Published July 12, 2019 | Version 1.0.0
Dataset Open

A machine learning framework for computationally expensive transient models

Authors/Creators

  • 1. Analysis Group, Boston, Massachusetts, USA
  • 2. Process Research and Development, AbbVie Inc., North Chicago, Illinois, USA
  • 3. Abbott Laboratories, Lake Bluff, Illinois, USA

Description

The following dataset contains DEM simulation data on multiple material properties and operational parameters and their impact on uniform mixing time. Unifrom mixing time is calculated when segregation index reaches 1.1. Segregation index is defined based on the paper: Marigo, M., Cairns, D. L., Davies, M., Ingram, A. & Stitt, E. H. A numerical comparison of mixing efficiencies of solids in a cylindrical vessel subject to a range of motions. Powder Technol. 217, 540–547 (2012). 

The dataset was used for training ML model as described in paper: https://arxiv.org/abs/1907.05928

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Is supplement to
Journal article: https://arxiv.org/abs/1907.05928 (URL)