somdattagoswami / DEM-PhaseFieldLinks
Adaptive phase field modeling of fracture using deep energy minimization.
☆32Updated 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:
- ☆53Updated 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
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆65Updated last month
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆20Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆14Updated last year
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- ☆40Updated last year
- Phase Field Fracture modelling in COMSOL☆25Updated 3 years ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆19Updated last year
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆39Updated 10 months ago
- Thermodynamics-based Artificial Neural Networks☆26Updated 2 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated last month
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆10Updated 10 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- ☆29Updated 2 years ago
- Physics-guided neural network framework for elastic plates☆40Updated 3 years ago
- This repository includes the implementation of the Physics Informed Neural Network and The Deep Energy Method on 1D, 2D boundary value an…☆15Updated 3 years ago
- ☆11Updated last year
- Phase-field code in MATLAB to solve the phase-field model of Fan & Chen for Grain Growth phenomena in 2D☆25Updated 4 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆21Updated 3 weeks ago
- This repo contains matlab code for multiscale finite element method☆48Updated 6 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆40Updated 3 years ago
- Comsol Multiphysics implementation of phase-field cohesive zone models for fracture in various multi-physics problems☆57Updated 3 years ago
- This repository is regrding the model presented in the following journal paper.This paper presents a comprehensive study on phase-field m…☆14Updated last year
- UMAT4COMSOL: An Abaqus user material (UMAT) subroutine wrapper for COMSOL☆30Updated 5 months ago
- ☆21Updated 7 months ago
- Application of Graph Neural Networks to predict material properties from their microstructures.☆16Updated 7 months ago
- Density-based topology optimization via the deep energy method☆10Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆16Updated 2 years ago