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
☆72Aug 26, 2026Updated 2 weeks ago
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☆16Jan 15, 2023Updated 3 years ago
- ☆60May 8, 2023Updated 3 years ago
- Code for "Unsupervised discovery of interpretable hyperelastic constitutive laws" (Computer Methods in Applied Mechanics and Engineering,…☆31Feb 11, 2025Updated last year
- ABAQUS users material models wrapper for Julia☆12Apr 30, 2020Updated 6 years ago
- ☆33Jun 25, 2022Updated 4 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆27Jul 7, 2021Updated 5 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 5 years ago
- Code for "Discovering plasticity models without stress data" (npj Computational Materials, 2022) and "Automated discovery of generalized …☆25Sep 25, 2024Updated last year
- ☆12Jul 21, 2023Updated 3 years ago
- Code for "NN-EUCLID: Deep-learning hyperelasticity without stress data" (Journal of the Mechanics and Physics of Solids, 2022).☆17Aug 11, 2025Updated last year
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆21Mar 20, 2025Updated last year
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆18Nov 1, 2022Updated 3 years ago
- when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/1…☆90Jul 15, 2022Updated 4 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆29Mar 11, 2021Updated 5 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Scripts for the ANN publication submited to FEAD 2021☆17Jul 10, 2021Updated 5 years ago
- PINN program for computational mechanics☆152Apr 1, 2024Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆15Jul 29, 2026Updated last month
- Neural Network Approach for Data-Driven Constitutive Modeling☆42Feb 4, 2022Updated 4 years ago
- ☆25Jul 27, 2026Updated last month
- Supplementary material for "Interpolation-Based Immersed Finite Element Analysis", using FEniCS.☆15May 26, 2023Updated 3 years ago
- Abaqus UMAT for Micromechanics based discrete damage model with non-smooth yield surfaces☆26Aug 30, 2018Updated 8 years ago
- Thermodynamics-based Artificial Neural Networks☆33Apr 5, 2023Updated 3 years ago
- 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 4 months ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- ☆15Updated this week
- Abaqus UMAT for simulating FCC single crystal Aluminium under small to high strain rates (0.001–1000 /s).☆16Sep 13, 2025Updated 11 months ago
- Example of an Abaqus UMAT Subroutine written in C++☆30Jan 20, 2021Updated 5 years ago
- UMAT for ABAQUS with 3d Puck Failure Criteria☆39Jul 1, 2017Updated 9 years ago
- A Riks arclength solver implemented in FEniCS☆20Jan 8, 2026Updated 8 months ago
- Abaqus UMAT subroutine for a large family of finite viscoelasticity models☆20Jan 30, 2024Updated 2 years ago
- ☆15Jul 25, 2022Updated 4 years ago
- A viscoplastic strain-softening Mohr-Coulomb UMAT☆24Jul 12, 2021Updated 5 years ago
- TensorFlow 2.0 implementation of Yibo Yang, Paris Perdikaris’s adversarial Uncertainty Quantification in Physics Informed Neural Networks…☆22Mar 25, 2023Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- DRAGen RVE Generator☆40Aug 25, 2026Updated 2 weeks ago
- GPUCorrel : A GPU accelerated Digital Image Correlation Software written in Python. To cite this Original Software Publication: https://w…☆11Sep 9, 2021Updated 5 years ago
- Complex constitutive models beyond the FEniCS UFL.☆17Jul 15, 2026Updated last month
- The Python Vectorized User Material (PyVUMAT) framework enables users to develop custom material models in Python and seamlessly integrat…☆16Jan 14, 2026Updated 7 months ago
- Graph Neural Network-based Surrogate Models for Finite Element Analysis☆10Sep 25, 2022Updated 3 years ago
- FEniCS code for inverse FEM hyper-elasticity☆22Mar 26, 2022Updated 4 years ago
- Open-source pipeline to create augmented reality (AR) models from scientific data☆25Aug 7, 2023Updated 3 years ago