AndreWeiner / ml-cfd-lecture
Lecture material for machine learning applied to computational fluid mechanics
☆329Updated 2 weeks ago
Related projects ⓘ
Alternatives and complementary repositories for ml-cfd-lecture
- Examples of how to use machine learning algorithms in computational fluid dynamics.☆242Updated 2 years ago
- Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development☆201Updated last year
- Curated list for ML in FM☆184Updated 2 weeks ago
- Python script for Linear, Non-Linear Convection, Burger’s & Poisson Equation in 1D & 2D, 1D Diffusion Equation using Standard Wall Functi…☆191Updated 9 months ago
- Reduced order modelling techniques for OpenFOAM☆169Updated 2 weeks ago
- DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks☆204Updated 9 months ago
- In-situ data analyses and machine learning with OpenFOAM and Python☆161Updated 11 months ago
- ☆306Updated 9 months ago
- An open-source Python platform of coupling deep reinforcement learning and OpenFOAM☆135Updated 3 months ago
- OpenFoam postprocessing python tool☆158Updated 2 weeks ago
- Lecture notes on OpenFOAM by Dr. Xiaofeng Liu at Penn State University☆145Updated 3 years ago
- Toolbox to simulate GNF and viscoelastic fluid flows in OpenFOAM®☆162Updated 8 months ago
- OpenFOAM cases and notes☆152Updated last year
- Data-driven Reynolds stress modeling with physics-informed machine learning☆89Updated 5 years ago
- This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.☆274Updated 5 years ago
- Basic Computational Fluid Dynamics (CFD) schemes implemented in FORTRAN using Finite-Volume and Finite-Difference Methods. Sample simulat…☆171Updated 4 years ago
- A curated list of awesome Machine Learning projects in Fluid Dynamics☆82Updated 2 years ago
- An easy to use immersed boundary method in 2D, with full implementations in MATLAB and Python that contains over 75 built-in examples, in…☆168Updated 3 months ago
- Current CPU version of our solver for the Navier-Stokes equations☆149Updated last month
- DAFoam: Discrete Adjoint with OpenFOAM for High-fidelity Multidisciplinary Design Optimization☆211Updated 3 weeks ago
- A Python package for spectral proper orthogonal decomposition (SPOD).☆101Updated 5 months ago
- Curated list of some open source codes employing lattice Boltzmann methods☆192Updated 4 months ago
- flowTorch - a Python library for analysis and reduced-order modeling of fluid flows☆134Updated this week
- A simple full-python 2D lattice-boltzmann code☆163Updated last year
- Hypersonic / Rarefied gas dynamics code developments (GPL-3.0)☆226Updated last year
- A porous multiphase toolbox for OpenFOAM☆127Updated this week
- CFD-DEM Solver with emphasis on sediment transport☆105Updated 2 years ago
- Learning the Finite Volume Method in CFD with MATLAB Programming☆135Updated last year
- ☆55Updated 3 months ago
- Examples for the Lattice Boltzmann Method☆91Updated 6 years ago