This paper is dedicated to new issue in applications of ANN to restore of relative permeability curves. Relative permeability analyses arc very long and expensive type of measurements, so it is necessary to interpolate them with the use of ANN and results of such type of data like capillary pressure parameters and permeability to air. Such type of investigations were used for several type of reservoir rocks (Rotliegend sandstones, Miocene sandstones, Cenomanc sandstones and Carboniferous sandstones). Obtained results show that ANN correlation method gives reliable values of relative permeability parameters. New version of Neural Work (extended of genetic algorithm) was applied
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