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IoTDevID: A Behavior-Based Device Identification Method for the IoT [article]

Kahraman Kostas, Mike Just, Michael A. Lones
2021 arXiv   pre-print
In this study, we present a machine learning-based method, IoTDevID, that recognizes devices through characteristics of their network packets.  ...  Unlike most existing approaches to IoT device identification, IoTDevID is able to detect devices using non-IP and low-energy protocols.  ...  In this paper, we introduce a new IoT device identification (fingerprint) method that models the behaviour of the network packets communicated by the devices.  ... 
arXiv:2102.08866v2 fatcat:zalilwdol5e65m4uxpfmthmyv4