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IoT Device Identification Using Unsupervised Machine Learning

open access: yesInformation, 2023
Device identification is a fundamental issue in the Internet of Things (IoT). Many critical services, including access control and intrusion prevention, are built on correctly identifying each unique device in a network.
Carson Koball   +4 more
doaj   +3 more sources

IoT Device Identification Using Directional Packet Length Sequences and 1D-CNN

open access: yesSensors, 2022
With the large-scale application of the Internet of Things (IoT), security issues have become increasingly prominent. Device identification is an effective way to secure IoT environment by quickly identifying the category or model of devices in the ...
Xiangyu Liu, Yi Han, Yanhui Du
doaj   +3 more sources

WYSIWYG: IoT Device Identification Based on WebUI Login Pages

open access: yesSensors, 2022
With the improvement of intelligence and interconnection, Internet of Things (IoT) devices tend to become more vulnerable and exposed to many threats.
Ruimin Wang   +4 more
doaj   +3 more sources

Automated IoT Device Identification Based on Full Packet Information Using Real-Time Network Traffic

open access: yesSensors, 2021
In an Internet of Things (IoT) environment, a large volume of potentially confidential data might be leaked from sensors installed everywhere. To ensure the authenticity of such sensitive data, it is important to initially verify the source of data and ...
Narges Yousefnezhad   +2 more
doaj   +3 more sources

Role of Device Identification and Manufacturer Usage Description in IoT Security: A Survey

open access: yesIEEE Access, 2021
This paper presents an overview of device identification techniques and the Manufacturer Usage Description (MUD) standard used for the Internet of things to reduce the IoT attack surface.
Noman Mazhar   +3 more
doaj   +3 more sources

A Time-efficient Multi-Protocol Probe Scheme for Fine-grain IoT Device Identification

open access: yesSensors, 2020
Internet of Things (IoT) devices connected to the Internet are exploding, which poses a significant threat for their management and security protection. IoT device identification is a prerequisite for discovering, monitoring, and protecting these devices.
Dan Yu   +4 more
doaj   +3 more sources

Device Identification Interoperability in Heterogeneous IoT Platforms

open access: yesSensors, 2019
With the continuous improvement of Internet of Things (IoT) technologies, various IoT platforms are under development. However, each IoT platform is developed based on its own device identification system.
Jahoon Koo, Se-Ra Oh, Young-Gab Kim
doaj   +3 more sources

GNN for LoRa Device Fingerprint Identification

open access: yesIEEE Open Journal of the Communications Society
This paper presents a deep learning-based system for the classification and identification of LoRa signals. The system initially preprocesses the RSSI and phase of LoRa signals and then maps them into a high-dimensional space via a FNN(Feed-Forward ...
Bojun Zhang
doaj   +2 more sources

Revisiting IoT Device Identification. [PDF]

open access: yesCoRR, 2021
To appear in TMA 2021 conference. 9 pages, 6 figures.
Kolcun, Roman   +6 more
openaire   +5 more sources

Using the measurement of radiation emission to recognise the device [PDF]

open access: yesBiuletyn Wojskowej Akademii Technicznej, 2022
The article describes currently available knowledge related to the universally understoodissues of electromagnetic compatibility. It describes the basic concepts that will allow you to understandhow broad this scientific field is and how much it affects ...
Mateusz Gajowniczek, Marian Wnuk
doaj   +1 more source

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