Abstract

The diffusion of solutes in two-dimensional random media is important in diverse physical situations including the dynamics of proteins in crowded cell membranes and the adsorption on nano-structured substrates. It has generally been thought that the diffusion constant, D, should display universal behavior near the percolation threshold, i.e., D ~ (ϕ − ϕc)μ, where ϕ is the area fraction of the matrix, ϕc is the value of ϕ at the percolation threshold, and μ is the dynamic exponent. The universality of μ is important because it implies that very different processes, such as protein diffusion in membranes and the electrical conductivity in two-dimensional networks, obey similar underlying physical principles. In this work we demonstrate, using computer simulations on a model system, that the exponent μ is not universal, but depends on the microscopic nature of the dynamics. We consider a hard disc that moves via random walk in a matrix of fixed hard discs and show that μ depends on the maximum possible displacement Δ of the mobile hard disc, ranging from 1.31 at Δ ≤ 0.1 to 2.06 for relatively large values of Δ. We also show that this behavior arises from a power-law singularity in the distribution of transition rates due to a failure of the local equilibrium approximation. The non-universal value of μ obeys the prediction of the renormalization group theory. Our simulations do not, however, exclude the possibility that the non-universal values of μ might be a crossover between two different limiting values at very large and small values of Δ. The results allow one to rationalize experiments on diffusion in two-dimensional systems.

Highlights

  • IntroductionThe transport of a solute in heterogeneous and disordered media is relevant to a variety of systems including the protein diffusion in cells[1,2,3,4,5,6,7,8], the electrical conductivity of polymer nanocomposites[9,10,11,12,13,14], two dimensional metal insulator transition[15,16,17,18,19], fluid flow through fractures[20,21,22,23] and porous separation membranes[24,25,26,27,28,29]

  • Machta and Moore suggested that α should be 0 in 2D disordered media, concluding that μ should be universal with μ = 1.3133. They estimated W between neighbor pores by employing transition state theory (TST)[33], which has been used successfully to calculate the rates of various reactions[41]

  • We find that depending on the microscopic dynamic nature, τT could be sufficiently larger than τMFPT, in which the local equilibrium approximation may not hold and ρ(W) becomes singular

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Summary

Introduction

The transport of a solute in heterogeneous and disordered media is relevant to a variety of systems including the protein diffusion in cells[1,2,3,4,5,6,7,8], the electrical conductivity of polymer nanocomposites[9,10,11,12,13,14], two dimensional metal insulator transition[15,16,17,18,19], fluid flow through fractures[20,21,22,23] and porous separation membranes[24,25,26,27,28,29]. The electron diffusion (the electric conductivity, S) on the surface of n type GA/AS systems followed the scaling relation with respect to the carrier densities (n) and its critical value (nc), i.e., S ~ (n − nc)μ, but the value of μ increased from ~1.4 to ~2.6 as temperature increased from 47 mK to 80 mK18 This may indicate that μ could be non-universal due to a strong singularity in ρ(W) even in 2D.

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