A collection of codes and references for deep learning in fluid dynamics
☆19Jun 10, 2021Updated 5 years ago
Alternatives and similar repositories for deep-learning-fluids
Users that are interested in deep-learning-fluids are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A simple 2D euler equation solver using finite volumes☆14Jan 6, 2023Updated 3 years ago
- We present cod-bench containing 12 operators and 10 datasets.☆11Jun 5, 2024Updated 2 years ago
- Sample codes of CNN-SINDy based reduced-order modeling for fluid flows by Fukami et al., JFM 2021.☆30Sep 6, 2021Updated 4 years ago
- A jekyll template for easy creation of course websites. Checkout the template here:☆11Aug 1, 2024Updated 2 years ago
- This repository contains the MATLAB implementation of popular numerical methods in Computation Fluid dynamics. Starting from simple meth…☆11Dec 3, 2021Updated 4 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Spectral solution for 2D Navier-Stokes equations☆15Nov 8, 2016Updated 9 years ago
- Create Your Own Finite Volume Fluid Simulation (With Python) Part 2: Boundary Conditions and Source Terms☆32May 8, 2025Updated last year
- Sample codes for training of Voronoi-tessellation-assisted convolutional neural network by Fukami et al. (Nature Machine Intelligence 202…☆62Aug 11, 2023Updated 2 years ago
- Physics Informed Sparse Identification of Nonlinear Dynamics☆14Jan 3, 2025Updated last year
- Generalized sparse regression for continuous and discrete data☆16Feb 23, 2026Updated 5 months ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆71May 26, 2020Updated 6 years ago
- Repository for xL-SINDy, a robust algorithm to extract Lagrangian of nonlinear dynamical systems from noisy measurement data.☆13Aug 8, 2022Updated 4 years ago
- This repository provides a PyTorch implementation of the physics informed neural networks by M.Raissi et al.☆11Aug 9, 2021Updated 5 years ago
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆26Feb 24, 2022Updated 4 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.
- Machine learning algorithms for discovering dimensionless groups from simulation and experimental data☆17Oct 12, 2022Updated 3 years ago
- Discovering Conservation Laws using Optimal Transport and Manifold Learning☆22Sep 23, 2023Updated 2 years ago
- Welcome to the CTF for Science Framework, a modular and extensible platform designed for benchmarking modeling methods on dynamic systems…☆45Jun 19, 2026Updated last month
- Finite Difference simulation of the Wave Equation (Double-slit experiment)☆25May 8, 2025Updated last year
- Repository outlining functions and tests for automatic regression of governing equations (ARGOS)☆19Jan 11, 2024Updated 2 years ago
- Physics Informed Neural Networks (PINNs) + SPINNs + HyperPINNs + Adaptative Loss Weights with JAX 📓 Check out our various notebooks to g…☆50Updated this week
- A python package for general relativity and tensor calculus☆55May 28, 2025Updated last year
- Implementation of a Physics Informed Neural Network (PINN) written in Tensorflow v2, which is capable of solving Partial Differential Equ…☆18Apr 26, 2022Updated 4 years ago
- Numerical algorithms that solve shallow water PDEs on a 2D plane (using finite different method).☆10Jul 11, 2022Updated 4 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.
- PINN Implementation for IJCAI paper, "Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activat…☆22Jun 19, 2024Updated 2 years ago
- Create Your Own Navier-Stokes Spectral Method Simulation (With Python)☆54May 8, 2025Updated last year
- Contains the xSDK community policies. The master branch is the latest accepted version of the policies and will be applied to future xSDK…☆11Jun 14, 2024Updated 2 years ago
- Tools for generating cubed sphere grids and solving partial differential equations on the sphere.☆15Jan 20, 2026Updated 6 months ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆173Aug 3, 2021Updated 5 years ago
- ☆74Aug 31, 2020Updated 5 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…☆25May 9, 2021Updated 5 years ago
- Python script solving the Burgers' equation (équation de Burgers) 1D by using FFT pseudo-spectral method.☆31Jul 25, 2021Updated 5 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- This repo contains the code for solving Poisson Equation using Physics Informed Neural Networks☆21Jun 11, 2022Updated 4 years ago
- Code for Learning Sparse Nonlinear Dynamics via Mixed Integer Optimization☆16Jun 13, 2022Updated 4 years ago
- This repository hold some techniques associated with Artificial Intelligence to examine the aerodynamics of airfoils☆27Feb 4, 2025Updated last year
- An IJulia notebook adaptation of Loren Barba's "12 Steps to Navier-Stokes" http://lorenabarba.com/☆34Nov 15, 2020Updated 5 years ago
- Enhancing the convergence speed by 2x and improving the training success of Physics-Informed Neural Networks (PINNs).☆13Oct 14, 2024Updated last year
- Discretization methods for porous media flow problems.☆12Jan 10, 2023Updated 3 years ago
- Real-time fluid simulation using smoothed particle hydrodynamics (SPH) by taking advantage of GPU hardware ray tracing for particle neigh…☆13Apr 20, 2026Updated 3 months ago