Abstract
In the chapter we discuss the use of sequential Gaussian simulations in order to create geostatistical initial guesses for an earlier introduced level set based shape reconstruction algorithm for the history matching problem in reservoir characterization. We present and discuss numerical results which compare the performance of the reconstruction algorithm for these different initial guesses.