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SBAR: SDN flow-based monitoring and application recognition
- 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].
- Subjects :
- Application layers
OpenFlow
Informàtica::Intel·ligència artificial::Aprenentatge automàtic [Àrees temàtiques de la UPC]
Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors [Àrees temàtiques de la UPC]
Computer science
Flow level measurement
Real-time computing
Classification technique
02 engineering and technology
Encryption
Software defined networking
Application protocols
Traffic measurements
NetFlow
Machine learning
Aprenentatge automàtic
0202 electrical engineering, electronic engineering, information engineering
Leverage (statistics)
Software-defined networking
Processing overhead
Computer networks
Openflow
Traffic measurement
Learning systems
business.industry
Traffic classification
020206 networking & telecommunications
Application layer
Telecommunication traffic
Flow measurement
Scalability
020201 artificial intelligence & image processing
business
Ordinadors, Xarxes d'
Subjects
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