Turbomachinery CFD · luminary-shift
Pump
Centrifugal pump CFD simulations across operating conditions for training turbomachinery surrogate models.
What Pump is
Pump is an engineering and physics dataset produced by luminary-shift. It comprises computational fluid dynamics (CFD) simulations of centrifugal pumps across a range of operating conditions.
The dataset is designed to support the development and training of machine learning surrogate models for analysing turbomachinery flow and operational performance.
How it was made
The dataset contains computational fluid dynamics simulation data for centrifugal pumps evaluated across multiple operational parameters to capture turbomachinery flow characteristics.
Key facts
- Category
- Turbomachinery CFD
- Fields
- Engineering, physics
What you can use it for
- Turbomachinery flow surrogate modelling
- Researchers can train machine learning surrogate models to approximate fluid flow dynamics in centrifugal pumps without executing full CFD solvers.
- Pump performance estimation
- The data supports evaluating and predicting centrifugal pump performance across diverse operating points.
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 CFD simulation data spanning multiple centrifugal pump operating conditions.
- Tailored directly for training machine learning surrogates for turbomachinery flow and performance.
Watch out for
- Focus is restricted to centrifugal pump simulations and does not cover other turbomachinery geometries.
- Specific solver parameters, mesh characteristics, and numerical validation details are not documented in the entry.
Questions
Can I look inside Pump 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 Pump under?
Its authors declare cc-by-nc-4.0. Read the terms on the original page before reusing the data.
What machinery type is represented in this dataset?
The dataset consists of computational fluid dynamics simulations specifically for centrifugal pumps.
What is the main purpose of the dataset?
It provides flow simulation data intended for training machine learning surrogate models to predict turbomachinery flow and performance.
Which research fields does this dataset support?
The dataset falls under physics and engineering, focusing specifically on turbomachinery fluid dynamics.
Written from Pump'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.