Development of Data Structures using the DataGuard SIEM-DLP Algorithm for Data Loss Prevention and Data Analysis in Distributed Communication Networks

The research entitled “Development of Data Structures Using the DataGuard SIEM-DLP Algorithm for Data Loss Prevention and Data Analysis in Distributed Communication Networks” aims to develop the DataGuard SIEM-DLP algorithm. This study established two main research hypotheses: (1) to enhance the efficiency of security and safety in distributed communication networks, and (2) to develop a data structure based on the DataGuard SIEM-DLP algorithm that can operate with stability and support real-time processing within the specified time frame. The results of the data analysis can be summarized as follows: (1) system performance analysis showed an average of 95.7%, (2) time efficiency analysis during testing ranged between 25–100%, (3) data replication experiments achieved an average of 98.5%, and (4) data loss prevention testing showed an average of 91–94%. The datasets used for testing the DataGuard SIEM-DLP algorithm were obtained from the UNSW-NB15 and CIC-IDS2017 databases. Overall, the analysis revealed that the DataGuard SIEM-DLP algorithm reduced data loss during communication by up to 30% and increased data analysis efficiency by up to 90%. In addition, the distributed communication network system operated with significantly greater stability and efficiency.