Coupled estimation of flow and solute transport parameters
- 1 October 1996
- journal article
- Published by American Geophysical Union (AGU) in Water Resources Research
- Vol. 32 (10) , 3063-3076
- https://doi.org/10.1029/96wr00754
Abstract
A methodology for solving the coupled linear flow and transport inverse problem is presented. It allows the estimation of aquifer parameters (transmissivity, storativity, recharge, boundary heads and flows, leakage, dispersivity, molecular diffusion, porosity, retardation, linear decay, boundary concentrations), using their prior estimates as well as head and concentration measurements as basic information. Transient flow and transport equations are solved using the finite element method in space and a weighted finite difference scheme in time. Flow and transport domains can be one‐, two‐, or quasi three‐dimensional, applying linear one‐dimensional elements, linear two‐dimensional triangles, or bilinear two‐dimensional rectangles mixed at will. Time regimes can be transient or steady state in any equation (flow or transport). Parameters are estimated on the basis of maximum likelihood theory, which allows us to obtain information about parameters' uncertainty. Minimization of the negative log likelihood is performed using Marquardt's method. The applicability of the method is shown by means of two real examples. They illustrate that the proposed approach can successfully address model selection, parameter uncertainty, and nontrivial identifiability problems. Estimation of time‐dependent sources and the role of prior estimates are also addressed in the examples. While the formulation of the problem leaves room for both stochastic and deterministic treatment of hydraulic parameters, the latter has been adopted in both examples. Limitations of the approach are also apparent.Keywords
This publication has 22 references indexed in Scilit:
- A composite L1 parameter estimator for model fitting in groundwater flow and solute transport simulationWater Resources Research, 1993
- Simultaneous parameter estimation and contaminant source characterization for coupled groundwater flow and contaminant transport modellingJournal of Hydrology, 1992
- A Comparison of Four Inverse Approaches to Groundwater Flow and Transport Parameter IdentificationWater Resources Research, 1991
- Coupled inverse problems in groundwater modeling: 1. Sensitivity analysis and parameter identificationWater Resources Research, 1990
- Estimation of spatial recharge distribution using environmental isotopes and hydrochemical data, I. Mathematical model and application to synthetic dataJournal of Hydrology, 1988
- Simultaneous confidence and prediction intervals for nonlinear regression models with application to a groundwater flow modelWater Resources Research, 1987
- Parameter Identification of a Ground‐Water Contaminant Transport ModelGroundwater, 1986
- Identifying sources of groundwater pollution: An optimization approachWater Resources Research, 1983
- A statistical approach to the inverse problem of aquifer hydrology: 1. TheoryWater Resources Research, 1979
- Identification of aquifer dispersivities in two‐dimensional transient groundwater Contaminant transport: An optimization approachWater Resources Research, 1979