Yy. Xiang et al., PARAMETER-IDENTIFICATION FOR GROUNDWATER-FLOW AND SOLUTE TRANSPORT SIMULATION - A COMPARISON OF L(1) AND L(2) ESTIMATORS, Hydrological sciences journal, 39(1), 1994, pp. 65-79
This paper presents a comparison between an L2 estimator and an L1 est
imator for solving parameter identification problems in groundwater fl
ow and solute transport simulation. The L1 estimator is formulated usi
ng a weighted L1-norm as the error measure between the vector of the o
bserved hydraulic heads and solute concentrations and the vector of th
e simulated heads and concentrations. The simulation model is comprise
d of a finite element formulation for steady-state groundwater flow an
d solute transport in a two-dimensional vertically averaged aquifer sy
stem. The gradients of the state variables with respect to the paramet
ers are computed using a state sensitivity method. Posterior statistic
al inferences are conducted. The solutions to two sets of hypothetical
groundwater parameter estimation problems illustrate that the L1 esti
mator is more robust than the L2 estimator in handling observation dat
a containing certain outliers.