Models of Telecommunications Network Monitoring Based on Knowledge Graphs

Abstract

The article deals with tasks facing today's telecommunications network monitoring systems used by cable television operators and the models employed to achieve them. The work formulates a task for statistical analysis of customer behavior when choosing the application and the content to be played in the context of geographic location/ scale of charges/ time of day, etc., which is not achieved by means of traditional monitoring systems. The article also formulates a definition for a knowledge graph and covers the areas of validity of models based on knowledge graphs for telecommunications network monitoring systems. The issues of developing an ontological model of a cable television operator telecommunications network to generate a knowledge graph are considered. Drawing on the analysis carried out, a particular model of a network of a cable television operator based on a knowledge graph is proposed, and the model results obtained on the example of solving a particular task are presented. The scenarios of using the knowledge graph in analyzing the telecommunications network dynamic data are considered. The key principles of creating a generalized model of telecommunications network monitoring based on a knowledge graph are formulated.