IoT devices recognition through network traffic analysis

MR Shahid, G Blanc, Z Zhang… - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
The growing Internet of Things (IoT) market introduces new challenges for network activity
monitoring. Legacy network monitoring is not tailored to cope with the huge diversity of smart …

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 …

Characterizing and classifying IoT traffic in smart cities and campuses

A Sivanathan, D Sherratt… - … IEEE Conference on …, 2017 - ieeexplore.ieee.org
Campuses and cities of the near future will be equipped with vast numbers of IoT devices.
Operators of such environments may not even be fully aware of their IoT assets, let alone …

Iot device identification using deep learning

J Kotak, Y Elovici - … Conference on Computational Intelligence in Security …, 2021 - Springer
The growing use of IoT devices in organizations has increased the number of attack vectors
available to attackers due to the less secure nature of the devices. The widely adopted bring …

ProfilIoT: A machine learning approach for IoT device identification based on network traffic analysis

Y Meidan, M Bohadana, A Shabtai… - Proceedings of the …, 2017 - dl.acm.org
In this work we apply machine learning algorithms on network traffic data for accurate
identification of IoT devices connected to a network. To train and evaluate the classifier, we …

Iot device identification via network-flow based fingerprinting and learning

SA Hamad, WE Zhang, QZ Sheng… - 2019 18th IEEE …, 2019 - ieeexplore.ieee.org
Nowadays, increasing number of intelligent devices and smart sensors are connected by
Internet of Things (IoT) techniques, and have helped people to manage and improve their …

Inferring iot device types from network behavior using unsupervised clustering

A Sivanathan, HH Gharakheili… - 2019 IEEE 44th …, 2019 - ieeexplore.ieee.org
The Internet-of-Things (IoT) is increasingly becoming a major challenge for network
administrators to monitor and manage connected devices and sensors, ranging from smart …

Classifying IoT devices in smart environments using network traffic characteristics

A Sivanathan, HH Gharakheili, F Loi… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
The Internet of Things (IoT) is being hailed as the next wave revolutionizing our society, and
smart homes, enterprises, and cities are increasingly being equipped with a plethora of IoT …

Can we classify an iot device using tcp port scan?

A Sivanathan, HH Gharakheili… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
The explosion in the number of Internet-of-Things connecting to smart environments has
increased the demand for obtaining visibility into these devices among network operators …

DeviceMien: network device behavior modeling for identifying unknown IoT devices

J Ortiz, C Crawford, F Le - … of the International Conference on Internet of …, 2019 - dl.acm.org
With the explosion of IoT device use, networks are becoming more vulnerable to attack.
Network administrators need better tools to verify and discover these devices in order to …