kazutotess / ML-ROM_Various_ShapesLinks
This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies of various shapes"
☆16Updated 4 years ago
Alternatives and similar repositories for ML-ROM_Various_Shapes
Users that are interested in ML-ROM_Various_Shapes are comparing it to the libraries listed below
Sorting:
- Generative Adversarial Networks are used to super resolve turbulent flow fields from low resolution (RANS/LES) fields to high resolution …☆23Updated 4 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆19Updated 2 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆24Updated 2 years ago
- This repository hold some techniques associated with Artificial Intelligence to examine the aerodynamics of airfoils☆19Updated 8 months ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Updated 2 years ago
- Multi-head attention network for airfoil flow field prediction☆15Updated 3 years ago
- Machine Learning enhanced CFD solver for incompressible isothermal fluid flow☆16Updated last month
- Physics-informed neural networks for highly compressible flows 🧠🌊☆27Updated last year
- CNN model to predict the lift-drag ratio of airfoil☆17Updated 4 years ago
- This repository contains the files used in the paper " Reduced-order Model for Fluid Flows via Neural Ordinary Differential Equations"☆18Updated 2 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 4 years ago
- POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for F…☆32Updated 4 years ago
- POD-PINN code and manuscript☆53Updated 11 months ago
- Leaning Proper Orthogonal Decomposition coefficients using Deep Neural Networks.☆10Updated 5 years ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆47Updated 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.☆23Updated 5 years ago
- ☆12Updated last year
- This repository contains code for data-driven LES of two-dimensional turbulence.☆11Updated 3 years ago
- ☆41Updated 3 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆26Updated last year
- Sample codes of CNN-SINDy based reduced-order modeling for fluid flows by Fukami et al., JFM 2021.☆26Updated 4 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Updated 4 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆32Updated 2 years ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Updated 2 years ago
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆50Updated 3 years ago
- Laminar flow prediction using graph neural networks☆31Updated 8 months ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆33Updated last year
- Yet another PINN implementation☆20Updated last year
- Prediction of the velocity flow fields at a given distance from wall, starting from wall-measured quantities in wall-bounded turbulence☆21Updated 3 years ago
- XPINN code written in TensorFlow 2☆28Updated 2 years ago