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Reinforcement-Learning-Based IDS for 6LoWPAN.pdf (8.92 MB)
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Reinforcement-Learning-Based IDS for 6LoWPAN

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The Routing Protocol for low power Lossy networks (RPL) is a critical operational component of low power wireless personal area networks using IPv6 (6LoWPANs). In this paper we propose a Reinforcement Learning (RL) based IDS to detect various attacks on RPL in 6LoWPANs, including several unaddressed by current research. The proposed scheme can also detect previously unseen attacks and the presence of mobile intruders. The scheme is well suited to the resource constrained environments of our target networks.


History

Email Address of Submitting Author

amohammadipasikhani1@sheffield.ac.uk

ORCID of Submitting Author

0000-0003-3181-4026

Submitting Author's Institution

University of Sheffield

Submitting Author's Country

United Kingdom