lu-group / pinn-material-identification
Physics-informed neural networks for identifying material properties in solid mechanics
☆17Updated 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
- Physics-guided neural network framework for elastic plates☆37Updated 3 years ago
- ☆35Updated 2 years ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆35Updated 7 months ago
- ☆18Updated last year
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆12Updated last year
- 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 radial basis network☆30Updated 10 months ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- Adaptive phase field modeling of fracture using deep energy minimization.☆32Updated 3 years ago
- ☆49Updated last year
- ☆39Updated last year
- Blood Flow Modeling with Physics-Informed Neural Networks☆15Updated 2 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆55Updated 3 years ago
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆13Updated 2 years ago
- Soving heat transfer problems using PINN with tf2.0☆20Updated 3 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated last month
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆18Updated 2 years ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆27Updated last week
- Multifidelity DeepONet☆30Updated last year
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆28Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 8 months ago
- ☆19Updated 4 months ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆19Updated 3 years ago
- ☆31Updated 3 years ago
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆27Updated 2 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆12Updated 2 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆23Updated last year
- A Self-Training Physics-Informed Neural Network for Partial Differential Equations☆21Updated last year
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆31Updated 11 months ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆49Updated 3 years ago