A two-dimensional fuzzy random model of soil pore structure |
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Authors: | Christopher J. Moran and Alexander B. McBratney |
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Affiliation: | (1) Division of Soils, Commonwealth Scientific and Industrial Research Organisation, GPO Box 639, ACT 2601, Australia;(2) Department of Agricultural Chemistry & Soil Science, The University of Sydney, NSW 2006, Australia |
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Abstract: | A new conceptual model for soil poresolid structure is formalized. Soil poresolid structure is proposed to comprise spatially abutting elements each with a value which is its membership to the fuzzy set “pore, ” termed porosity. These values have a range between zero (all solid) and unity (all pore). Images are used to represent structures in which the elements are pixels and the value of each is a porosity. Twodimensional random fields are generated by allocating each pixel a porosity by independently sampling a statistical distribution. These random fields are reorganized into other poresolid structural types by selecting parent points which have a specified local region of influence. Pixels of larger or smaller porosity are aggregated about the parent points and within the region of interest by controlled swapping of pixels in the image. This creates local regions of homogeneity within the random field. This is similar to the process known as simulated annealing. The resulting structures are characterized using one and twodimensional variograms and functions describing their connectivity. A variety of examples of structures created by the model is presented and compared. Extension to three dimensions presents no theoretical difficulties and is currently under development. |
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Keywords: | fuzzy sets random sets pore structure soil point processes fuzzy connectivity |
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