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
☆76Sep 29, 2026Updated last month
Alternatives and similar repositories for CANN
Users that are interested in CANN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets☆17Jan 15, 2023Updated 3 years ago
- Code for "Unsupervised discovery of interpretable hyperelastic constitutive laws" (Computer Methods in Applied Mechanics and Engineering,…☆33Feb 11, 2025Updated last year
- ☆60May 8, 2023Updated 3 years ago
- ABAQUS users material models wrapper for Julia☆13Apr 30, 2020Updated 6 years ago
- Code for "Discovering plasticity models without stress data" (npj Computational Materials, 2022) and "Automated discovery of generalized …☆27Sep 25, 2024Updated 2 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆27Jul 7, 2021Updated 5 years ago
- HookeAI: An open-source ADiMU framework☆16Dec 8, 2025Updated 11 months ago
- ☆33Sep 25, 2026Updated last month
- Reference Code for DeepModulus☆10Sep 11, 2023Updated 3 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 5 years ago
- A universal material model subroutine for soft matter systems☆11Sep 7, 2025Updated last year
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆21Mar 20, 2025Updated last year
- Abaqus UEL and sample input files for modeling of dielectric elastomers☆16Aug 18, 2016Updated 10 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆16Jul 29, 2026Updated 3 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Code for "NN-EUCLID: Deep-learning hyperelasticity without stress data" (Journal of the Mechanics and Physics of Solids, 2022).☆18Aug 11, 2025Updated last year
- WG elastoplasticity model for granular materials☆10Apr 1, 2022Updated 4 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆29Mar 11, 2021Updated 5 years ago
- User Material Model Implementation (UMAT) based on Finite Viscoelasticity Theory for Hydrogels in Abaqus☆43Feb 4, 2025Updated last year
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆80Apr 17, 2026Updated 6 months ago
- A plugin for Abaqus CAE 2018 to apply arbitrary stress fields more easily☆12Oct 10, 2023Updated 3 years ago
- Abaqus UMAT subroutine for a large family of finite viscoelasticity models☆22Jan 30, 2024Updated 2 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆42Feb 4, 2022Updated 4 years ago
- ☆12May 28, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/1…☆91Jul 15, 2022Updated 4 years ago
- Example of an Abaqus UMAT Subroutine written in C++☆29Jan 20, 2021Updated 5 years ago
- Scripts for the ANN publication submited to FEAD 2021☆18Jul 10, 2021Updated 5 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆18Nov 1, 2022Updated 4 years ago
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models' (Nature Machine Intelligenc…☆90Aug 9, 2024Updated 2 years ago
- Abaqus UMAT for Micromechanics based discrete damage model with non-smooth yield surfaces☆26Aug 30, 2018Updated 8 years ago
- PINN program for computational mechanics☆154Apr 1, 2024Updated 2 years ago
- J-Integral evaluation using the area integral from the displacement field.☆13Feb 19, 2024Updated 2 years ago
- ☆25Jul 27, 2026Updated 3 months ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A C++ Finite Element Analysis software based on the Jem-Jive library☆18Oct 5, 2026Updated last month
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆41May 6, 2026Updated 6 months ago
- Supplementary material for "Interpolation-Based Immersed Finite Element Analysis", using FEniCS.☆15May 26, 2023Updated 3 years ago
- Mohr Coulomb Model☆16Aug 17, 2021Updated 5 years ago
- Numerical impementation of the Gurson model with GTN modification.☆42Jun 17, 2020Updated 6 years ago
- Abaqus UMAT for simulating FCC single crystal Aluminium under small to high strain rates (0.001–1000 /s).☆17Sep 13, 2025Updated last year
- Perception Modelling by Invariant Representation of Deep Learning for Automated Structural Diagnostic in Aircraft Maintenance: A Study Ca…☆10Sep 9, 2020Updated 6 years ago
Are these results useful?