Research Article
Using the Cumulative Sum Algorithm Against Distributed Denial of Service Attacks in Internet of Things
969 downloads
@INPROCEEDINGS{10.1007/978-3-319-29236-6_7, author={Pheeha Machaka and Andre McDonald and Fulufhelo Nelwamondo and Antoine Bagula}, title={Using the Cumulative Sum Algorithm Against Distributed Denial of Service Attacks in Internet of Things}, proceedings={Context-Aware Systems and Applications. 4th International Conference, ICCASA 2015, Vung Tau, Vietnam, November 26-27, 2015, Revised Selected Papers}, proceedings_a={ICCASA}, year={2016}, month={4}, keywords={Anomaly detection Internet of things Change detection Distributed denial of service TCP SYN flooding Cumulative sum Intrusion detection}, doi={10.1007/978-3-319-29236-6_7} }- Pheeha Machaka
Andre McDonald
Fulufhelo Nelwamondo
Antoine Bagula
Year: 2016
Using the Cumulative Sum Algorithm Against Distributed Denial of Service Attacks in Internet of Things
ICCASA
Springer
DOI: 10.1007/978-3-319-29236-6_7
Abstract
The paper presents the threats that are present in Internet of Things (IoT) systems and how they can be used to perpetuate a large scale DDoS attack. The paper investigates how the Cumulative Sum (CUSUM) algorithm can be used to detect a DDoS attack originating from an IoT system, and how the performance of the algorithm is affected by its tuning parameters and various network attack intensities. The performance of the algorithm is measured against the trade-off between the algorithm’s detection rate, false alarm and detection delay. The performance results are analysed and discussed and avenues for future work are provided.
Copyright © 2015–2024 ICST