Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube problems and plane stress linear elasticity boundary value problems
☆232Feb 21, 2023Updated 3 years ago
Alternatives and similar repositories for Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics
Users that are interested in Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Physics-informed neural network for solving fluid dynamics problems☆294Jan 28, 2021Updated 5 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆30Apr 20, 2024Updated 2 years ago
- PINN program for computational mechanics☆154Apr 1, 2024Updated 2 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆212Apr 7, 2024Updated 2 years ago
- Investigating PINNs☆791Aug 13, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆187May 30, 2026Updated 5 months ago
- physics-informed neural network for elastodynamics problem☆164Jan 20, 2022Updated 4 years ago
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆686Sep 12, 2026Updated last month
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆50Aug 17, 2024Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆63Apr 19, 2026Updated 6 months ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆300Oct 12, 2021Updated 5 years ago
- Physics-guided neural network framework for elastic plates☆51Mar 24, 2022Updated 4 years ago
- ☆22Apr 21, 2023Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆29Apr 14, 2023Updated 3 years ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆30Nov 26, 2023Updated 2 years ago
- ☆13Dec 15, 2021Updated 4 years ago
- PINN in solving Navier–Stokes equation☆137Jun 7, 2020Updated 6 years ago
- ☆178Jun 27, 2022Updated 4 years ago
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆173Jan 12, 2025Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆26Jul 3, 2023Updated 3 years ago
- Physics Informed Neural Network (PINN) for the wave equation.☆213Jul 16, 2020Updated 6 years ago
- ☆433Dec 3, 2022Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- ☆102Nov 25, 2024Updated last year
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆147Oct 24, 2025Updated last year
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆253Oct 21, 2024Updated 2 years ago
- A place to share problems solved with SciANN☆311Nov 6, 2023Updated 3 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆52Sep 12, 2021Updated 5 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆80Apr 17, 2026Updated 6 months ago
- Physics-Informed Neural Network☆94May 10, 2024Updated 2 years ago
- ☆12May 8, 2024Updated 2 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆63Dec 7, 2020Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆20Sep 6, 2023Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆165Jul 16, 2020Updated 6 years ago
- Physics-informed radial basis network☆43May 20, 2024Updated 2 years ago
- Code accompanying "Inverse-Dirichlet Weighting Enables Reliable Training of Physics Informed Neural Networks", Maddu et al., 2021☆14Nov 3, 2021Updated 5 years ago
- This is the code of my master thesis.☆226Feb 7, 2026Updated 9 months ago
- Original implementation of fast PINN optimization with RBA weights☆79Sep 11, 2025Updated last year
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆100Apr 4, 2024Updated 2 years ago