Effective Parameter Optimization for Ground‐Water Model Calibration
- 1 January 1995
- journal article
- Published by Wiley in Groundwater
- Vol. 33 (1) , 42-48
- https://doi.org/10.1111/j.1745-6584.1995.tb00261.x
Abstract
This paper shows that the Levenberg‐Marquardt method, modified to limit the parameter update steps to within a specified range, effectively optimizes a set of parameters in a ground‐water model. In doing so it performs better than more complicated conjugate gradient algorithms.The method has been applied to the synthetic ground‐water problem of Carrera and Neuman (1986b), which has been used previously to test calibration method performance. The descent of the error criterion and the simultaneous approach of the parameters to their optimum values are smooth, both with perfect and erroneous head observation data.It is shown that least‐squares optimization can be done effectively in a simple manner and that it can be easily integrated with practical ground‐water modeling. No changes have to be made to the model code. This ease of implementation is emphasized by the fact that all modeling presented here was done using an ordinary spreadsheet program on a PC.Keywords
This publication has 9 references indexed in Scilit:
- State of the Art of the Inverse Problem Applied to the Flow and Solute Transport EquationsPublished by Springer Nature ,1988
- Estimation of Aquifer Parameters Under Transient and Steady State Conditions: 3. Application to Synthetic and Field DataWater Resources Research, 1986
- Estimation of Aquifer Parameters Under Transient and Steady State Conditions: 2. Uniqueness, Stability, and Solution AlgorithmsWater Resources Research, 1986
- Estimation of Aquifer Parameters Under Transient and Steady State Conditions: 1. Maximum Likelihood Method Incorporating Prior InformationWater Resources Research, 1986
- Review of Parameter Identification Procedures in Groundwater Hydrology: The Inverse ProblemWater Resources Research, 1986
- Identification of Parameter Structure in Groundwater Inverse ProblemWater Resources Research, 1985
- THE POWER OF THE ELECTRONIC WORKSHEET: MODELING WITHOUT SPECIAL PROGRAMSGroundwater, 1985
- Sensitivity Analysis for Steady State Groundwater Flow Using Adjoint OperatorsWater Resources Research, 1985
- Aquifer parameter identification with optimum dimension in parameterizationWater Resources Research, 1981