Modeling heterogeneous materials via two-point correlation functions. II. Algorithmic details and applications

Y. Jiao, F. H. Stillinger, and S. Torquato
Phys. Rev. E 77, 031135 – Published 27 March 2008

Abstract

In the first part of this series of two papers, we proposed a theoretical formalism that enables one to model and categorize heterogeneous materials (media) via two-point correlation functions S2 and introduced an efficient heterogeneous-medium (re)construction algorithm called the “lattice-point” algorithm. Here we discuss the algorithmic details of the lattice-point procedure and an algorithm modification using surface optimization to further speed up the (re)construction process. The importance of the error tolerance, which indicates to what accuracy the media are (re)constructed, is also emphasized and discussed. We apply the algorithm to generate three-dimensional digitized realizations of a Fontainebleau sandstone and a boron-carbide/aluminum composite from the two-dimensional tomographic images of their slices through the materials. To ascertain whether the information contained in S2 is sufficient to capture the salient structural features, we compute the two-point cluster functions of the media, which are superior signatures of the microstructure because they incorporate topological connectedness information. We also study the reconstruction of a binary laser-speckle pattern in two dimensions, in which the algorithm fails to reproduce the pattern accurately. We conclude that in general reconstructions using S2 only work well for heterogeneous materials with single-scale structures. However, two-point information via S2 is not sufficient to accurately model multiscale random media. Moreover, we construct realizations of hypothetical materials with desired structural characteristics obtained by manipulating their two-point correlation functions.

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  • Received 3 January 2008

DOI:https://doi.org/10.1103/PhysRevE.77.031135

©2008 American Physical Society

Authors & Affiliations

Y. Jiao

  • Department of Mechanical and Aerospace Engineering, Princeton University, Princeton, New Jersey 08544, USA

F. H. Stillinger

  • Department of Chemistry, Princeton University, Princeton, New Jersey 08544, USA

S. Torquato*

  • Department of Chemistry, Princeton University, Princeton, New Jersey 08544, USA; Princeton Institute for the Science and Technology of Materials, Princeton University, Princeton, New Jersey 08544, USA; Program in Applied and Computational Mathematics, Princeton University, Princeton, New Jersey 08544, USA; Princeton Center for Theoretical Physics, Princeton University, Princeton, New Jersey 08544, USA; and School of Natural Sciences, Institute for Advanced Study, Princeton, New Jersey 08540, USA

  • *torquato@princeton.edu

See Also

Modeling heterogeneous materials via two-point correlation functions: Basic principles

Y. Jiao, F. H. Stillinger, and S. Torquato
Phys. Rev. E 76, 031110 (2007)

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Vol. 77, Iss. 3 — March 2008

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