TIIS (한국인터넷정보학회)
Current Result Document :
| 한글제목(Korean Title) |
A Machine Learning-based Real-time Monitoring System for Classification of Elephant Flows on KOREN |
| 영문제목(English Title) |
A Machine Learning-based Real-time Monitoring System for Classification of Elephant Flows on KOREN |
| 저자(Author) |
Waleed Akbar
Javier J. D. Rivera
Khan T. Ahmed
Afaq Muhammad
Wang-Cheol Song
|
| 원문수록처(Citation) |
VOL 16 NO. 8 PP. 2801 ~ 2815 (2022. 8) |
한글내용
(Korean Abstract) |
|
영문내용
(English Abstract) |
With the advent and realization of Software Defined Network (SDN) architecture, many organizations are now shifting towards this paradigm. SDN brings more control, higher scalability, and serene elasticity. The SDN spontaneously changes the network configuration according to the dynamic network requirements inside the constrained environments. Therefore, a monitoring system that can monitor the physical and virtual entities is needed to operate this type of network technology with high efficiency and proficiency. In this manuscript, we propose a real-time monitoring system for data collection and visualization that includes the Prometheus, node exporter, and Grafana. A node exporter is configured on the physical devices to collect the physical and virtual entities resources utilization logs. A real-time Prometheus database is configured to collect and store the data from all the exporters. Furthermore, the Grafana is affixed with Prometheus to visualize the current network status and device provisioning. A monitoring system is deployed on the physical infrastructure of the KOREN topology. Data collected by the monitoring system is further pre-processed and restructured into a dataset. A monitoring system is further enhanced by including machine learning techniques applied on the formatted datasets to identify the elephant flows. Additionally, a Random Forest is trained on our generated labeled datasets, and the classification models’ performance are verified using accuracy metrics. |
| 키워드(Keyword) |
Software Defined Network (SDN)
Real-time monitoring
KOREN
NetFlow
Machine learning
Elephant flows
|
| 파일첨부 |
PDF 다운로드
|
