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This paper describes a modeling technique for reservoir development using full physics and proxy simulations. Traditionally,<br>full physics simulation involves gridding and discretization, fluid property calculations, displacement modeling, assembling<br>matrix equations, and solving the equations over time. In the gridding step, the reservoir is divided into a collection of cells<br>on which the governing equations for multiphase flow are rewritten in discrete form.