Title :
Augmented Topological Descriptors of Pore Networks for Material Science
Author :
Ushizima, Daniela M. ; Morozov, Dmitriy ; Weber, Gunther H. ; Bianchi, Andrea G C ; Sethian, James A. ; Bethel, E. Wes
Author_Institution :
Comput. Res. Div., Lawrence Berkeley Nat. Lab., Berkeley, CA, USA
Abstract :
One potential solution to reduce the concentration of carbon dioxide in the atmosphere is the geologic storage of captured CO2 in underground rock formations, also known as carbon sequestration. There is ongoing research to guarantee that this process is both efficient and safe. We describe tools that provide measurements of media porosity, and permeability estimates, including visualization of pore structures. Existing standard algorithms make limited use of geometric information in calculating permeability of complex microstructures. This quantity is important for the analysis of biomineralization, a subsurface process that can affect physical properties of porous media. This paper introduces geometric and topological descriptors that enhance the estimation of material permeability. Our analysis framework includes the processing of experimental data, segmentation, and feature extraction and making novel use of multiscale topological analysis to quantify maximum flow through porous networks. We illustrate our results using synchrotron-based X-ray computed microtomography of glass beads during biomineralization. We also benchmark the proposed algorithms using simulated data sets modeling jammed packed bead beds of a monodispersive material.
Keywords :
X-ray microscopy; biomineralisation; carbon capture and storage; carbon compounds; computerised tomography; data visualisation; environmental science computing; feature extraction; flow through porous media; flow visualisation; glass; materials science computing; permeability; porosity; synchrotrons; augmented topological descriptors; biomineralization analysis; captured carbon dioxide geologic storage; carbon dioxide concentration reduction; carbon sequestration; experimental data processing; feature extraction; flow through porous networks; geometric descriptors; glass beads; jammed packed bead beds; material permeability; material science; media porosity; monodispersive material; multiscale topological analysis; permeability estimates; pore networks; pore structure visualization; porous networks; segmentation; subsurface process; synchrotron-based X-ray computed microtomography; topological descriptors; underground rock formations; Algorithm design and analysis; Carbon dioxide; Geophysical measurements; Image segmentation; Information analysis; Microscopy; Sequestration; Reeb graph; geometric algorithms; microscopy; persistent homology; segmentation; topological data analysis;
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
DOI :
10.1109/TVCG.2012.200