Khlaponin Y. Methodology of improving the quality of telecommunication networks operation based on the intelligent technologies

The work is devoted to solving scientific and practical problems of increasing indicators of quality of the telecommunication networks through by using the intelligent technologies the scientific developments of which contribute to a realization of the concept of the telecommunications industry in Ukraine and to an acceleration of solving the important task - an informatization of the state. The models of neural network resources to improve quality parameters of the telecommunication systems and networks operation were further developed thus allowing to define the list of quality parameters of the telecommunication systems functioning, which in turn should be assessed by means of the neural network.. A methodology was further advanced to assess an efficiency of neural network resources of estimating the parameters of quality of the telecommunication systems and networks that function by using features of the space spline-approximation which allows to choose the most effective means in terms of a deviation from the normal behavior of the system. For the first time, a technique was established to evaluate the quality parameters of an operation of the telecommunication systems and networks based on the intelligent technology which - due to an interconnected use of the introduced approaches to verify the neural network assets and a determination of the optimal topology of the neural network - facilitated creating models and methods allowing to extend a functionality of the application of intelligent technology in an operation of the telecommunications communication systems and networks.