Effect of image scaling and segmentation in digital rock characterisation
Author(s)
Feng, Y. T.; Jones, Bruce David
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Digital material characterisation from microstructural geometry is an emerging field in computer simulation. For permeability characterisation, a variety of studies exist where the lattice Boltzmann method (LBM) has been used in conjunction with computed tomography (CT) imaging to simulate fluid flow through microscopic rock pores. While these previous works show that the technique is applicable, the use of binary image segmentation and the bounceback boundary condition results in a loss of grain surface definition when the modelled geometry is compared to the original CT image. We apply the immersed moving boundary (IMB) condition of Noble and Torczynski as a partial bounceback boundary condition which may be used to better represent the geometric definition provided by a CT image. The IMB condition is validated against published work on idealised porous geometries in both 2D and 3D. Following this, greyscale image segmentation is applied to a CT image of Diemelstadt sandstone. By varying the mapping of CT voxel densities to lattice sites, it is shown that binary image segmentation may underestimate the true permeability of the sample. A CUDA-C-based code, LBM-C, was developed specifically for this work and leverages GPU hardware in order to carry out computations.
Date issued
2015-10Department
Massachusetts Institute of Technology. Department of Civil and Environmental EngineeringJournal
Computational Particle Mechanics
Publisher
Springer International Publishing
Citation
Jones, B. D., and Y. T. Feng. “Effect of Image Scaling and Segmentation in Digital Rock Characterisation.” Computational Particle Mechanics 3, no. 2 (October 19, 2015): 201–213.
Version: Author's final manuscript
ISSN
2196-4378
2196-4386