System and method for analyzing genertic algorithms

Systems and methods consistent with the present invention analyze control parameters of evolutionary algorithms. To this end, the system determines the value of a control parameter that controls the operation of the evolutionary algorithm. The system then executes the evolutionary algorithm according to the determined value of the control parameter to obtain a response value. Finally, the system determines an effect vector describing how a change in the value of the control parameter affects the response value. Systems and methods consistent with the present invention may also predict how changing the levels of a control parameter will affect the response value of the evolutionary algorithm. The system may also normalize an objective function of the evolutionary algorithm such that control parameters of the objective function have a relatively equal effect on the overall objective function.