PDEBench: An Extensive Benchmark for Scientific Machine Learning
-
Updated
May 15, 2025 - Python
PDEBench: An Extensive Benchmark for Scientific Machine Learning
A flexible framework for solving PDEs with modern spectral methods.
Differentiable Fluid Dynamics Package
A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
Fluid dynamics component of Chemical Engineering Design Library (ChEDL)
Physics-informed neural network for solving fluid dynamics problems
A large-scale benchmark for machine learning methods in fluid dynamics
Python script for Linear, Non-Linear Convection, Burger’s & Poisson Equation in 1D & 2D, 1D Diffusion Equation using Standard Wall Function, 2D Heat Conduction Convection equation with Dirichlet & Neumann BC, full Navier-Stokes Equation coupled with Poisson equation for Cavity and Channel flow in 2D using Finite Difference Method & Finite Volume…
A minimal Stable Fluids inspired fluid solver with Python and NumPy.
Python model solving the shallow water equations (linear momentum, nonlinear continuity)
2D incompressible fluid solver implemented in Taichi.
NeqSim is a library for calculation of fluid behavior, phase equilibrium and process simulation. This project is a Python interface to NeqSim.
A dynamic GUI-based program for OpenFOAM
Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."
Official implementation of Score-based Data Assimilation
Official implementation of Diffusion Graph Networks (DGNs)
Generative Adversarial Network (GAN) for physically realistic enrichment of turbulent flow fields
🌊 Framework for studying fluid dynamics with numerical simulations using Python (publish-only mirror). The main repo is hosted on https://foss.heptapod.net (Gitlab fork supporting Mercurial).
A versatile Python-Fortran CFD code that solves a large class of 2D flows
A Differentiable Reacting Flow Simulation Package in PyTorch
Add a description, image, and links to the fluid-dynamics topic page so that developers can more easily learn about it.
To associate your repository with the fluid-dynamics topic, visit your repo's landing page and select "manage topics."