Prediction of Fluid Flow in Porous Media by Sparse Observations and Physics-Informed PointNet
☆14Aug 24, 2024Updated last year
Alternatives and similar repositories for PhysicsInformedPointNetPorousMedia
Users that are interested in PhysicsInformedPointNetPorousMedia are comparing it to the libraries listed below
Sorting:
- 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
- PF-PINNs: physics-informed neural networks framework for solving coupled Allen-Cahn and Cahn-Hilliard phase field equations☆28Feb 18, 2025Updated last year
- ☆16Nov 26, 2024Updated last year
- Multi-head attention network for airfoil flow field prediction☆17Sep 13, 2022Updated 3 years ago
- Application of a Physics Informed Neural Network to a two phase flow in porous media problem☆27Oct 11, 2019Updated 6 years ago
- ☆10Mar 31, 2021Updated 4 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
- Using Kolmogorov Arnold Networks (KANs) instead of MLPs in PointNet for Classification and Segmentation of 3D Point Sets☆16Dec 7, 2025Updated 2 months ago
- The repository contains implementations of examples provided in the literature on energy minimization based approach to Physics Informed …☆11Apr 8, 2020Updated 5 years ago
- ☆12Nov 5, 2022Updated 3 years ago
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆13Jun 23, 2022Updated 3 years ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated last month
- This repository contains the MATLAB implementation of popular numerical methods in Computation Fluid dynamics. Starting from simple meth…☆11Dec 3, 2021Updated 4 years ago
- Implementation of Physics-Informed PointNet (PIPN) for weakly-supervised learning of 2D linear elasticity (plane stress) on multiple sets…☆12Apr 11, 2024Updated last year
- Introductory workshop on using deep neural networks for symbolic regression☆16Feb 8, 2026Updated 3 weeks ago
- 🌌 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
- Python module for synthetic generation of rough fracture surfaces☆19Jul 29, 2025Updated 7 months ago
- This project is designed to help students who have trouble with homework in studying CFD☆15Jul 16, 2023Updated 2 years ago
- ☆13Apr 5, 2024Updated last year
- Use SINDY algorithm to discover a dynamical system from coronavirus data☆13Apr 9, 2024Updated last year
- 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
- Sparse Identification of Nonlinear Dynamics for Boundary Value Problems☆13Apr 10, 2021Updated 4 years ago
- ☆17Aug 13, 2024Updated last year
- Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechan…☆14Aug 18, 2023Updated 2 years ago
- Spectral methods in matlab☆12Mar 27, 2025Updated 11 months ago
- ☆14Jan 22, 2022Updated 4 years ago
- This repository hold some techniques associated with Artificial Intelligence to examine the aerodynamics of airfoils☆26Feb 4, 2025Updated last year
- ☆18May 25, 2024Updated last year
- ☆12Aug 22, 2025Updated 6 months ago
- Physics-informed neural networks☆16Nov 26, 2020Updated 5 years ago
- Physics-informed neural networks for two-phase flow problems☆75Oct 2, 2025Updated 5 months ago
- Deep Learning of Turbulent Scalar Mixing☆17Oct 6, 2019Updated 6 years ago
- TensorFlow 2.0 implementation of Yibo Yang, Paris Perdikaris’s adversarial Uncertainty Quantification in Physics Informed Neural Networks…☆21Mar 25, 2023Updated 2 years ago
- ☆45May 18, 2022Updated 3 years ago
- ☆23Jul 25, 2024Updated last year
- machine learning-accelerated computational fluid dynamics☆20Jan 12, 2022Updated 4 years ago
- JAX-DIPS is a differentiable interfacial PDE solver.☆50Sep 14, 2024Updated last year
- Lecture notes and exercises carried out as part of the Quantum Mechanics 1 course taught at Yachay Tech University.☆14Jan 27, 2026Updated last month
- Implementing physics informed neural networks (PINN) in PyTorch to solve turbulent flows using the Navier-Stokes equations☆27May 17, 2024Updated last year