TELKOMNIKA Telecommunication, Computing, Electronics and Control
Database techniques for resilient network monitoring and inspection
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Database techniques for resilient network monitoring and inspection
Database techniques for resilient network monitoring and inspection
Subject
Database techniques, Elasticsearch, Monitoring, Network, Query optimization, Write optimized database
Description
Network connection logs have long been recognized as integral to proper network security, maintenance, and performance management. This paper provides a development of distributed systems and write optimized databases: However, even a somewhat sizable network will generate large amounts of logs at very high rates. This paper explains why many storage methods are insufficient for providing real-time analysis on sizable datasets and examines database techniques attempt to address this challenge. We argue that sufficient methods include distributing storage, computation, and write optimized datastructures (WOD). Diventi, a project developed by Sandia National Laboratories, is here used to evaluate the potential of WODs to manage large datasets of network connection logs. It can ingest billions of connection logs at rates over 100,000 events per second while allowing most queries to complete in under one second. Storage and computation distribution are then evaluated using Elastic-search, an open-source distributed search and analytics engine. Then, to provide an example application of these databases, we develop a simple analytic which collects statistical information and classifies IP addresses based upon behavior. Finally, we examine the results of running the proposed analytic in real-time upon broconn (now Zeek) flow data collected by Diventi at IEEE/ACM Supercomputing 2019.
Creator
Zahraa A. Jaaz, Suha Sahib Oleiwi, Seba Aziz Sahy, Israa Albarazanchi
Source
DOI: 10.12928/TELKOMNIKA.v18i5.14305
Publisher
Universitas Ahmad Dahlan
Date
October 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Zahraa A. Jaaz, Suha Sahib Oleiwi, Seba Aziz Sahy, Israa Albarazanchi, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Database techniques for resilient network monitoring and inspection,” Repository Horizon University Indonesia, accessed November 22, 2024, https://repository.horizon.ac.id/items/show/4063.
Database techniques for resilient network monitoring and inspection,” Repository Horizon University Indonesia, accessed November 22, 2024, https://repository.horizon.ac.id/items/show/4063.