In this paper we examine 10 different functions in order (a) to test specific parameter of a parallel execution of memetic algorithms and (b) to evaluate the general computational behavior of MAs. The available theoretical analysis on memetic algorithms does not offer a tool which could help in a generalized adjustment of control parameters, leaving the choice of the proper operators, parameter...