CFD-DEM and machine learning for modelling of plugging in pipes with cohesive particles

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. 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.

本数据集收录了含粘性颗粒多相流堵塞工况的计算流体力学-离散元法（CFD-DEM）耦合模拟模型数据，同时搭载该模拟的核心输出结果与模型整体说明文档。第二个模型为基于随机森林的机器学习（ML）程序，其训练依托实验数据与CFD-DEM耦合模拟结果完成，本数据集同时附带该机器学习模型的源文件与配套训练数据集。