Evolutionary computation (EC) is an alternate form of technical problem-solving that uses biologically-inspired algorithms to predict optimized solutions. In aerospace engineering, minimizing the amount of fuel needed to reach a certain orbit is very important so the weight of a rocket can be reduced. By comparing the solution produced using the EC algorithms to the known solution of an orbit transfer problem, the algorithms can be refined for accuracy and applied to other spacecraft maneuvers.