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:
- A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.☆29Updated 6 years ago
- ☆58Updated 2 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆25Updated 2 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated 7 months ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆33Updated 5 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 4 months ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- ☆41Updated 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…☆67Updated 4 months ago
- ☆43Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…