Abstract
We introduce Minkowski functionals to characterise, reconstruct and discriminate different complex material microstructures, for instance, experimental data sets generated from X-ray computer tomography imaging; samples include a suite of Fontainebleau sandstone, and a heterogeneous cross-bedded sandstone. Three distinct classes of digitised complex microstructure are considered: particle based Boolean models, structures generated by level-cuts through Gaussian fields, and models based on a Voronoi tesselation of space. One can define a set of measures for random composite media from a single image at any phase fraction ø which allows one to accurately reconstruct the medium for all other phase fractions and to predict, for instance, the percolation threshold p c. The evolution of the Minkowski functions during erosion and dilation operations on non-convex morphologies leads to a very accurate discrimination of morphology — better than commonly used techniques such as structure functions or chord length distributions.
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References
Adler, P., Jacquin, C., and Thovert, J.-F. (1992): The formation factor of reconstructed porous media. Water Resources Research, 28, 1571–1576.
Arns, C. H., Knackstedt, M. A., and Pinczewski, W. V. (2002): v p: v s relationships for model sandstones. Geophys. Res. Lett., 29(8), 10.1029/200/GEO13788.
Arns, C. H., Knackstedt, M. A., Pinczewski, W. V., and Mecke, K. R. (2001b): Euler-poincaré characteristics of classes of disordered media. Phys. Rev. E, 63,031112:1–13.
Bakke, S. and Oren, P. (1997): 3-d pore-scale modelling of sandstones and flow simulations in the pore networks. SPE Journal, 2, 136–149.
Bentz, D. P., Quenard, D. A., Kentzel, H., Baruchen, F., Kunzel, Baruchel, J., Peyrin, F., Martys, N. S., and Garboczi, E. J. (2000): Microstructure and transport properties of porous building materials: Ii three dimensional x-ray tomographic studies. Materials and Structures, 33, 147–153.
Berk, N. F. (1987): Scattering properties of a model bicontinuous structure with a well defined length scale. Phys. Rev. Lett., 58, 2718–2721.
Berk, N. F. (1991): Scattering properties of the leveled-wave model of random morphologies. Phys. Rev. A, 44, 5069–5079.
Borgefors, G. (1986): Distance transformations in digital images. Computer Vision, Graphics, and Image Processing, 34, 344–371.
Bryant, S., Mellor, D., and Cade, C. (1993): Physically representative network models of transport in porous media. AIChE Journal, 39, 387–396.
Cahn, J. W. (1965): Phase separation by spinodal decomposition in isotropic systems. J. Chem. Phys., 42, 93–99.
D. Stoyan, W. S. K. and Mecke, J. (1995): Stochastic Geometry and its Applications. John Wiley & Sons, Chichester.
Dunsmuir, J. H., Ferguson, S. R., and D’Amico, K. L. (1991): Design and operation of an imaging x-ray detector for microtomography. IOP Conference Series, 121, 257–261.
Flannery, B. P., Deckman, H. W., Roberge, W. G., and D’Amico, K. L. (1987): Three-dimensional x-ray microtomography. Science, 237, 1439–1444.
Fredrich, J. T., Greaves, K. H., and Martin, J. W. (1993): Pore geometry and transport properties of Fontainebleau sandstone. Intl. J. Rock Mech. Min. Sci., 30, 691–697.
Gibson, L. and Ashby, M. (1988): Cellular Solids: Structure and Properties. Pergamon Press, Oxford.
Hilfer, R. (1958): Transport and Relaxation Phenomena in Porous Media, volume XCII of Advances in Chemical Physics, pages 299–424. John Wiley & Sons, Inc., New York.
Hyde, S. T., Barnes, I. S., and Ninham, B.W. (1990): Curvature energy of surfactant interfaces confined to the plaquettes of a cubic lattice. Langmuir, 6, 1055–1062.
Jacobs, K., Herminghaus, S., and Mecke, K. R. (1998): Thin polymer films rupture via defects. Langmuir, 14, 965–969.
Jernot, J. P. and Jouannot, P. (1993): Euler-poincaré characteristic of a randomly filled threedimensional network. J. Microsc., 171, 233–237.
Joshi, M. (1974): A class of stochastic models for porous materials. Ph.D. thesis, University of Kansas, Lawrence.
Knackstedt, M. A. and Roberts, A. P. (1996): Morphology and macroscopic properties of conducting polymer blends. Macromolecules, 29, 1369–1371.
Lindquist, W. B., Lee, S.-M., Coker, D. A., and Jones, K. (1996): Medial axis analysis of three dimensional tomographic images of drill core samples. J. Geophys. Res., 101B, 8297–8310.
Lindquist, W. B. and Venkatarangan, A. (1999): Investigating 3d geometry of porous media from high resolution images. Phys. Chem. Earth (A), 25, 593–599.
Lindquist, W. B., Venkatarangan, A., Dunsmuir, J., and Wong, T. F. (2000): Pore and throat size distributions measured from synchrotron x-ray tomographic images of Fontainebleau sandstones. J. Geophys. Res., 105B, 21508.
Lohmann, G. (1998): Volumetric Image Analysis. Wiley-Teubner, Chichester, New York.
Manwart, C., Torquato, S., and Hilfer, R. (2000): Stochastic reconstruction of sandstones. Phys. Rev. E, 62, 893–899.
Martys, N. S., Torquato, S., and Bentz, D. P. (1994): Universal scaling of fluid permeability for sphere packings. Phys. Rev. E, 50, 403.
