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

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DataCite Commons2025-11-10 更新2025-11-15 收录
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https://data.4tu.nl/datasets/836ce408-7b40-43f2-8db0-8e207d356f73/1
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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.<br>For transparency and reproducibility, the complete case lists - including all sampled input parameters for each simulation - are provided in the companion files <em>development_set_cases.csv </em>and <em>test_set_cases.csv</em>. Each row corresponds to a unique simulation (case ID) and can be used to reproduce or subset the experiments reported in this work.<br>Further details about the meshing workflow, models implemented, and their parameterization can be found in the README.md file. <br>This dataset is part of the <strong>BioBrAIn </strong>collection -<em> A CFD database of bioreactors. </em>
提供机构:
4TU.ResearchData
创建时间:
2025-11-10
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