Networking estimation of the quality of management telecommunication systems

DOI: 10.31673/2412-4338.2018.041419

Abstract

An important direction in the development of telecommunication networks is the use of means of automatic recognition of its parameters and information circulating in it. It is noted that currently there are insufficiently studied probes of neural network recognition of signals received at various sections of telecommunications networks. The article proposes a scheme for using a neural network to evaluate the management of telecommunications networks. The explanation of the functioning of the blocks of the proposed scheme is provided. The scheme of interaction of the components of the neural network system for assessing the quality of the communication network operation is proposed. Effectiveness of functioning of telecommunication networks under the control of the neural network should be evaluated from the point of view of the efficiency of the process of using neural network resources and in terms of their training. Probabilistic Neural Networks (PNN) have a high potential for evaluating quality parameters. It is proposed to use a modified PNN with an intermediate filtering layer of neurons to reduce the number of neurons in the computation layer. The effectiveness of neural network tools for assessing the parameters of the quality parameters of telecommunications networks largely depends on the correspondence of the type and parameters of neural network models to the conditions of the task. In general, the requirements for such a network can be divided into groups that characterize learning, "intellectual capabilities" and the decisionmaking process. Requirements for the training of modified PNN, its intellectual capabilities and requirements to the decision-making process are presented.

Key words: neural network estimation, neural network model, quality of management, telecommunication network, probabilistic neural networks.

References
1. Kryvutsa V. H., Steklov V. K., Berkman L. N., Kostyk B.Ya., Oliinyk V. F., Skliarenko S. М. and other. "Telecommunication management with application of the latest technologies." Kyiv: Tekhnika (2007): 384. Print.
2. Melnyk Yu.V., Makarenko A. O., Kilmeninov O. A. "Model of management of a telecommunication network based on a neural network and evaluation of its functioning." Naukovi zapysky Ukrainskoho naukovo-doslidnoho insnstytutu zviazku 4(48) (2017): 30-35. Print
3. Khlaponin Yu. I. "Information security management based on intelligent technologies." Technology audit and production reserves 6/4(20) (2014): 47-50. Print.
4. Callan R. "Basic concepts of neural networks." Moscow: Viliams (2003): 288. Print/
5. Tarhov D. A. Neuronetwork models and algorithms. Moskva: Publishing house “Radiotekhnika”, Russia (2014): 352 p.