jungangc / PINN-for-solid-mechanicsLinks
A Jupyter Notebook implementation of Physics-informed neural network to solve solid mechanics problem.
☆25Updated 2 years ago
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
Sorting:
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆19Updated 2 months ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆26Updated 4 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆19Updated 3 years ago
- ☆45Updated 3 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆18Updated 2 years ago
- ☆59Updated 2 years ago
- Density-based topology optimization via the deep energy method☆18Updated 3 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Updated 4 years ago
- Phase Field Fracture modelling in COMSOL☆30Updated 4 years ago
- The reliability analysis is studied for stiffened Kirchhoff's plate bending using the Finite Element Method in MATLAB. We used the Hsieh-…☆14Updated 4 years ago
- ☆30Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆23Updated 2 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆27Updated 3 years ago
- Physics-guided neural network framework for elastic plates☆50Updated 3 years ago
- A phase-field model for brittle fracture is implemented in the commercial finite element software Abaqus by means of UEL subroutines. The…☆39Updated 3 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆17Updated last year
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆45Updated last year
- Adaptive phase field modeling of fracture using deep energy minimization.☆37Updated 4 years ago
- FEM enhanced neural network☆20Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆14Updated 3 years ago
- Soving heat transfer problems using PINN with tf2.0☆21Updated 4 years ago
- ☆46Updated 2 years ago
- Abaqus/Standard user element subroutine (UEL) for hyperelastic materials in total Lagrangian framework using standard displacement formul…☆22Updated last week
- ☆21Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆22Updated 8 months ago
- The source file of the implementation of ABAQUS polyhedral user element based on the scaled boundary finite element method (SBFEM).☆39Updated 5 years ago
- MATLAB codes for the RPIM-NNS☆14Updated last year
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆30Updated last month