CFD-DEM and machine learning for modelling of plugging in pipes with cohesive particlesdoi:10.18710/ARTNTBDataverseNO2024-05-031Balakin, Boris; Saparbayeva, Nazerke, 2024, "CFD-DEM and machine learning for modelling of plugging in pipes with cohesive particles", https://doi.org/10.18710/ARTNTB, DataverseNO, V1CFD-DEM and machine learning for modelling of plugging in pipes with cohesive particlesdoi:10.18710/ARTNTBBalakin, BorisSaparbayeva, NazerkeWestern Norway University of Applied SciencesSTAR-CCM+Python300286DataverseNOWestern Norway University of Applied SciencesBalakin, BorisBalakin, Boris2024-04-24Fundamental studies of plugging in multiphase flows with adhesive particles. Numerical series.The simulations reproduce experiments on plugging of ice-in-decane slurry conducted in the multiphase flow loop of Høgskulen på Vestlandet (FLOWCHART project)ChemistryComputer and Information ScienceEngineeringPhysicsCFD-DEMpluggingcloggingmultiphasemachine learningrandom forest<p>This dataset contains model data for the CFD-DEM simulation of plugging in multiphase flows with cohesive particles. The main results available from the simulations are presented in the dataset together with the overall description of the model.</p> <p>The second model is the random forest-based machine learning (ML) routine trained using experiments and CFD-DEM simulations. The source of the ML model is provided together with the training dataset.</p>2023-05-012024-03-01simulation dataexperimental data<a href="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</a>Saparbayeva, Nazerke, and Boris V. Balakin. "CFD-DEM model of plugging in flow with cohesive particles." Scientific Reports 13.1 (2023): 17188.10.1038/s41598-023-44202-7Saparbayeva, Nazerke, and Boris V. Balakin. "CFD-DEM model of plugging in flow with cohesive particles." Scientific Reports 13.1 (2023): 17188.Saparbayeva, Nazerke, et al. "Application of Machine Learning to Predict Blockage in Multiphase Flow." Computation 12.4 (2024): 67.10.3390/computation12040067Saparbayeva, Nazerke, et al. "Application of Machine Learning to Predict Blockage in Multiphase Flow." Computation 12.4 (2024): 67.00_ReadMe.txttext/plain_gamma=0.78.txttext/plain_gamma=0.88.txttext/plain_gamma=0.8.txttext/plainMLcode.pytext/x-pythonPluggingCases.txttext/plainSummaryReport.pdfapplication/pdf