Automotive CFD · luminary-shift
SUV
A CFD dataset of SUV-class vehicles for training machine learning models on automotive aerodynamics.
What SUV is
SUV is a computational fluid dynamics (CFD) dataset developed by luminary-shift for applications in engineering and physics. It provides aerodynamic data specifically focused on SUV-class vehicles.
The dataset is designed to support the training of machine learning models on automotive aerodynamics, providing information on surface pressures, wake structures, and aerodynamic performance metrics.
How it was made
The dataset compiles large-scale automotive CFD simulations for SUV geometries, incorporating 3D and image data modalities that capture surface pressure fields, downstream wake structures, and aerodynamic performance values.
Key facts
- Category
- Automotive CFD
- Fields
- Engineering, physics
- Target vehicle class
- SUV
- Modalities
- 3D, image
What you can use it for
- Surface pressure prediction
- Training machine learning models to infer aerodynamic surface pressure distributions across SUV vehicle bodies.
- Wake structure evaluation
- Studying and modelling the aerodynamic behaviour of downstream flow and wake formations behind SUV-class vehicles.
- Aerodynamic performance estimation
- Predicting key aerodynamic performance metrics for automotive design and engineering assessments.
Explore the data
This dataset is gated
Its authors require their terms to be accepted before the data can be read. Accept them on the original dataset page. The platform does not accept terms on your behalf, so the rows are not shown here.Strengths and limits
Good at
- Provides large-scale CFD data tailored specifically to SUV-class automotive aerodynamics.
- Captures multiple flow features including surface pressure distributions, wake structures, and performance metrics.
- Includes both 3D and image data modalities for training machine learning models.
Watch out for
- Vehicle coverage is confined to SUV-class geometries rather than diverse vehicle segments.
- Information regarding specific CFD mesh parameters, boundary conditions, and solver setups is not detailed.
Questions
Can I look inside SUV without downloading it?
Not here: its authors gate it behind terms each user must accept on the original page. Its description and statistics are still shown.
What licence is SUV under?
Its authors declare cc-by-nc-4.0. Read the terms on the original page before reusing the data.
What aerodynamic phenomena are included in the dataset?
The dataset contains surface pressures, wake structures, and overall aerodynamic performance metrics.
What data modalities does the dataset contain?
The dataset includes both 3D data and images.
What vehicle types are represented?
The dataset exclusively covers SUV-class vehicles.
Written from SUV's own dataset card. Statements citing a figure that does not appear there are removed before publication. Licence and running details come from our registry.