xiaoh / constitutive-neural-networksView external linksLinks
Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME
☆12Sep 7, 2021Updated 4 years ago
Alternatives and similar repositories for constitutive-neural-networks
Users that are interested in constitutive-neural-networks are comparing it to the libraries listed below
Sorting:
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25May 17, 2023Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆26Jul 7, 2021Updated 4 years ago
- ☆13Nov 28, 2025Updated 2 months ago
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆19Mar 20, 2025Updated 10 months ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Aug 26, 2024Updated last year
- Abaqus UMAT for simulating FCC single crystal Aluminium under small to high strain rates (0.001–1000 /s).☆15Sep 13, 2025Updated 5 months ago
- Optimal calibration of continuum cyclic constitutive model using Particle Swarm Optimization☆16Mar 8, 2018Updated 7 years ago
- A viscoplastic strain-softening Mohr-Coulomb UMAT☆23Jul 12, 2021Updated 4 years ago
- Numerical impementation of the Gurson model with GTN modification.☆42Jun 17, 2020Updated 5 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆24Sep 25, 2020Updated 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
- ☆59May 8, 2023Updated 2 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆23Jul 3, 2023Updated 2 years ago
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆21Updated this week
- Cohesive elements in Abaqus UMAT☆48Aug 31, 2020Updated 5 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆42Feb 4, 2022Updated 4 years ago
- An Abaqus framework based on user materials (Umat and Umatht) for multi-field problems. A thermo-mechanically coupled gradient-enhanced d…☆24Dec 2, 2024Updated last year
- This library has a lot of Fortran Routines for model implicit material constitutive behavior. There are implementation of Neo-Hooken, Odg…☆26May 20, 2017Updated 8 years ago
- Qi ZHANG's simulation code (very preliminary and there are a lot of aspects to improve)☆15Jan 23, 2026Updated 3 weeks ago
- ☆12Nov 17, 2021Updated 4 years ago
- Mohr Coulomb Model☆15Aug 17, 2021Updated 4 years ago
- Open-source code for phase field modelling of Composite Materials☆32Jul 21, 2023Updated 2 years ago
- ☆18Dec 22, 2025Updated last month
- ☆11Mar 27, 2020Updated 5 years ago
- ☆44Jun 17, 2020Updated 5 years ago
- Computational framework to implement an artificial neural network based constitutive model in Abaqus for mesh coarsening☆52Nov 25, 2018Updated 7 years ago
- IGAFrac (short for Isogeometric Analysis of Fracture) is a MATLAB code for fracture simulation.☆28May 10, 2022Updated 3 years ago
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Jun 14, 2018Updated 7 years ago
- Generates an Abaqus simulation batch describing a cracked half-plane, and outputs the J-integral☆23Mar 7, 2017Updated 8 years ago
- Dual mesh approach for solving phase field based brittle fracture problems☆13Jun 23, 2021Updated 4 years ago
- Files associated with manuscript: Anisotropic damage model for collagenous tissues and its application to model fracture and needle inser…☆14Jul 27, 2022Updated 3 years ago
- Outputs Abaqus odb information to MATLAB mat file.☆11Jul 7, 2014Updated 11 years ago
- ABAQUS users material models wrapper for Julia☆12Apr 30, 2020Updated 5 years ago
- Thermodynamics-based Artificial Neural Networks☆30Apr 5, 2023Updated 2 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆27Jan 20, 2023Updated 3 years ago
- ☆15Jul 17, 2022Updated 3 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Updated this week
- Density-based topology optimization via the deep energy method☆18Nov 1, 2022Updated 3 years ago
- A C++ Finite Element Analysis software based on the Jem-Jive library☆15Dec 10, 2025Updated 2 months ago