A coupled time domain random walk approach for transport in media characterized by broadly-distributed heterogeneity length scales

Abstract We develop a time domain random walk approach for conservative solute transport in heterogeneous media where medium properties vary over a distribution of length scales. The spatial transition lengths are equal to the heterogeneity length scales, and thus determined by medium geometry. We derive analytical expressions for the associated transition times and probabilities in one spatial dimension. This approach determines the coarse-grained solute concentration at the interfaces between regions; we derive a generalized master equation for the evolution of the coarse-grained concentration and reconstruct the fine-scale concentration using the propagator of the subscale transport mechanism. The performance of this approach is demonstrated for diffusion under random retardation in power-law media characterized by heavy-tailed lengthscale and retardation distributions. The coarse representation preserves the correct late-time scaling of concentration variance, and the reconstructed fine-scale concentration is essentially identical to that obtained by direct numerical simulation by random walk particle tracking.

[1]  M. Dentz,et al.  Non-Fickian Transport Under Heterogeneous Advection and Mobile-Immobile Mass Transfer , 2016, Transport in Porous Media.

[2]  Joseph Klafter,et al.  Derivation of the Continuous-Time Random-Walk Equation , 1980 .

[3]  Frederick Delay,et al.  Time domain random walk method to simulate transport by advection‐dispersion and matrix diffusion in fracture networks , 2001 .

[4]  Melvin Lax,et al.  Stochastic Transport in a Disordered Solid. II. Impurity Conduction , 1973 .

[5]  J. Quastel Diffusion in Disordered Media , 1996 .

[6]  Philippe Gouze,et al.  Self-averaging and ergodicity of subdiffusion in quenched random media. , 2016, Physical review. E.

[7]  M. Dentz,et al.  Modeling non‐Fickian transport in geological formations as a continuous time random walk , 2006 .

[8]  I. Sokolov,et al.  Anomalous transport : foundations and applications , 2008 .

[9]  S. Sharma,et al.  The Fokker-Planck Equation , 2010 .

[10]  Scott L. Painter,et al.  Time domain particle tracking methods for simulating transport with retention and first‐order transformation , 2008 .

[11]  Philippe Gouze,et al.  Diffusion and trapping in heterogeneous media: An inhomogeneous continuous time random walk approach , 2012 .

[12]  Philippe Gouze,et al.  Time domain random walks for hydrodynamic transport in heterogeneous media , 2016 .

[13]  Graham E. Fogg,et al.  Diffusion processes in composite porous media and their numerical integration by random walks: Generalized stochastic differential equations with discontinuous coefficients , 2000 .

[14]  A New Time Domain Random Walk Method for Solute Transport in 1–D Heterogeneous Media , 1997 .

[15]  Self-averaging and weak ergodicity breaking of diffusion in heterogeneous media. , 2017, Physical review. E.

[16]  Melvin Lax,et al.  Stochastic Transport in a Disordered Solid. I. Theory , 1973 .

[17]  Marco Dentz,et al.  Anomalous dispersion in correlated porous media: a coupled continuous time random walk approach , 2017, 1707.05560.

[18]  C. Chrysikopoulos,et al.  An efficient particle tracking equation with specified spatial step for the solution of the diffusion equation , 2001 .

[19]  M. Meerschaert,et al.  Stochastic Models for Fractional Calculus , 2011 .

[20]  N. Kampen,et al.  Stochastic processes in physics and chemistry , 1981 .

[21]  Scott L. Painter,et al.  Upscaling discrete fracture network simulations: An alternative to continuum transport models , 2005 .

[22]  M. Lewenstein,et al.  Nonergodic subdiffusion from Brownian motion in an inhomogeneous medium. , 2014, Physical review letters.

[23]  Brian Berkowitz,et al.  ANOMALOUS TRANSPORT IN RANDOM FRACTURE NETWORKS , 1997 .

[24]  J. F. Mccarthy,et al.  Continuous-time random walks on random media , 1993 .

[25]  J. Bouchaud,et al.  Anomalous diffusion in disordered media: Statistical mechanisms, models and physical applications , 1990 .

[26]  Jean-Raynald de Dreuzy,et al.  Random Walk Methods for Modeling Hydrodynamic Transport in Porous and Fractured Media from Pore to Reservoir Scale , 2016, Transport in Porous Media.

[27]  Rina Schumer,et al.  Recurrence of extreme events with power‐law interarrival times , 2007 .

[28]  Brian Berkowitz,et al.  Time behavior of solute transport in heterogeneous media: transition from anomalous to normal transport , 2003 .

[29]  Marco Dentz,et al.  Effective transport dynamics in porous media with heterogeneous retardation properties , 2009 .

[30]  V. M. Kenkre,et al.  Generalized master equations for continuous-time random walks , 1973 .