BioBrAIn: Industrial Bioreactor with Cooling Coil - CFD-derived data

DOI:10.4121/836ce408-7b40-43f2-8db0-8e207d356f73.v1
The DOI displayed above is for this specific version of this dataset, which is currently the latest. Newer versions may be published in the future. For a link that will always point to the latest version, please use
DOI: 10.4121/836ce408-7b40-43f2-8db0-8e207d356f73

Datacite citation style

Puig I Laborda, Victor; Maldonado de León, Héctor (2025): BioBrAIn: Industrial Bioreactor with Cooling Coil - CFD-derived data. Version 1. 4TU.ResearchData. dataset. https://doi.org/10.4121/836ce408-7b40-43f2-8db0-8e207d356f73.v1
Other citation styles (APA, Harvard, MLA, Vancouver, Chicago, IEEE) available at Datacite

Dataset

The dataset comprises 760 CFD simulations generated from the Latin hypercube sampling (LHS) design-of-experiments. The motivation for generating this dataset was to train supervised AI\ML models to predict spatial concentration gradients in an industrial reactor under varying operating conditions. We split the data into a development set (560 simulations) for model selection and hyperparameter tuning, and an unseen test set (200 simulations) for final evaluation.


For transparency and reproducibility, the complete case lists - including all sampled input parameters for each simulation - are provided in the companion files development_set_cases.csv and test_set_cases.csv. Each row corresponds to a unique simulation (case ID) and can be used to reproduce or subset the experiments reported in this work.


Further details about the meshing workflow, models implemented, and their parameterization can be found in the README.md file.


This dataset is part of the BioBrAIn collection - A CFD database of bioreactors.

History

  • 2025-11-10 first online, published, posted

Publisher

4TU.ResearchData

Format

CFD-derived data/.csv or.encas, Fluent Case-Data files/.cas and .dat, images/.jpeg, bioreactor-CAD/.stl or .scdoc

Funding

  • 4TU.ResearchData FAIR Data Fund

Organizations

The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark
TU Delft, Faculty of Applied Sciences, Department of Biotechnology

DATA

Files (8)