Analyzing X-ray tomographies of granular packings
Simon Weis1, Matthias Schröter2
1Institut für Theoretische Physik I, Friedrich-Alexander-Universität, 91058 Erlangen, Germany.
This study presents methods for analyzing granular packing structures from 3D X-ray Computed Tomography data. It details particle detection and property analysis, including Voronoi cells and particle contacts, with accompanying free software.
Area of Science:
- Physics
- Materials Science
- Computational Science
Background:
- Granular materials are ubiquitous in nature and industry.
- Understanding their structure is crucial for predicting bulk properties.
- 3D imaging techniques like X-ray Computed Tomography offer detailed insights into granular packings.
Purpose of the Study:
- To develop and present methods for analyzing particle properties within 3D granular packing data.
- To provide a comprehensive analysis including particle detection, Voronoi cell characterization, and contact network analysis.
- To offer a freely available software package for reproducing and extending the analysis.
Main Methods:
- Utilizing 3D volume data, primarily from X-ray Computed Tomography.
- Implementing algorithms for individual particle detection within the packing.
- Calculating pair correlation functions, Voronoi cell properties (volume, shape), and inter-particle contact information.
Main Results:
- Successful detection and property analysis of particles in monodisperse sphere packings.
- Extension of methods to analyze packings of ellipsoids and tetrahedra.
- Demonstration of comprehensive analysis including structural and topological properties.
Conclusions:
- The presented methods provide a robust framework for granular packing analysis.
- The accompanying software facilitates reproducible research and further development in granular material science.
- This work enhances the understanding of structure-property relationships in granular systems.
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