jungangc / PINN-for-solid-mechanics
A Jupyter Notebook implementation of Physics-informed neural network to solve solid mechanics problem.
☆18Updated last year
Alternatives and similar repositories for PINN-for-solid-mechanics:
Users that are interested in PINN-for-solid-mechanics are comparing it to the libraries listed below
- Physics-guided neural network framework for elastic plates☆38Updated 3 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated last month
- ☆39Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆19Updated 2 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- ☆18Updated last year
- ☆51Updated last year
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆36Updated 8 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
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆13Updated last year
- ☆20Updated 5 months ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 9 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆32Updated 4 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆10Updated 8 months ago
- Soving heat transfer problems using PINN with tf2.0☆19Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Updated 2 years ago
- Phase Field Fracture modelling in COMSOL☆24Updated 3 years ago
- FEM enhanced neural network☆15Updated 2 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆14Updated 11 months ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆23Updated 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…☆13Updated 10 months ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆58Updated 3 years ago
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆14Updated 2 years ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆18Updated last year
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆20Updated 2 months ago
- Density-based topology optimization via the deep energy method☆10Updated 2 years ago
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆36Updated last week
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆49Updated 4 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated 10 months ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆29Updated 3 years ago