Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials
☆27Mar 11, 2021Updated 4 years ago
Alternatives and similar repositories for CANN
Users that are interested in CANN are comparing it to the libraries listed below
Sorting:
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆24Sep 25, 2020Updated 5 years ago
- ☆11Jul 21, 2023Updated 2 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆17Nov 1, 2022Updated 3 years ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆64Feb 24, 2026Updated last week
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆26Jul 7, 2021Updated 4 years ago
- Thermodynamics-based Artificial Neural Networks☆31Apr 5, 2023Updated 2 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 4 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Feb 20, 2026Updated last week
- Identification of Bouc–Wen type models using the transitional Markov chain Monte Carlo method☆15Mar 10, 2025Updated 11 months ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Aug 26, 2024Updated last year
- Physics-informed neural networks for myocardial perfusion MRI quantification.☆14Nov 26, 2020Updated 5 years ago
- mechanoChemML library☆17Jan 16, 2026Updated last month
- ☆13Apr 5, 2024Updated last year
- ☆18Mar 30, 2020Updated 5 years ago
- Isogeometric Analysis using Python.☆19Aug 1, 2025Updated 7 months ago
- A Python implementation of the paper "The virtual element method in 50 lines of MATLAB" by Oliver J. Sutton☆20Feb 10, 2023Updated 3 years ago
- ☆34Jun 25, 2022Updated 3 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆25May 30, 2023Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25May 17, 2023Updated 2 years ago
- PINN program for computational mechanics☆133Apr 1, 2024Updated last year
- Deep Transfer Learning and Time-Frequency Characteristics-Based Identification Method for Structural Seismic Response☆34Sep 14, 2021Updated 4 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆75May 18, 2025Updated 9 months ago
- ☆33Aug 31, 2022Updated 3 years ago
- ☆36Sep 3, 2021Updated 4 years ago
- Source code of 'Deep transfer operator learning for partial differential equations under conditional shift'.☆78Aug 4, 2023Updated 2 years ago
- Repository with code supporting PNAS article☆11Jun 6, 2023Updated 2 years ago
- Optimize pipelines for locality☆14Feb 21, 2026Updated last week
- Code used in the 2023 Alert Geomaterials doctoral school on Machine in Geomechanics☆13Oct 2, 2023Updated 2 years ago
- dic software☆13Jun 16, 2025Updated 8 months ago
- Qi ZHANG's simulation code (very preliminary and there are a lot of aspects to improve)☆15Jan 23, 2026Updated last month
- ☆11Jul 22, 2023Updated 2 years ago
- pynumad is an object-oriented, open-source software program written in Python which simplifies the process of creating a three-dimensiona…☆20Feb 25, 2026Updated last week
- Mohr Coulomb Model☆15Aug 17, 2021Updated 4 years ago
- Feature generation for adaptive gradient-domain path tracing☆10May 22, 2019Updated 6 years ago
- A python script to plot mohr's circle☆10Nov 11, 2021Updated 4 years ago
- Prior Information based NEural neTwork (PiNet) is tailored for constitutive modelling and solving partial differential equations in soil …☆15Nov 4, 2025Updated 4 months ago
- This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional fi…☆12Sep 28, 2023Updated 2 years ago
- Python FE-DIC library☆43Feb 12, 2026Updated 2 weeks ago
- Anything related to Peridynamics☆46Aug 22, 2025Updated 6 months ago