Abstract
The transport behavior of a migrating particle in a disordered medium is exhibited in the solution of a transport equation derived from a coupled continuous time random walk (CTRW). A core aspect of CTRW is the spectrum of transitions in displacement s and time t, ψ(s,t), that characterizes the disordered system, which determine the transport. In many applications the CTRW approach has successfully accounted for the anomalous or non-Fickian nature of the particle plume propagation based on a power-law dependence ψ(t) in a decoupled p(s)ψ(t) approximation to ψ(s,t). For example, this power-law dependence in t derives from the complex Darcy flow fields in geological formations. Recently, the fully coupled CTRW was analyzed using a particle tracking approach, demonstrating that the decoupled approximation is valid only for a compact distribution of s. In this paper we solve the nonlocal-in-time transport equation with a ψ(s,t) containing a power-law dependence in both s (a Lévy-like distribution) and t, which necessitates the strong s,t coupling. We show enhanced transport behavior (relative to the plume propagation behavior reported in the literature) that derives from the rare large displacements in s (limited by the transition t). The interplay between the two coupled power laws is clearly shown in the changes in the breakthrough curves in the arrival times, dispersion and dependence on the velocity (v=s/t) distribution. Similar enhancements are exhibited in the particle tracking results.
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Abramowitz, M., Stegun, I.: Handbook of Mathematical Functions. Dover Publications, Inc., New York (1970)
Berkowitz, B., Scher, H.: Theory of anomalous chemical transport in fracture networks. Phys. Rev. E 57(5), 5858–5869 (1998)
Berkowitz, B., Klafter, J., Metzler, R., Scher, H.: Physical pictures of transport in heterogeneous media: advection-dispersion, random walk and fractional derivative formulations. Water Resour. Res. 38(10), 1191 (2002). doi:10.1029/2001WR001,030
Berkowitz, B., Cortis, A., Dentz, M., Scher, H.: Modeling non-Fickian transport in geological formations as a continuous time random walk. Rev. Geophys. 44, RG2003 (2006). doi:10.1029/2005RG000,178
Bijeljic, B., Blunt, M.J.: Pore-scale modeling and continuous time random walk analysis of dispersion in porous media. Water Resour. Res. 42, W01,202 (2006). doi:10.1029/2005WR004,578
Bouchaud, J.P., Georges, A.: Anomalous diffusion in disordered media: Statistical mechanisms, models and physical applications. Phys. Rep. 195, 127–293 (1990)
de Hoog, F.R., Knight, J.H., Stokes, A.N.: An improved method for numerical inversion of Laplace transforms. SIAM J. Sci. Stat. Comput. 3, 357–366 (1982)
Dentz, M., Cortis, A., Scher, H., Berkowitz, B.: Time behavior of solute transport in heterogeneous media: transition from anomalous to normal transport. Adv. Water Resour. 27(2), 155–173 (2004). doi:10.1016/j.advwatres.2003.11.002
Dentz, M., Scher, H., Holder, D., Berkowitz, B.: Transport behavior of coupled continuous time random walks. Phys. Rev. E 78 (2008). doi:10.1103,041,110
Di Donato, G., Obi, E.O., Blunt, M.J.: Anomalous transport in heterogeneous media demonstrated by streamline-based simulation. Geophys. Res. Lett. 30, 1608–1612 (2003). doi:10.1029/2003GL017,196
Eggleston, J., Rojstaczer, S.: Identification of large-scale hydraulic conductivity trends and the influence of trends on contaminant transport. Water Resour. Res. 34(9), 2155–2168 (1998)
Fiori, A., Janković, I., Dagan, G., Cvetković, V.: Ergodic transport through aquifers of non-Gaussian log-conductivity distribution and occurrence of anomalous behavior. Water Resour. Res. 43, W07,445 (2007). doi:10.1029/2007WR005,976
Gelhar, L.W.: Stochastic Subsurface Hydrology. Prentice Hall, Englewood Cliffs (1993)
Holder, D., Scher, H., Berkowitz, B.: Numerical study of diffusion on a random-mixed-bond lattice. Phys. Rev. E 77, 031119 (2008). doi:10.1103/PhysRevE.77.031119
Klafter, J., Silbey, R.: Derivation of continuous-time random walk equations. Phys. Rev. A 44(2), 55–58 (1980)
Klafter, J., Blumen, A., Shlesinger, M.F.: Stochastic pathway to anomalous diffusion. Phys. Rev. A 35(7), 3081–3085 (1987)
Lallemand-Barres, P., Peaudecerf, P.: Recherche des relations entre valeur de la dispersivité macroscopique d’un aquifére, ses autres caractéristiques et les conditions de mesure. Bull. Bur. Rech. Geol. Min. Fr. (Sect. 3) 4, 277–284 (1978)
Levitz, P.: The Pareto-Levy law and the distribution of income. Europhys. Lett. 39, 593 (1997)
Lévy, P.: Théorie de l’Addition des Variables Alé atoires. Gauthier Villars, Paris (1937)
Mandelbrot, B.B.: From Knudsen diffusion to Levy walk. Int. Econ. Rev. 1, 79 (1960)
Metzler, R., Klafter, J.: The random walk’s guide to anomalous diffusion: a fractional dynamics approach. Phys. Rep. 339(1), 1–77 (2000)
Scher, H., Lax, M.: Stochastic transport in a disordered solid. I. Theory. Phys. Rev. B 7(1), 4491–4502 (1973)
Scher, H., Willbrand, K., Berkowitz, B.: Transport in disordered media with spatially nonuniform fields. Phys. Rev. E 81, 031102 (2010). doi:10.1103/PhysRevE.81.031102
Shlesinger, M.F., Klafter, J., Wong, Y.M.: Random walks with infinite spatial and temporal moments. J. Stat. Phys. 27(3), 499–512 (1982)
Tyutnev, A.P., Saenko, V.S., Pozhidaev, E.D., Kolesnikov, V.: Verification of the dispersive charge transport in a hydrazone:polycarbonate molecularly doped polymer. J. Phys., Condens. Matter 21, 115107 (2009)
Zhang, X., Lv, M.: Persistence of anomalous dispersion in uniform porous media demonstrated by pore-scale simulations. Water Resour. Res. 43, W07,437 (2007)
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Scher, H., Willbrand, K. & Berkowitz, B. Transport Equation Evaluation of Coupled Continuous Time Random Walks. J Stat Phys 141, 1093–1103 (2010). https://doi.org/10.1007/s10955-010-0088-4
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DOI: https://doi.org/10.1007/s10955-010-0088-4