This monograph is devoted to the neural network methods for monitoring dynamic objects during the development of operating mode (using the example of helicopter turboshaft engines in flight operation mode). The variants of neural network monitoring methods have been developed depending on the operating modes. A method for optimising the object operating parameters for further operation has been developed.