jhbastek / PhysicsInformedShellStructuresLinks
Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)
☆42Updated last year
Alternatives and similar repositories for PhysicsInformedShellStructures
Users that are interested in PhysicsInformedShellStructures 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…☆66Updated 3 months ago
- ☆42Updated last year
- Physics-guided neural network framework for elastic plates☆45Updated 3 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆23Updated 2 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆34Updated 4 years ago
- Physics-informed radial basis network☆31Updated last year
- ☆19Updated last year
- ☆55Updated 2 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆21Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆15Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆56Updated last year
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆32Updated 3 years ago
- ☆41Updated 3 years ago
- Physics-informed graph neural Galerkin networks: A unified framework for solving PDE-governed forward and inverse problems☆56Updated 3 years ago
- Soving heat transfer problems using PINN with tf2.0☆19Updated 4 years ago
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆52Updated 4 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆12Updated last year
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆18Updated 5 months ago
- ☆34Updated 3 years ago
- ☆23Updated 9 months ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 3 months ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆12Updated last year
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆41Updated last week
- PINN program for computational mechanics☆118Updated 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 3 years ago
- Thermodynamics-based Artificial Neural Networks☆28Updated 2 years ago
- Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of n…☆35Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- 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