Stochastic Modeling of Groundwater Flow by Unconditional and Conditional Probabilities: The Inverse Problem
Author:
- Gedeon DaganGDGedeon Dagan
- 8 January 1985
- journal article
- Published by American Geophysical Union (AGU) in Water Resources Research
- Vol. 21 (1) , 65-72
Abstract
The inverse problem is defined here as follows: determine the transmissivity at varius points, given the shape and boundary of the aquifer and recharge intensity and given a set of measured log‐transmissivity Y and head H values at a few points. The log‐transmissivity distribution is regarded as a realization of a random function of normal and stationary unconditional probability density function (pdf). The solution of the inverse problem is the conditional normal pdf of Y, conditioned on measured H and Y, which is expressed in terms of the unconditional joint pdf of Y and H. The problem is reduced to determining the unconditional head‐log‐transmissivity covariance and head variogram for a selected Y covariance which depends on a few unknown parameters. This is achieved by solving a first‐order approximation of the flow equations. The method is illustrated for an exponential Y covariance, and the effect of head and transmissivity measurements upon the reduction of uncertainty of Y is investigated systematically. It is shown that measurement of H has a lesser impact than those of Y, but a judicious combination may lead to significant reduction of the predicted variance of Y. Possible applications to real aquifers are outlined.Keywords
This publication has 13 references indexed in Scilit:
- An Application of the Geostatistical Approach to the Inverse Problem in Two‐Dimensional Groundwater ModelingWater Resources Research, 1984
- Reply [to “Comment On ‘Three‐dimensional stochastic analysis of macrodispersion in aquifers’ by Lynn W. Gelhar and Carl L. Axness”]Water Resources Research, 1983
- A geostatistical approach to the inverse problem in groundwater modeling (steady state) and one‐dimensional simulationsWater Resources Research, 1983
- Stochastic analysis of spatial variability in two‐dimensional steady groundwater flow assuming stationary and nonstationary headsWater Resources Research, 1982
- Stochastic modeling of groundwater flow by unconditional and conditional probabilities: 1. Conditional simulation and the direct problemWater Resources Research, 1982
- Effects of kriging and inverse modeling on conditional simulation of the Avra Valley Aquifer in southern ArizonaWater Resources Research, 1982
- Theoretical head variograms for steady flow in statistically homogeneous aquifersWater Resources Research, 1980
- A statistical approach to the inverse problem of aquifer hydrology: 3. Improved solution method and added perspectiveWater Resources Research, 1980
- Statistical Continuum TheoriesAmerican Journal of Physics, 1968
- In-Place Determination of Permeability Distribution for Heterogeneous Porous Media Through Analysis of Energy DissipationSociety of Petroleum Engineers Journal, 1968