LivingMatterLab / CANNLinks
When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.org/10.1016/j.cma.2022.115731 and the relevant other papers from this repo
☆63Updated last week
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 3 years ago
- ☆28Updated 11 months ago
- ☆59Updated 2 years ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆42Updated 10 months ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆73Updated 8 months ago
- CRATE: Accurate and efficient clustering-based nonlinear analysis of heterogeneous materials through computational homogenization☆43Updated 6 months ago
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆21Updated 6 months ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆45Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆27Updated 3 years ago
- ☆18Updated 5 years ago
- ☆46Updated 2 years ago
- Micro mechanical computations with an FFT-based method☆56Updated 4 years ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 3 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆54Updated 4 years ago
- ☆25Updated last year
- multiphenicsx - easy prototyping of multiphysics problems in FEniCSx☆61Updated 3 weeks ago
- dolfinx_materials is a Python add-on package to the dolfinx interface to the FEniCSx project. It enables the user to define complex mater…☆26Updated 2 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆39Updated 4 years ago
- ☆32Updated 3 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Python for Scientific Computing (FEniCS, PyTorch, VTK)☆136Updated last year
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models' (Nature Machine Intelligenc…☆82Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆22Updated 8 months ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆71Updated last week
- ☆36Updated 4 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆30Updated last month
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆26Updated 4 years ago
- ☆15Updated 2 years ago
- An 808-line Matlab educational code for combined multi-scale topology optimisation and phasor-based dehomogenisation☆26Updated 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