PINNs for 2D Incompressible Navier-Stokes Equation
☆58May 16, 2024Updated last year
Alternatives and similar repositories for NSFnet
Users that are interested in NSFnet 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 (PINN) for the 2D Navier-Stokes equation☆40Jun 24, 2022Updated 3 years ago
- Dynamic weight strategy of physics-informed neural networks for the 2D Navier-Stokes equations☆14Sep 1, 2022Updated 3 years ago
- Implementing physics informed neural networks (PINN) in PyTorch to solve turbulent flows using the Navier-Stokes equations☆27May 17, 2024Updated last year
- Implementation of PINNs for burger's and Navier-Stokes equation with PyTorch☆11May 23, 2024Updated last year
- PINN in solving Navier–Stokes equation☆127Jun 7, 2020Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Physics-informed neural network for solving fluid dynamics problems☆269Jan 28, 2021Updated 5 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆194Apr 7, 2024Updated last year
- Physics-informed neural networks for highly compressible flows 🧠🌊☆29Nov 26, 2023Updated 2 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆161Jul 16, 2020Updated 5 years ago
- PINN Implementation for IJCAI paper, "Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activat…☆20Jun 19, 2024Updated last year
- Original implementation of fast PINN optimization with RBA weights☆71Sep 11, 2025Updated 6 months ago
- ☆95Nov 25, 2024Updated last year
- Blood Flow Modeling with Physics-Informed Neural Networks☆19Jan 10, 2023Updated 3 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Discontinuity Computing Using Physics-Informed Neural Network☆28Apr 20, 2024Updated last year
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆172Aug 31, 2025Updated 6 months ago
- ☆30Oct 17, 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
- Bayesian PINN codes to solve 2D/3D Navier Stokes for wind fields☆12Dec 12, 2023Updated 2 years ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆39Jun 21, 2024Updated last year
- ☆201Mar 16, 2023Updated 3 years ago
- 复现CICP论文提出的几种改进PINN性能的方法☆24Jul 2, 2025Updated 8 months ago
- SK-PINN: Accelerated physics-informed deep learning by smoothing kernel gradients☆25Apr 7, 2025Updated 11 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆135Oct 24, 2025Updated 5 months ago
- Compute the motion of droplets and particles in Stokes flows in axisymmetric domains using the Boundary Element Method (BEM) or the Spect…☆15Feb 21, 2019Updated 7 years ago
- Accompanyig code for "Training Physics-Informed Neural Networks: one learning to rule them all?"☆13Nov 15, 2022Updated 3 years ago
- Official Implementation of "AIVT: Inference of turbulent thermal convection from measured 3D velocity data by physics-informed Kolmogorov…☆16Oct 10, 2025Updated 5 months ago
- 2D wave equation simulated by PINN and FDM☆14Feb 20, 2022Updated 4 years ago
- Create Your Own Navier-Stokes Spectral Method Simulation (With Python)☆54May 8, 2025Updated 10 months ago
- Physics-informed neural networks for two-phase flow problems☆77Oct 2, 2025Updated 5 months ago
- This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs☆211Nov 24, 2025Updated 4 months ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated 2 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- This repo contains a PyTorch-based AE-ConvLSTM model for fluid flow prediction. It can forecast 5–10 time steps per forward pass and over…☆28Jun 2, 2025Updated 9 months ago
- Implementation of a Physics Informed Neural Network (PINN) written in Tensorflow v2, which is capable of solving Partial Differential Equ…☆16Apr 26, 2022Updated 3 years ago
- ☆27Jun 12, 2025Updated 9 months ago
- 2D Lid Driven Cavity Flow Simulations: FEM vs FDM vs SIMPLE☆15Jun 2, 2019Updated 6 years ago
- Examples of using MATLAB, Symbolic Math Toolbox, Partial Differential Equation Toolbox, and Simscape Fluids for solving canonical problem…☆13Mar 4, 2025Updated last year
- Kolmogorov-Arnold Networks with various basis functions like B-Splines, Fourier, Chebyshev, Wavelets etc☆36May 8, 2024Updated last year
- Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey☆332Jun 4, 2025Updated 9 months ago