Stochastic analysis of nonstationary subsurface solute transport: 1. Unconditional moments

This paper applies stochastic methods to the analysis and prediction of solute transport in heterogeneous saturated porous media. Partial differential equations for three unconditional ensemble moments (the concentration mean, concentration covariance, and velocity concentration cross covariance) are derived by applying perturbation techniques to the governing transport equation for a conservative solute. Concentration uncertainty is assumed to be the result of unmodeled small-scale fluctuations in a steady state velocity field. The moment expressions, which describe how each moment evolves over time and space, resemble the classic deterministic advection-dispersion equation and can be solved using similar methods. A solution procedure based on a Galerkin finite element algorithm is illustrated with a hypothetical two-dimensional example. For this example the required steady state velocity statistics are obtained from an infinite domain spectral solution of the stochastic groundwater flow equation. The perturbation solution is shown to reproduce the statistics obtained from a Monte Carlo simulation quite well for a natural log conductivity standard deviation of 0.5 and moderately well for a natural log conductivity standard deviation of 1.0. The computational effort required for a perturbation solution is significantly less than that required for a Monte Carlo solution of acceptable accuracy. Sensitivity analyses conducted with the perturbation approach provide qualitative confirmation of a number of results obtained by other investigators for more restrictive special cases.

[1]  W. G. Gray,et al.  A second‐order approach for the modeling of dispersive transport in porous media: 3. Application to two porous media problems , 1986 .

[2]  David L. Freyberg,et al.  A natural gradient experiment on solute transport in a sand aquifer: 2. Spatial moments and the advection and dispersion of nonreactive tracers , 1986 .

[3]  R. Aris On the dispersion of a solute in a fluid flowing through a tube , 1956, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[4]  D. Klotz,et al.  Dispersivity and velocity relationship from laboratory and field experiments , 1980 .

[5]  J. P. Delhomme,et al.  Spatial variability and uncertainty in groundwater flow parameters: A geostatistical approach , 1979 .

[6]  E. G. Vomvoris,et al.  Stochastic analysis of the concentration variability in a three‐dimensional heterogeneous aquifer , 1990 .

[7]  William A. Jury,et al.  Fundamental Problems in the Stochastic Convection‐Dispersion Model of Solute Transport in Aquifers and Field Soils , 1986 .

[8]  G. Dagan Solute transport in heterogeneous porous formations , 1984, Journal of Fluid Mechanics.

[9]  Allan L. Gutjahr,et al.  Stochastic analysis of spatial variability in subsurface flows: 1. Comparison of one‐ and three‐dimensional flows , 1978 .

[10]  M. Shinozuka,et al.  Digital simulation of random processes and its applications , 1972 .

[11]  Franklin W. Schwartz,et al.  mass transport: 2. Analysis of uncertainty in prediction , 1981 .

[12]  E. Sudicky A natural gradient experiment on solute transport in a sand aquifer: Spatial variability of hydraulic conductivity and its role in the dispersion process , 1986 .

[13]  S. P. Neuman,et al.  Stochastic theory of field‐scale fickian dispersion in anisotropic porous media , 1987 .

[14]  Allan L. Gutjahr,et al.  Stochastic analysis of macrodispersion in a stratified aquifer , 1979 .

[15]  G. Dagan Statistical Theory of Groundwater Flow and Transport: Pore to Laboratory, Laboratory to Formation, and Formation to Regional Scale , 1986 .

[16]  John H. Cushman,et al.  Volume averaging, probabilistic averaging, and ergodicity☆ , 1983 .

[17]  Franklin W. Schwartz,et al.  Mass transport: 1. A stochastic analysis of macroscopic dispersion , 1980 .

[18]  Gedeon Dagan,et al.  Analysis of flow through heterogeneous random aquifers: 2. Unsteady flow in confined formations , 1982 .

[19]  Aristotelis Mantoglou,et al.  Digital simulation of multivariate two- and three-dimensional stochastic processes with a spectral turning bands method , 1987, Mathematical Geology.

[20]  B. Sagar,et al.  Galerkin Finite Element Procedure for analyzing flow through random media , 1978 .

[21]  Gedeon Dagan,et al.  Theory of Solute Transport by Groundwater , 1987 .

[22]  Lynn W. Gelhar,et al.  Stochastic subsurface hydrology from theory to applications , 1986 .

[23]  D. McLaughlin,et al.  A Comparison of Numerical Solution Techniques for the Stochastic Analysis of Nonstationary, Transient, Subsurface Mass Transport , 1988 .

[24]  Peter K. Kitanidis,et al.  Comparison of Gaussian Conditional Mean and Kriging Estimation in the Geostatistical Solution of the Inverse Problem , 1985 .

[25]  E. Wood,et al.  A distributed parameter approach for evaluating the accuracy of groundwater model predictions: 1. Theory , 1988 .

[26]  S. P. Garabedian,et al.  Large-scale dispersive transport in aquifers : field experiments and reactive transport theory , 1987 .

[27]  R. Freeze A stochastic‐conceptual analysis of one‐dimensional groundwater flow in nonuniform homogeneous media , 1975 .

[28]  David L. Freyberg,et al.  Stochastic modeling of vertically averaged concentration uncertainty in a perfectly stratified aquifer , 1987 .

[29]  Allan L. Gutjahr,et al.  Stochastic analysis of spatial variability in two‐dimensional steady groundwater flow assuming stationary and nonstationary heads , 1982 .

[30]  W. Gray,et al.  A Second-Order Approach for the Modeling of Dispersive Transport in Porous Media: 1. Theoretical Development , 1986 .

[31]  A. Gutjahr,et al.  Treatment of parameter uncertainties in modeling contaminant transport in geologic media: stochastic models vs deterministic models with statistical parameter sampling , 1985 .

[32]  Allan L. Gutjahr,et al.  Stochastic models of subsurface flow: infinite versus finite domains and stationarity , 1981 .

[33]  L. Townley,et al.  Computationally Efficient Algorithms for Parameter Estimation and Uncertainty Propagation in Numerical Models of Groundwater Flow , 1985 .

[34]  L. Gelhar Stochastic Analysis of Solute Transport in Saturated and Unsaturated Porous Media , 1987 .

[35]  Dennis McLaughlin,et al.  A distributed parameter approach for evaluating the accuracy of groundwater model predictions: 2. Application to groundwater flow , 1988 .

[36]  Michael D. Dettinger,et al.  First order analysis of uncertainty in numerical models of groundwater flow part: 1. Mathematical development , 1981 .

[37]  G. Matheron,et al.  Is transport in porous media always diffusive? A counterexample , 1980 .

[38]  R. Allan Freeze,et al.  Stochastic analysis of steady state groundwater flow in a bounded domain: 2. Two‐dimensional simulations , 1979 .

[39]  C. Axness,et al.  Three‐dimensional stochastic analysis of macrodispersion in aquifers , 1983 .

[40]  G. Dagan Stochastic modeling of groundwater flow by unconditional and conditional probabilities: 1. Conditional simulation and the direct problem , 1982 .