Datasets
Standard Dataset
Fluid Flow Images
- Citation Author(s):
- Submitted by:
- Palani Thanaraj
- Last updated:
- Sun, 02/23/2025 - 08:05
- DOI:
- 10.21227/9xnd-f613
- License:
- Categories:
- Keywords:
Abstract
The dataset comprises images generated using computational fluid dynamics (CFD) simulations for two cases: flow past an elliptic cylinder and flow past an aerofoil. Here are the details:
Elliptic Cylinder Dataset:
Images: 124 for low-speed and 124 for high-speed.
Conditions: Simulated for Reynolds numbers of 200 (low-speed) and 5000 (high-speed).
Aerofoil Dataset:
Images: 250 for low-speed and 250 for high-speed.
Conditions: Simulated under similar Reynolds number settings of 200 and 5000 for laminar and turbulent flows, respectively.
The datasets were generated and captured via CFD simulations using OpenFOAM software. Images were post-processed with ParaView to standardize resolution.
This repository presents a comprehensive solution for classifying fluid flow images into two categories: Low-Speed or Laminar and High-Speed or Turbulent. The project leverages advanced image processing techniques and machine learning algorithms to achieve accurate classification.
More from this Author
Dataset Files
- CFD Flow Images dataset.zip (35.13 MB)
- readme.rmd (4.58 kB)