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SBAR: SDN flow-based monitoring and application recognition

Authors :
Pere Barlet-Ros
José Suárez-Varela
Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors
Universitat Politècnica de Catalunya. CBA - Sistemes de Comunicacions i Arquitectures de Banda Ampla
Source :
UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), Recercat. Dipósit de la Recerca de Catalunya, instname, SOSR, Proceedings of the Symposium on SDN Research-SOSR 18, Proceedings of the Symposium on SDN Research -SOSR '18
Publication Year :
2018
Publisher :
Association for Computing Machinery (ACM), 2018.

Abstract

We present SBAR, a monitoring system compliant with OpenFlow that provides flow-level measurement reports similar to those of NetFlow in traditional networks, but additionally enriched with labels that classify flows at the application layer. For the sake of scalability, we implement flow sampling to control both, the processing overhead in SDN controllers and the memory needed in switches to maintain the flow measurements. Moreover, we leverage the particularities of OpenFlow networks to implement a combination of classification techniques based on DPI and Machine Learning without incurring in high overheads. In particular, we accurately classify the traffic at two different levels: (i) every monitored flow is classified by application protocol, and (ii) for web and encrypted traffic, we apply specific DPI techniques to identify the applications generating each flow. In our demo, we will use real-world traffic to generate flow-level reports with SBAR that are then processed by a commercial monitoring tool to provide a comprehensive high-level view of the traffic in the network [6].

Details

Language :
English
Database :
OpenAIRE
Journal :
UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), Recercat. Dipósit de la Recerca de Catalunya, instname, SOSR, Proceedings of the Symposium on SDN Research-SOSR 18, Proceedings of the Symposium on SDN Research -SOSR '18
Accession number :
edsair.doi.dedup.....7be7c5d4766e19cfabf23cb9ea463bef