ConstitutiveANN / CANNLinks
Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials
☆26Updated 4 years ago
Alternatives and similar repositories for CANN
Users that are interested in CANN are comparing it to the libraries listed below
Sorting:
- Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets☆15Updated 2 years ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆40Updated 7 months ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆56Updated last week
- ☆25Updated 8 months ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆16Updated 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…☆67Updated 5 months ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆25Updated 2 years ago
- ☆58Updated 2 years ago
- ☆21Updated last year
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Updated last year
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆23Updated 4 months ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆52Updated 4 years ago
- AMPLE - A Material Point Learning Environment☆48Updated 6 months ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆42Updated 3 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆33Updated 5 years ago
- Physics-informed radial basis network☆32Updated last year
- Graph neural networks for stress and strain fields prediction☆54Updated 2 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python☆46Updated last year
- ☆17Updated 5 years ago
- ☆32Updated 3 years ago
- ☆34Updated 4 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 5 months ago
- VEMLAB: a MATLAB library for the virtual element method☆40Updated last year
- ☆46Updated last year
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆19Updated 2 years ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆46Updated 4 years ago
- ☆11Updated 2 years ago
- Fast MATLAB assembly of elastoplastic FEM matrices in 2D and 3D☆51Updated 6 years ago