A. Abubakar et Pm. Van Den Berg, Iterative reconstructions of electrical conductivity from multiexperiment low-frequency electromagnetic data, RADIO SCI, 35(6), 2000, pp. 1293-1306
We discuss the extensions of the contrast source inversion (CSI) method to
incorporate multiexperiment data. The simplest way to use the multiexperime
nt data is by using the frequency-hopping method. In this method, we first
solve the inverse problem for a particular experiment and then use the resu
lts as the initial estimates for the inversion of the next experiment. In t
his paper, we have first modified the CSI method so that the results of the
inversion from one experiment can be used as input for the inversion of th
e next experiment, where we only have to invert the differences in material
properties and fields. A more sophisticated way to incorporate the multiex
periment data is to invert all available data sets simultaneously. To that
end, we introduce two cost functionals. The first is the traditional cost f
unctional where the cost functional of each experiment is added and weighte
d. The second is the multiplicative cost functional, where instead of addin
g the cost functional of each experiment we take the product of the cost fu
nctional of each experiment. The main advantage of the last cost functional
is that the weights of different experiments are determined by the iterati
ve process itself. We consider both the inversion from multifrequency induc
tion-logging data and the joint inversion from induction- and electrode-log
ging data in three-dimensional cross-well and single-well configurations.