lu-group / pinn-material-identificationLinks
Physics-informed neural networks for identifying material properties in solid mechanics
☆21Updated 2 years ago
Alternatives and similar repositories for pinn-material-identification
Users that are interested in pinn-material-identification 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…☆65Updated last month
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆39Updated 10 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆33Updated 4 years ago
- ☆39Updated 3 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆21Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆11Updated 10 months ago
- Physics-informed radial basis network☆30Updated last year
- Soving heat transfer problems using PINN with tf2.0☆19Updated 4 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆14Updated last year
- ☆54Updated 2 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated 4 months ago
- Physics-guided neural network framework for elastic plates☆42Updated 3 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- This repository includes the implementation of the Physics Informed Neural Network and The Deep Energy Method on 1D, 2D boundary value an…☆15Updated 3 years ago
- ☆33Updated 3 years ago
- ☆21Updated 8 months ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆12Updated last year
- A Self-Training Physics-Informed Neural Network for Partial Differential Equations☆22Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 2 months ago
- ☆40Updated last year
- Blood Flow Modeling with Physics-Informed Neural Networks☆17Updated 2 years ago
- Multifidelity DeepONet☆34Updated 2 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆24Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆50Updated 4 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆57Updated last year
- ☆30Updated 2 years ago
- ☆13Updated last year
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆23Updated 4 years ago
- ☆19Updated last year