marcomau06 / GNNs_fields_predictionLinks
Graph neural networks for stress and strain fields prediction
☆51Updated 2 years ago
Alternatives and similar repositories for GNNs_fields_prediction
Users that are interested in GNNs_fields_prediction are comparing it to the libraries listed below
Sorting:
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆32Updated 5 years ago
- ☆52Updated 2 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆32Updated 4 years ago
- Thermodynamics-based Artificial Neural Networks☆25Updated 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
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆20Updated 2 years ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆37Updated 3 months ago
- ☆12Updated 11 months ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆38Updated 9 months ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆64Updated 2 weeks ago
- ☆21Updated 7 months ago
- Density-based topology optimization via the deep energy method☆10Updated 2 years ago
- ☆10Updated last year
- ☆28Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- ☆11Updated last year
- ☆13Updated last year
- Application of Graph Neural Networks to predict material properties from their microstructures.☆16Updated 6 months ago
- Code for 'Inverting the structure-property map of truss metamaterials via deep learning'☆26Updated 7 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 3 years ago
- Phase Field Fracture modelling in COMSOL☆25Updated 3 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆21Updated this week
- ☆13Updated last year
- This repo includes the dataset/code of 3D Convolutional Neural Network for material property prediction☆20Updated 4 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- ☆22Updated 4 years ago
- Framework for Data-Driven Design and Analysis of Materials☆38Updated 5 years ago
- Differentiable Flexible Mechanical Metamaterials☆22Updated 6 months ago
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆16Updated 2 months ago