somdattagoswami / DEM-PhaseField
Adaptive phase field modeling of fracture using deep energy minimization.
☆31Updated 3 years ago
Alternatives and similar repositories for DEM-PhaseField:
Users that are interested in DEM-PhaseField are comparing it to the libraries listed below
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆47Updated 3 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆53Updated 3 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆16Updated 2 years ago
- ☆16Updated 11 months ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆34Updated 5 months ago
- This repository includes the implementation of the Physics Informed Neural Network and The Deep Energy Method on 1D, 2D boundary value an…☆15Updated 2 years ago
- ☆45Updated last year
- ☆37Updated last year
- Thermodynamics-based Artificial Neural Networks☆22Updated last year
- Physics-informed neural networks for identifying material properties in solid mechanics☆16Updated last year
- Comsol Multiphysics implementation of phase-field cohesive zone models for fracture in various multi-physics problems☆51Updated 3 years ago
- PINN program for computational mechanics☆95Updated 9 months ago
- Physics-guided neural network framework for elastic plates☆34Updated 2 years ago
- Phase Field Fracture modelling in COMSOL☆21Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 6 months ago
- Soving heat transfer problems using PINN with tf2.0☆19Updated 3 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆12Updated 9 months ago
- This repo contains matlab code for multiscale finite element method☆47Updated 6 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆27Updated 2 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- Contains implementation of PINN using Tensorflow 2.4.0☆14Updated last year
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆12Updated 2 years ago
- FEniCS implementation: a phase field model for cohesive fracture in micropolar continua☆24Updated 5 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆40Updated 2 years ago
- ☆10Updated last year
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆27Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆12Updated last year
- Physics-informed radial basis network☆29Updated 8 months ago
- Python package for phase field modeling of fracture in brittle materials☆29Updated 3 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆51Updated 8 months ago