Laminar flow prediction using graph neural networks
☆32Jan 17, 2025Updated last year
Alternatives and similar repositories for gnn_laminar_flow
Users that are interested in gnn_laminar_flow are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆133Mar 28, 2023Updated 3 years ago
- This repository hold some techniques associated with Artificial Intelligence to examine the aerodynamics of airfoils☆26Feb 4, 2025Updated last year
- Towards Physics-informed Deep Learning for Turbulent Flow Prediction☆28Oct 18, 2021Updated 4 years ago
- Graph Neural Networks (GNN) based solvers for Computational Fluid Dynamics (CFD)☆57Jan 24, 2024Updated 2 years ago
- Multi-head attention network for airfoil flow field prediction☆17Sep 13, 2022Updated 3 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.
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- A convolutional neural network for drag prediction in laminar flows☆15Jan 14, 2021Updated 5 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆18May 14, 2021Updated 5 years ago
- Code for the Master's thesis: "Evaluation and improvements to Mesh Graph Nets for Computational Fluid Dynamics Simulations" which is buil…☆18Jun 6, 2024Updated last year
- Differentiable Spline Approximations☆14Sep 3, 2023Updated 2 years ago
- this repository mainly descript how use vision transfrmer encode airfoil to latent code☆24Jan 18, 2025Updated last year
- Source code for deep learning-based reduced order models for nonlinear time-dependent parametrized PDEs. Available on doi.org/10.1007/s10…☆28Sep 7, 2023Updated 2 years ago
- ☆17Apr 18, 2024Updated 2 years ago
- Multi-fidelity Generative Deep Learning Turbulent Flows☆37Jan 13, 2021Updated 5 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.
- Numerical tool for Construction of Reduced-order models for fluid flows.☆31Jan 21, 2021Updated 5 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆24Jun 7, 2020Updated 5 years ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- ☆18Aug 13, 2024Updated last year
- ☆11Jan 7, 2025Updated last year
- Official Implementation of "AIVT: Inference of turbulent thermal convection from measured 3D velocity data by physics-informed Kolmogorov…☆16Oct 10, 2025Updated 7 months ago
- ☆12Dec 13, 2024Updated last year
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆344Nov 15, 2022Updated 3 years ago
- Scalable, Performant Simulator for Aerospace☆17May 7, 2025Updated last year
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- param…☆25Aug 2, 2021Updated 4 years ago
- Active learning symbolic regression CFD + AI = Wow☆17Apr 21, 2022Updated 4 years ago
- A Multi-Fidelity Workflow for Conceptual Design Using Graph Neural Network-Based Field Prediction Surrogate Model☆13Mar 16, 2026Updated 2 months ago
- Differentiable Physics-informed Graph Networks☆67Feb 20, 2020Updated 6 years ago
- Curated list for ML in FM☆243May 17, 2026Updated last week
- PHYS 449 course project. In this repository, we attempt replication of results of the Learning Mesh Based Simulations with Graph Networks…☆11Feb 18, 2022Updated 4 years ago
- ☆72Nov 15, 2022Updated 3 years ago
- Implementation of physics-informed PointNet (PIPN) for weakly-supervised learning of incompressible flows and thermal fields on irregular…☆15Jun 27, 2025Updated 10 months ago
- ☆14May 28, 2021Updated 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.
- ☆17May 21, 2020Updated 6 years ago
- Graph Convolutional Networks for Unstructured Flow Fields☆14Sep 5, 2022Updated 3 years ago
- ☆16Jun 4, 2025Updated 11 months ago
- The first open-source repository for Scientific Machine Learning (PINNs, PIELM, RFM, Neural Operators) via Vibe Coding. JAX-GPU implement…☆90May 7, 2026Updated 2 weeks ago
- ☆14Dec 30, 2019Updated 6 years ago
- Official implementation of SE(3) symmetry lets graph neural networks learn arterial velocity estimation from small datasets☆20Aug 27, 2025Updated 8 months ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated 4 months ago