farazarbabi / CNN_FEMLinks
In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model and predict stress distribution over the plate for uncalculated forces.
☆28Updated 7 years ago
Alternatives and similar repositories for CNN_FEM
Users that are interested in CNN_FEM 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 weeks ago
- ☆59Updated 2 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆24Updated 6 months ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆26Updated 2 years ago
- A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.☆29Updated 6 years ago
- A Jupyter Notebook implementation of Physics-informed neural network to solve solid mechanics problem.☆23Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- 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
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆26Updated 7 years ago
- Multiscale Modeling☆43Updated 6 years ago
- ☆46Updated 2 years ago
- ☆34Updated 4 years ago
- we introduce a new framework for running the finite element (FE) packages inside an online Loop together with MATLAB. Contrary to the Har…☆27Updated 5 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆21Updated 7 months ago
- Direct Mesh-free Topology Optimization using Neural Networks☆20Updated 2 years ago
- ☆27Updated 10 months ago
- Finite element method for linear and nonlinear beams and plates☆13Updated 7 years ago
- This repo contains matlab code for multiscale finite element method☆54Updated 7 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆23Updated 2 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Updated last year
- Various finite element implementations for composite laminate plates in MatLab☆11Updated 8 years ago
- A program for solving nonlinear boundary value problems in solid mechanics with nonlinear material behaviour and large deformation.☆11Updated 2 years ago
- This library has a lot of Fortran Routines for model implicit material constitutive behavior. There are implementation of Neo-Hooken, Odg…☆26Updated 8 years ago
- Fast nonlinear FEA tailored for topology optimization☆32Updated 3 years ago
- Computational framework to implement an artificial neural network based constitutive model in Abaqus for mesh coarsening☆52Updated 7 years ago
- This is a nonlinear elastic constitutive model(Duncan-CHANG EB) UMAT widely used in the field of geotechnical engineering. It can be used…☆26Updated 3 years ago
- This package implements NURBS-based IsoGeometric Analysis (IGA) and is released freely for education and research purposes. These codes a…☆43Updated 6 years ago
- ☆20Updated last year