The aim of this paper is to discuss a new numerical technique aimed at solving a wide variety of complex technical system optimization problems. The main advantage of this technique consists of maximum economies of a number of direct calls to a mathematical simulator of the system under consideration during search of the solution. In the paper a brief description of the basic algorithm of the proposed optimization method and an example of its use for the problem of multistage axial flow compressor designing are given.