Intelligent device recognition of internet of things based on …
Jun 1, 2024 · The research adopted ML technology to achieve efficient and accurate identification of IoT devices through lightweight device identification methods and a comprehensive optimization algorithm selection framework.
Networked Device Identification: A Survey - IEEE Xplore
Oct 11, 2021 · Networked device identification can be used in many fields, such as threat perception and early warning, device authentication, anti-identification, and enterprise understanding of equipment asset distribution.
Research on Detection and Identification Technology of …
Finally, we discuss the empowering effect of artificial intelligence technology on the detection and identification of intelligent devices in cyberspace from three aspects: automatically generating fingerprints, extracting fingerprint semantic information, and identifying “special traffic”.
IoT Device Identification Using Unsupervised Machine Learning
May 31, 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. However, device identification faces many challenges in the IoT.
Identification of IoT Devices Based on Hardware and Software ...
Jul 4, 2024 · To address the challenges of access and identification for a vast number of devices with diverse functions in the era of the Internet of things (IoT), we propose an IoT device identification method based on hardware and software fingerprint features.
identification of IoT devices along with the detection of compromised or falsified ones from the viewpoint of passive surveillance agents or network operators. We classify the IoT device identification and detection into four . ategories: device-specific pattern recognition, Deep Learning enabled device iden.
Title: Machine Learning for the Detection and Identification of ...
Jan 25, 2021 · In this paper, we provide a comprehensive survey on machine learning technologies for the identification of IoT devices along with the detection of compromised or falsified ones from the viewpoint of passive surveillance agents or network operators.
Intelligent Identification of Unauthorized Internet of Things Devices …
In this paper, we will work on creating a system based on machine learning that tracks the devices on the network and identify which devices are authorized and which may represent a threat.
Automatic IoT device identification: a deep learning based …
Apr 26, 2023 · In this paper, we propose a quick and efficient IoT device identification method. Our method employs the convolutional neural network and converts raw network traffic into images as the model input, automatically extracting features from images instead of manually extracting features.
Identifying IoT Devices Based on Spatial and Temporal Features …
Nov 25, 2021 · In this paper, we present CBBI, a novel IoT device identification approach based on Conv-BiLSTM to learn the spatial and temporal features of the network traffic. CBBI contains three modules.