months ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆27Updated 3 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆55Updated 4 years ago
- ☆46Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- ☆36Updated 4 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆23Updated 2 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆18Updated 2 years ago
- Physics-guided neural network framework for elastic plates☆50Updated 3 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆26Updated 4 years ago
- Physics-informed radial basis network☆36Updated last year
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆25Updated 8 months ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 3 years ago
- Phase Field Fracture modelling in COMSOL☆30Updated 4 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆17Updated last year
- Application of Graph Neural Networks to predict material properties from their microstructures.☆19Updated last year
- FEniCS implementation: a phase field model for cohesive fracture in micropolar continua☆29Updated 6 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- IGAFrac (short for Isogeometric Analysis of Fracture) is a MATLAB code for fracture simulation.☆28Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆23Updated 9 months ago
- Density-based topology optimization via the deep energy method☆18Updated 3 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆59Updated last year
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆19Updated 2 years ago
- ☆45Updated 3 years ago
- Comsol Multiphysics implementation of phase-field cohesive zone models for fracture in various multi-physics problems☆82Updated 4 years ago
- This repo contains matlab code for multiscale finite element method☆54Updated 7 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Updated 4 years ago
- Code for "Discovering plasticity models without stress data" (npj Computational Materials, 2022) and "Automated discovery of generalized …☆25Updated last year