Mecke, J. and Stoyan, D. (2001): The specific connectivity number of random networks. Adv. Appl. Prob., 33, 576–583.
Mecke, K. (1997): Morphology of spatial patterns: Porous media, spinodal decomposition and dissipative structures. Acta Physica Polonica B, 28, 1747–1781.
Mecke, K. R. (1994): Integralgeometrie in der Statistischen Physik: Perkolation, komplexe Flüssigkeiten und die Struktur des Universums, pages 61–68. Harry Deutsch, Frankfurt.
Mecke, K. R. (1996): Morphological characterization of patterns in reaction diffusion systems. Phys. Rev. E, 53, 4794–4800.
Mecke, K. R. (1998): Integral geometry and statistical physics. International Journal of Modern Physics B, 12, 861–899.
Mecke, K. R. and Seyfried, A. (2002): Strong dependence of percolation thresholds on polydispersity. Europhys. Lett., 58, 28–34.
Mecke, K. R. and Stoyan, D., eds. (2000): Statistical Physics-The Art of Analyzing and Modeling Spatial Structures, volume 554 of Lecture Notes in Physics. Springer, Berlin.
Monnereau, C. and Vignes-Adler, M. (1998): Optical tomography of real three-dimensional foams. Journal of Colloid and Interface Science, 202, 45–53.
Nelder, J. A. and Mead, R. (1965): A simplex method for function minimization. Computer Journal, 7, 308–313.
Oh, W. and Lindquist, W. B. (1999): Image thresholding by indicator kriging. IEEE Transactions on Pattern Analysis and Machine Intelligence, 21, 590–602.
Ohser, J. and Mücklich, F. (2000): Statistical Analysis of Materials Structures. J. Wiley & Sons, Chichester, New York.
Øren, P. E. and Bakke, S. (2001): Process-based reconstruction of sandstones and prediction of transport properties. Transport in Porous Media, -, submitted.
Øren, P. E., Bakke, S., and Arntzen, O. J. (1998): Extending predictive capabilities to network models. SPE Journal, 3, 324–336.
Po-zenWong, J. K. and Tomanic, J. P. (1984): Conductivity and permeability of rocks. Phys. Rev. B, 30, 6606–6614.
Quiblier, J. (1984): A new three-dimensional modeling technique for studying porous media. J. Colloid Interface Sci., 98, 84–102.
Roberts, A. P. (1997a): Morphology and thermal conductivity of model organic aerogels. Phys. Rev. E, 55, R1286–R1289.
Roberts, A. P. (1997b): Statistical reconstruction of three-dimensional porous media from two-dimensional images. Phys. Rev. E, 56, 3203–3212.
Roberts, A. P., Bentz, D. P., and Knackstedt, M. (1996): Correlating microstructure to the petrophysical properties of porous rocks. In Proceedings of the SPE Asia Pacific Oil and Gas Conference, pages 551–559. Soc. Petrol. Eng., Adelaide, Australia.
Roberts, A. P. and Knackstedt, M. (1995): Mechanical and transport properties of model foamed solids. J. Materials Sci. Letters, 14, 1357–1359.
Roberts, N., Reed, M., and Nesbitt, G. (1997): Estimation of the connectivity of a synthetic porous medium. J. Microsc., 187, 110–118.
Rosenfeld, A. (1976): Digital Picture Processing. Academic Press, New York.
Saito, T. and Toriwaki, J.-I. (1994): New algorithms for euclidean distance transformation of an n-dimensional digitized picture with applications. Pattern Recognition, 27, 1551–1565.
Santaló, L. A. (1976): Integral Geometry and Geometric Probability. Addison-Wesley, Reading.
Scheidegger, A. (1974): The Physics of Flow through Porous Media. University of Toronto Press, Toronto.
Schwartz, L. M., Martys, N., Bentz, D. P., Garboczi, E. J., and Torquato, S. (1993): Crossproperty relations and permeability estimation in model porous media. Phys. Rev. E, 48, 4584–4591.
Serra, J., ed. (1992): Image Analysis and Mathematical Morphology, volume 1,: Theoretical Advances. Academic Press, New York.
Spanne, P., Thovert, J., Jacquin, J., Lindquist, W. B., Jones, K., and Coker, D. (1994): Synchotron computed microtomography of porous media: topology and transports. Phys. Rev. Lett., 73, 2001–2004.
Stauffer, D. and Aharony, A. (1994): Introduction to Percolation Theory. Taylor & Francis, London, 2nd edition.
Teubner, M. (1991): Level surfaces of gaussian random fields and microemulsions. Europhys. Lett., 14, 403–408.
Teubner, M. and Strey, R. (1987): Origin of the scattering peak in microemulsions. J. Chem. Phys., 87, 3195–3200.
Thovert, J.-F., Yousefian, F., Spanne, P., Jacquin, C. G., and Adler, P. M. (2001): Grain reconstruction of porous media: Application to a low-porosity Fontainebleau sandstone. Phys. Rev. E, 63, 061307.
Torquato, S. (2002): Random Heterogeneous Materials: Microstucture and Macroscopic Properties. Springer, New York.
Yeong, C. L. Y. and Torquato, S. (1998): Reconstructing random media. Phys. Rev. E, 57, 495–506.
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Arns, C.H., Knackstedt, M.A., Mecke, K.R. (2002). Characterising the Morphology of Disordered Materials. In: Mecke, K., Stoyan, D. (eds) Morphology of Condensed Matter. Lecture Notes in Physics, vol 600. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45782-8_2
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DOI: https://doi.org/10.1007/3-540-45782-8_2
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