Denial of Service Attacks Detection in Software-Defined Wireless Sensor Networks

被引:5
|
作者
Nunez Segura, Gustavo A. [1 ]
Skaperas, Sotiris [2 ]
Chorti, Arsenia [3 ]
Mamatas, Lefteris [2 ]
Margi, Cintia Borges [1 ]
机构
[1] Univ Sao Paulo, Escola Politecn, Sao Paulo, Brazil
[2] Univ Macedonia, Dept Appl Informat, Thessaloniki, Greece
[3] CY Univ, ETIS UMR8051, ENSEA, CNRS, F-95000 Cergy, France
基金
巴西圣保罗研究基金会;
关键词
Software-defined networking; intrusion detection; wireless sensor networks;
D O I
10.1109/iccworkshops49005.2020.9145136
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Software-defined networking (SDN) is a promising technology to overcome many challenges in wireless sensor networks (WSN), particularly with respect to flexibility and reuse. Conversely, the centralization and the planes' separation turn SDNs vulnerable to new security threats in the general context of distributed denial of service (DDoS) attacks. State-of-the-art approaches to identify DDoS do not always take into consideration restrictions in typical WSNs e.g., computational complexity and power constraints, while further performance improvement is always a target. The objective of this work is to propose a lightweight but very efficient DDoS attack detection approach using change point analysis. Our approach has a high detection rate and linear complexity, so that it is suitable for WSNs. We demonstrate the performance of our detector in software-defined WSNs of 36 and 100 nodes with varying attack intensity (the number of attackers ranges from 5% to 20% of nodes). We use change point detectors to monitor anomalies in two metrics: the data packets delivery rate and the control packets overhead. Our results show that with increasing intensity of attack, our approach can achieve a detection rate close to 100% and that the type of attack can also be inferred.
引用
收藏
页数:7
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