lu-group / pinn-material-identification
Physics-informed neural networks for identifying material properties in solid mechanics
☆16Updated last year
Alternatives and similar repositories for pinn-material-identification:
Users that are interested in pinn-material-identification are comparing it to the libraries listed below
- This repository includes the implementation of the Physics Informed Neural Network and The Deep Energy Method on 1D, 2D boundary value an…☆15Updated 2 years ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆31Updated 5 months ago
- ☆37Updated last year
- ☆16Updated 10 months ago
- Physics-guided neural network framework for elastic plates☆34Updated 2 years ago
- Physics-informed radial basis network☆28Updated 7 months ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆54Updated 3 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆12Updated last year
- ☆45Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆16Updated last year
- Soving heat transfer problems using PINN with tf2.0☆19Updated 3 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆31Updated 3 years ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆26Updated 8 months ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆20Updated last year
- XPINN code written in TensorFlow 2☆27Updated last year
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆50Updated 7 months ago
- ☆31Updated 3 years ago
- Accelerating Physics Informed Neural Networks (PINNs) using Meshless Discretizations☆22Updated last year
- Multi-fidelity reduced-order surrogate modeling☆17Updated last month
- multi-fidelity neural network☆17Updated last year
- ☆33Updated 2 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆47Updated 3 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆14Updated 8 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 6 months ago
- PINN program for computational mechanics☆95Updated 9 months ago
- A collection of Jupyter notebooks providing tutorials on reduced order modeling techniques like DeepONet, FNO, DL-ROM, and POD-DL-ROM. Ea…☆22Updated this week
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆26Updated 2 years ago
- Multifidelity DeepONet☆27Updated last year