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
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- ☆15Mar 13, 2026Updated 4 months ago
- Towards Physics-informed Deep Learning for Turbulent Flow Prediction☆28Oct 18, 2021Updated 4 years ago
- Multi-head attention network for airfoil flow field prediction☆17Sep 13, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- 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
- this repository mainly descript how use vision transfrmer encode airfoil to latent code☆24Jan 18, 2025Updated last year
- Differentiable Spline Approximations☆14Sep 3, 2023Updated 2 years ago
- Graph Neural Networks (GNN) based solvers for Computational Fluid Dynamics (CFD)☆62Jan 24, 2024Updated 2 years ago
- 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
- 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 6 years ago
- Scale-PINN: Learning Efficient Physics-Informed Neural Networks Through Sequential Correction☆28Feb 27, 2026Updated 4 months ago
- Multi-fidelity Generative Deep Learning Turbulent Flows☆37Jan 13, 2021Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Numerical tool for Construction of Reduced-order models for fluid flows.☆31Jan 21, 2021Updated 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
- ☆11Jan 7, 2025Updated last year
- 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
- A Multi-Fidelity Workflow for Conceptual Design Using Graph Neural Network-Based Field Prediction Surrogate Model☆14Mar 16, 2026Updated 4 months ago
- This repository hold some techniques associated with Artificial Intelligence to examine the aerodynamics of airfoils☆27Feb 4, 2025Updated last year
- ☆18Aug 13, 2024Updated last year
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆348Nov 15, 2022Updated 3 years ago
- ☆12Dec 13, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- param…☆25Aug 2, 2021Updated 4 years ago
- Differentiable Physics-informed Graph Networks☆67Feb 20, 2020Updated 6 years ago
- Official Implementation of "AIVT: Inference of turbulent thermal convection from measured 3D velocity data by physics-informed Kolmogorov…☆16Oct 10, 2025Updated 9 months ago
- Curated list for ML in FM☆246May 17, 2026Updated 2 months ago
- ☆14May 28, 2021Updated 5 years ago
- Implementation of physics-informed PointNet (PIPN) for weakly-supervised learning of incompressible flows and thermal fields on irregular…☆15Jun 27, 2025Updated last year
- Graph Convolutional Networks for Unstructured Flow Fields☆14Sep 5, 2022Updated 3 years ago
- ☆17May 21, 2020Updated 6 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆44Jun 24, 2022Updated 4 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- ☆12Sep 27, 2020Updated 5 years ago
- Code for the Master's thesis: "Evaluation and improvements to Mesh Graph Nets for Computational Fluid Dynamics Simulations" which is buil…☆25Jun 6, 2024Updated 2 years ago
- Active learning symbolic regression CFD + AI = Wow☆17Apr 21, 2022Updated 4 years ago
- ☆17Jun 3, 2026Updated last month
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆11Jan 15, 2026Updated 6 months ago
- ☆78Feb 16, 2026Updated 5 months ago
- This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction ove…☆47Dec 5, 2024Updated last year