The paper deals with several selection schemes which evolve fault-tolerant PLD-based systems using genetic algorithms. It has been suggested to use the new normalized rank selection method instead of common rank selection while designing PLD-based systems. The considered selection schemes have been investigated by the example of heating controller for AN-70 plane.