BBahtiri / Deep-Learning-Constitutive-ModelLinks
A physics-informed deep learning (DL)-based constitutive model for investigating epoxy based composites under different ambient conditions.
☆20Updated 2 months ago
Alternatives and similar repositories for Deep-Learning-Constitutive-Model
Users that are interested in Deep-Learning-Constitutive-Model are comparing it to the libraries listed below
Sorting:
- ☆19Updated last year
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 5 months ago
- ☆58Updated 2 years ago
- Physics-informed radial basis network☆32Updated last year
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- ☆24Updated 11 months ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated 7 months ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆28Updated last week
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆22Updated 2 years ago
- Soving heat transfer problems using PINN with tf2.0☆20Updated 4 years ago
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆17Updated 7 months ago
- FEM enhanced neural network☆20Updated 2 years ago
- ☆46Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆25Updated 2 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Updated last year
- ☆25Updated 8 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Updated 4 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Updated 3 years ago
- This is a nonlinear elastic constitutive model(Duncan-CHANG EB) UMAT widely used in the field of geotechnical engineering. It can be used…☆25Updated 3 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆16Updated 2 years ago
- virtual element method for space-time dynamic analysis☆12Updated 7 months ago
- ☆21Updated last year
- ☆41Updated 3 years ago
- A monte carlo simulation for the performance of composite laminate plates with stochastic material properties.☆13Updated 5 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆68Updated 5 months ago
- ☆12Updated last year
- ☆16Updated 2 years ago