Skip to main content
zenodoopen

A machine learning framework for computationally expensive transient models

<p>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:&nbsp;Marigo, M., Cairns, D. L., Davies, M., Ingram, A. &amp; Stitt, E. H. A numerical comparison of mixing efficiencies of solids in a cylindrical vessel subject to a range of motions. <em>Powder Technol.</em> <strong>217</strong>, 540&ndash;547 (2012).&nbsp;</p> <p>The dataset was used for training ML model as described in paper:&nbsp;<a href="https://arxiv.org/abs/1907.05928">https://arxiv.org/abs/1907.05928</a></p>

ShareScore

36/100

Overall dataset sharing score

Score breakdown

These five areas show where the dataset supports — or may limit — practical reuse.

Stewardship
8
Harmonization
4
Access
16
Reuse readiness
0
Engagement
8

Topics

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.