tajtac / hypermodelcompLinks
Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets
☆15Updated 2 years ago
Alternatives and similar repositories for hypermodelcomp
Users that are interested in hypermodelcomp are comparing it to the libraries listed below
Sorting:
- 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
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆40Updated 7 months ago
- ☆58Updated 2 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆26Updated 4 years ago
- ☆21Updated last year
- dolfinx_materials is a Python add-on package to the dolfinx interface to the FEniCSx project. It enables the user to define complex mater…☆23Updated 5 months ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆25Updated 2 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 5 months ago
- ☆46Updated last year
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 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
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆53Updated 4 years ago
- CRATE: Accurate and efficient clustering-based nonlinear analysis of heterogeneous materials through computational homogenization☆41Updated 3 months ago
- FEniCS code for inverse FEM hyper-elasticity☆21Updated 3 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆28Updated last week
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆16Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Meshless methods for Computational Mechanics☆18Updated 3 years ago
- Micro mechanical computations with an FFT-based method☆54Updated 3 years ago
- ☆15Updated last year
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆21Updated 3 months ago
- Python for Scientific Computing (FEniCS, PyTorch, VTK)☆126Updated last year
- FEniCS implementation: a phase field model for cohesive fracture in micropolar continua☆29Updated 5 years ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆57Updated last month
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆46Updated 4 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆23Updated 5 months ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆14Updated 2 years ago
- multiphenicsx - easy prototyping of multiphysics problems in FEniCSx☆60Updated last month