Th. Skaggs et Da. Barry, SENSITIVITY METHODS FOR TIME-CONTINUOUS, SPATIALLY DISCRETE GROUNDWATER CONTAMINANT TRANSPORT MODELS, Water resources research, 32(8), 1996, pp. 2409-2420
Existing sensitivity methods for spatially discrete groundwater contam
inant transport models have been developed for time-stepping numerical
algorithms and cannot be readily used with time-continuous approaches
to transport simulation, such as the Laplace transform Galerkin techn
ique. We develop direct and adjoint sensitivity methods in which sensi
tivity coefficients are computed in the Laplace domain and inverted nu
merically to the time domain. The methods are computationally efficien
t when used in conjunction with time-continuous transport equations. T
he relative efficiency of the two methods depends on the number of mod
el parameters, number of performance measures, and number of spatial d
iscretization nodes. The adjoint method is favored when the number of
performance measures is much smaller than the number of model paramete
rs. The adjoint method is limited in that performance measures are res
tricted to being linear functions of state variables. A two-dimensiona
l transport example is developed in detail, and sensitivities with res
pect to nodal hydraulic conductivities are computed. In the problems a
nalyzed, the direct and adjoint methods are 9 to 156 times faster than
the perturbation method, with the computational savings increasing as
the size of the problem is increased.