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Compositional reservoir simulation runs involve, among others, the solution of the phase behavior of the hydrocarbon fluid phases at each block and at each time step. This iterative, high CPU time demanding calculation renders history matching and production optimization as extremely time consuming tasks. This paper presents a review of the available methods for speeding up the conventional phase behavior computations during compositional simulation Emphasis is given to the fluid-specific soft computing models whi...