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Set of Jupyter Notebooks for geometric characterization of porous media images from DPM Portal.

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digital-porous-media/geometric_characterization

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Geometric Characterization Workflow

Project Status: Active – The project has reached a stable, usable state and is being actively developed.

This tutorial includes a set of Jupyter Notebooks for the geometric characterization of porous media images from the Digital Rocks Portal. There are three notebooks for the characterization. These are:

  1. Minkowski Functionals;
  2. Heterogeneity Measurement;
  3. Competent Subset Selection.

In (1), we calculate four Minkowski functionals in 3D. These functionals are volume, surface area, integral mean curvature, and Euler characteristic.

In (2), we measure whether a rock sample is heterogeneous or homogeneous based on scale-independent porosity variance calculations within a moving window of increasing size.

In (3), we chose a subset of the data that is good enough for visualization, simulation, and 3D printing.