ISM-Weimar / DeepEnergyMethodsLinks
☆42Updated last year
Alternatives and similar repositories for DeepEnergyMethods
Users that are interested in DeepEnergyMethods are comparing it to the libraries listed below
Sorting:
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆67Updated 3 months ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆24Updated 2 years ago
- ☆56Updated 2 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆43Updated last year
- Physics-guided neural network framework for elastic plates☆46Updated 3 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆52Updated 4 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆12Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated last year
- Physics-informed radial basis network☆32Updated last year
- Adaptive phase field modeling of fracture using deep energy minimization.☆34Updated 4 years ago
- ☆34Updated 4 years ago
- ☆19Updated last year
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Soving heat transfer problems using PINN with tf2.0☆19Updated 4 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated 6 months ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 4 months ago
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆17Updated 3 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆21Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- ☆41Updated 3 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆22Updated 3 months ago
- This repo contains matlab code for multiscale finite element method☆53Updated 6 years ago
- PINN program for computational mechanics☆119Updated last year
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year
- Direct Mesh-free Topology Optimization using Neural Networks☆21Updated last year
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆37Updated 5 months ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆13Updated 3 years ago
- Density-based topology optimization via the deep energy method☆15Updated 2 years ago
- This repository contains matlab source code for material point methods with the option of performing elastic, elasto-plastic or brittle f…☆21Updated 3 years ago
- ☆23Updated 10 months ago