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:
- ☆130Mar 28, 2023Updated 2 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)☆53Jan 24, 2024Updated 2 years ago
- Multi-head attention network for airfoil flow field prediction☆17Sep 13, 2022Updated 3 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆17May 14, 2021Updated 4 years ago
- A convolutional neural network for drag prediction in laminar flows☆15Jan 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…☆15Jun 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…☆27Sep 7, 2023Updated 2 years ago
- ☆17Apr 18, 2024Updated last year
- Multi-fidelity Generative Deep Learning Turbulent Flows☆37Jan 13, 2021Updated 5 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- 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
- ☆17Aug 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 5 months ago
- A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning☆341Nov 15, 2022Updated 3 years ago
- ☆12Dec 13, 2024Updated last year
- Scalable, Performant Simulator for Aerospace☆17May 7, 2025Updated 10 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- param…☆24Aug 2, 2021Updated 4 years ago
- A Multi-Fidelity Workflow for Conceptual Design Using Graph Neural Network-Based Field Prediction Surrogate Model☆13Mar 16, 2026Updated last week
- Active learning symbolic regression CFD + AI = Wow☆17Apr 21, 2022Updated 3 years ago
- Differentiable Physics-informed Graph Networks☆67Feb 20, 2020Updated 6 years ago
- Curated list for ML in FM☆240Sep 6, 2025Updated 6 months ago
- 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
- ☆70Nov 15, 2022Updated 3 years ago
- Implementation of physics-informed PointNet (PIPN) for weakly-supervised learning of incompressible flows and thermal fields on irregular…☆14Jun 27, 2025Updated 9 months ago
- ☆13May 28, 2021Updated 4 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- ☆16May 21, 2020Updated 5 years ago
- Graph Convolutional Networks for Unstructured Flow Fields☆14Sep 5, 2022Updated 3 years ago
- ☆15Jun 4, 2025Updated 9 months ago
- ☆13Dec 30, 2019Updated 6 years ago
- Official implementation of SE(3) symmetry lets graph neural networks learn arterial velocity estimation from small datasets☆19Aug 27, 2025Updated 7 months ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated 2 months ago
- This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction ove…☆44Dec 5, 2024Updated last year