ByteIoT: A practical IoT device identification system based on packet length distribution

C Duan, H Gao, G Song, J Yang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
A tremendous amount of Internet-of-Things (IoT) devices have been deployed in recent
years, bringing new challenges for network management and cyber security. It is important …

Automatic device classification from network traffic streams of internet of things

L Bai, L Yao, SS Kanhere, X Wang… - 2018 IEEE 43rd …, 2018 - ieeexplore.ieee.org
With the widespread adoption of Internet of Things (IoT), billions of everyday objects are
being connected to the Internet. Effective management of these devices to support reliable …

IoT traffic: Modeling and measurement experiments

H Nguyen-An, T Silverston, T Yamazaki, T Miyoshi - IoT, 2021 - mdpi.com
We now use the Internet of things (IoT) in our everyday lives. The novel IoT devices collect
cyber–physical data and provide information on the environment. Hence, IoT traffic will count …

Deep Learning Approaches for Network Traffic Classification in the Internet of Things (IoT): A Survey

JH Kalwar, S Bhatti - arXiv preprint arXiv:2402.00920, 2024 - arxiv.org
The Internet of Things (IoT) has witnessed unprecedented growth, resulting in a massive
influx of diverse network traffic from interconnected devices. Effectively classifying this …

Packet length spectral analysis for IoT flow classification using ensemble learning

G Cirillo, R Passerone - IEEE Access, 2020 - ieeexplore.ieee.org
With the proliferation of ubiquitous and autonomous devices for sensing, control, monitoring
and conditioning, the Internet of Things (IoT) holds a great potential for the development of …

A Multi-Perspective Feature Approach to Few-Shot Classification of IoT Traffic

X Ma, Y Wang, Y Lai, W Jia, Z Zhao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The realization of Internet of Things (IoT) traffic classification is crucial to the management
and monitoring of the IoT network. Performing IoT traffic classification under a few-shot …

Network traffic analysis based iot device identification

RR Chowdhury, S Aneja, N Aneja, E Abas - … on Big Data and Internet of …, 2020 - dl.acm.org
Device identification is the process of identifying a device on Internet without using its
assigned network or other credentials. The sharp rise of usage in Internet of Things (IoT) …

[PDF][PDF] Machine learning for internet of things classification using network traffic parameters

L Elhaloui, S El Filali, MTEH Benlahmer… - International Journal of …, 2023 - academia.edu
With the growth of the internet of things (IoT) smart objects, managing these objects
becomes a very important challenge, to know the total number of interconnected objects on …

Machine learning techniques for traffic identification and classifiacation in SDWSN: A survey

R Thupae, B Isong, N Gasela… - IECON 2018-44th …, 2018 - ieeexplore.ieee.org
Software defined network (SDN) is a paradigm developed achieve great flexibility and cope
with the limitations of traditional networks architecture such as the wireless sensor networks …

Deep neural networks for application awareness in SDN-based network

J Xu, J Wang, Q Qi, H Sun, B He - 2018 IEEE 28th International …, 2018 - ieeexplore.ieee.org
Accurate traffic classification is essential for traffic engineering and Quality of Service (QoS)
guarantee, especially in Internet of Things (IoT). Different applications have different network …