marcin-laskowski / Stress-Distribution-with-Deep-LearningLinks
A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis
☆29Updated 7 years ago
Alternatives and similar repositories for Stress-Distribution-with-Deep-Learning
Users that are interested in Stress-Distribution-with-Deep-Learning are comparing it to the libraries listed below
Sorting:
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆33Updated 5 years ago
- A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.☆29Updated 6 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆25Updated 2 years ago
- ☆58Updated 2 years ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆46Updated 4 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- ☆34Updated 4 years ago
- ☆46Updated last year
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Updated 7 years ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆40Updated 7 months ago
- ☆37Updated 7 years ago
- ☆24Updated last year
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- Meshless methods for Computational Mechanics☆18Updated 3 years ago
- Direct Mesh-free Topology Optimization using Neural Networks☆20Updated 2 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆68Updated 5 months ago
- ☆15Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆22Updated 2 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆53Updated 4 years ago
- Graph neural networks for stress and strain fields prediction☆55Updated 2 years ago
- ☆25Updated 8 months ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆23Updated 5 months ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 5 months ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated 8 months ago
- Physics-informed radial basis network☆32Updated last year
- Adaptive phase field modeling of fracture using deep energy minimization.☆34Updated 4 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Updated 4 years ago