Physical Review E · 2009 · 65 citations · 43 references
Natural SciencesMaterials EngineeringMaterials ScienceComputational GeometryComputational Materials ScienceOptimization3D ReconstructionImage ReconstructionMicrostructure Analysis3D Cell ReconstructionComputational Reconstruction AlgorithmsMultidimensional ReconstructionParticle Shape AnalysisProbability Density FunctionsThree-dimensional Microstructure ReconstructionUnit Cell DeterminationUnit Cell Geometry
In this paper, we present a systematic approach for characterization and reconstruction of statistically optimal representative unit cells of polydisperse particulate composites. Microtomography is used to gather rich three-dimensional data of a packed glass bead system. First-, second-, and third-order probability functions are used to characterize the morphology of the material, and the parallel augmented simulated annealing algorithm is employed for reconstruction of the statistically equivalent medium. Both the fully resolved probability spectrum and the geometrically exact particle shapes are considered in this study, rendering the optimization problem multidimensional with a highly complex objective function. A ten-phase particulate composite composed of packed glass beads in a cylindrical specimen is investigated, and a unit cell is reconstructed on massively parallel computers. Further, rigorous error analysis of the statistical descriptors (probability functions) is presented and a detailed comparison between statistics of the voxel-derived pack and the representative cell is made.
43
A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
Principles of Condensed Matter Physics
C. C. Matthai · European Journal of Physics · 2000 · 1.1K citations
A Geometrical Approach to the Structure Of Liquids
J. D. Bernal · Nature · 1959 · 903 citations
Statistical Continuum Theories
Mark J. Beran, Agnar Pytte · American Journal of Physics · 1968 · 765 citations