Discontinuity Computing Using Physics-Informed Neural Network
☆28Apr 20, 2024Updated last year
Alternatives and similar repositories for PINN_WE
Users that are interested in PINN_WE are comparing it to the libraries listed below
Sorting:
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆29Nov 26, 2023Updated 2 years ago
- Compiling Custom solvers☆15Jul 6, 2019Updated 6 years ago
- XPINN code written in TensorFlow 2☆28Feb 1, 2023Updated 3 years ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆207Feb 21, 2023Updated 3 years ago
- This codes calculates the dimensionalized POD and uses SINDy from the PySINDy python package to build a data-driven model for it. The cod…☆23May 9, 2021Updated 4 years ago
- PECANNs: Physics and Equality Constrained Artificial Neural Networks☆24Jun 5, 2023Updated 2 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆20Sep 14, 2022Updated 3 years ago
- Basic Finite Volume Method codes of example problems☆10Jan 2, 2023Updated 3 years ago
- KTH-FlowAI / Towards-extraction-of-orthogonal-and-parsimonious-non-linear-modes-from-turbulent-flows☆12Apr 5, 2023Updated 2 years ago
- This repository consists of two-step training DeepONet code.☆14May 22, 2024Updated last year
- ☆21Dec 8, 2022Updated 3 years ago
- ☆15Dec 9, 2024Updated last year
- ☆12Nov 5, 2022Updated 3 years ago
- Slides for my presentations at the OpenFOAM Workshop 2020☆10Mar 26, 2022Updated 3 years ago
- Implementation of physics-informed PointNet (PIPN) for weakly-supervised learning of incompressible flows and thermal fields on irregular…☆14Jun 27, 2025Updated 8 months ago
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆13Jun 23, 2022Updated 3 years ago
- ☆10Mar 31, 2021Updated 4 years ago
- Code and data for paper named: Large language models for automatic equation discovery of nonlinear dynamics☆12Mar 6, 2025Updated last year
- This repository contains the MATLAB implementation of popular numerical methods in Computation Fluid dynamics. Starting from simple meth…☆11Dec 3, 2021Updated 4 years ago
- ☆15Nov 20, 2023Updated 2 years ago
- Data-driven Identification of 2D Partial Differential Equations using Extracted Physical Features☆12Apr 23, 2021Updated 4 years ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated last month
- Accompanyig code for "Training Physics-Informed Neural Networks: one learning to rule them all?"☆13Nov 15, 2022Updated 3 years ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Mar 20, 2023Updated 2 years ago
- ☆30Oct 6, 2022Updated 3 years ago
- ☆94Nov 25, 2024Updated last year
- 🌌 Applications of Physics-Informed ML: A collection of notebooks from my Masters research, exploring how machine learning can solve scie…☆11Nov 9, 2024Updated last year
- 2D Lid Driven Cavity Flow Simulations: FEM vs FDM vs SIMPLE☆15Jun 2, 2019Updated 6 years ago
- ☆13Jan 23, 2024Updated 2 years ago
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆32Dec 24, 2021Updated 4 years ago
- Use SINDY algorithm to discover a dynamical system from coronavirus data☆13Apr 9, 2024Updated last year
- A list of deep learning papers and notes on them☆11Dec 31, 2016Updated 9 years ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆16Dec 14, 2021Updated 4 years ago
- C++ implementation of the finite volume method with flux-limiting to solve 2-D compressible Euler Equations (Liska, 2003)☆13Apr 20, 2021Updated 4 years ago
- Prediction of Fluid Flow in Porous Media by Sparse Observations and Physics-Informed PointNet☆14Aug 24, 2024Updated last year
- Two solutions, written in MATLAB, for solving the viscous Burger's equation. They are both spectral methods: the first is a Fourier Galer…☆15Jul 14, 2017Updated 8 years ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆58May 16, 2024Updated last year
- This repository hold some techniques associated with Artificial Intelligence to examine the aerodynamics of airfoils☆26Feb 4, 2025Updated last year