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Towards Detection and Mitigation of Traffic Anomalies in SDN

Authors
Kausar, NabeelaLatif, ZohaibLee, ChoonhwaIqbal, Umer
Issue Date
Dec-2021
Publisher
IEEE Computer Society
Keywords
Anomaly Detection; Intrusion Detection System; OpenFlow; Software Defined Networking
Citation
International Conference on ICT Convergence, v.2021, no.October, pp.728 - 731
Indexed
SCOPUS
Journal Title
International Conference on ICT Convergence
Volume
2021
Number
October
Start Page
728
End Page
731
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/140082
DOI
10.1109/ICTC52510.2021.9621029
ISSN
2162-1233
Abstract
In recent years, Software Defined Networking (SDN) has gained tremendous growth in networks. SDN removes the vertical integration of the networking elements and decouples the control plane from the data plane. Due to this separation, the decision-making is shifted to a centralized controller whereas, data plane devices become simple forwarding elements. This feature of SDN makes network management straightforward and provides high-level programming abstractions. Since the decision-making is shifted to a centralized controller thus, only programmable switches are used in this paradigm. For a new packet, forwarding elements send a Packet_IN message to the SDN controller. In response to this request, the controller generates a Packet_OUT message to install the flow rule entry for the incoming packet. It is worth mentioning here that the controller has no idea about the network traffic; therefore, it may install the flow rules against the anomaly traffic, reducing the overall network performance. In this paper, we propose a detection and mitigation of traffic anomalies in SDN (DMTA-SDN) where a signature-based Intrusion Detection System (IDS) is used with the controller. In case of anomalies in the traffic, the IDS communicates with the controller with the help of an external application, and the controller removes the flow rules against anomalies. Extensive simulation shows that overall network performance is improved in terms of Round Trip Time (RTT) and bandwidth.
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