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    Random walks on disordered lattices: The role of effective porosity, blocked domain width, and spatial correlations

    Nathann Teixeira Rodrigues1,* and Fábio D. A. Aarão Reis2,†

    • *Contact author: nathann.rodrigues@unb.br
    • †Contact author: fdaar@protonmail.com

    Phys. Rev. E 114, 014122 – Published 14 July, 2026

    DOI: https://doi.org/10.1103/sxc1-nfg8

    Abstract

    We perform a numerical study of random walks (RWs) on 3D lattices with random and periodic distributions of blocked sites, analyze the dependence of effective diffusion coefficients DE on the effective porosity ε, and show applications to diffusive solute transport in some porous materials. In the low-porosity regime of randomly disordered lattices (typically 0.03≲ε≲0.2), where the total porosity exceeds ε by more than 1%, reliable estimates of DE/D0 are obtained by assuming that the mean square displacement is a sum of normal and anomalous contributions (D0 is the free diffusion value). An extended form of the Archie's law, DE/D0≈Aεm, is obtained with an uncommonly large exponent m≈5 and A>1, in agreement with the universal value m=4.9±0.3 predicted by scaling arguments. The fit of diffusion data in a silty clay loam soil gives m≈4.8 and A>1, confirming the absence of long-range correlations in that pore system. This approach advances over previous studies that related DE/D0 to the total porosity and required an estimation of percolation thresholds. In periodic lattices with narrow planar gaps and the same low-porosity range, fits with m≈1 and A<1 are explained by the long-range correlations of the (nontortuous) pore systems. Similar values of m and A are obtained in ion diffusion and conductivity data in bentonite and granite samples, which may be a consequence of fractures that cross their pore systems. In the high-porosity regimes of the same lattices and of deposits produced by a growth model (ε≥0.8), random walk values of DE/D0 are significantly smaller than the values of the diffusion equation [obtained in effective medium approximations (EMA) of Bruggeman or Maxwell]. This occurs because RWs do not reach the diffusion limit in lengths near the lattice constant, which is the order of magnitude of the widths of blocked domains; however, those EMA are recovered for RWs on lattices with obstacle sizes much larger than the lattice constant. This analysis suggests deviations from the EMA whenever RW models are used to model Knudsen diffusion. Finally, from intermediate to high porosities of randomly disordered lattices (ε≳0.3), fits of the original Archie's law DE/D0=εm give 2<m<3, which is the range obtained in several materials and suggests that their pore organization may be random at long distances.

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