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Deep Neural Networks for Radio Frequency Fingerprinting

2019
As the Internet of Things (IoT) continues to expand, there is a growing necessity for improved techniques to authenticate the identity of wireless transmitters to prevent unauthorized network access. In this dissertation, we develop a series of physical-layer authentication, or radio frequency (RF) fingerprinting, techniques which utilize methods from ...
openaire   +2 more sources

Antenna-in-Package Assurance with Radio Frequency Fingerprint

International Symposium for Testing and Failure Analysis, 2023
Abstract Antenna-in-packaging (AiP) enables the next generation of high-performance wireless 5G mmWave communication and beyond by incorporating antenna arrays in small form factors using System in Package (SiP) technology. The trend toward heterogeneous integration and advanced packaging will likely introduce more complexity to the ...
Rouhan Noor   +5 more
openaire   +1 more source

An Overview of Radio Frequency Fingerprinting for Low-End Devices

International Journal of Mobile Computing and Multimedia Communications, 2014
RF fingerprinting is proposed as a means of providing an additional layer of security for wireless devices. A masquerading or impersonation attacks can be prevented by establishing the identity of wireless transmitter using unique transmitter RF fingerprint. Unique RF fingerprints are attributable to the analog components (digital-to-analog converters,
Saeed Ur Rehman   +2 more
openaire   +1 more source

Radio Frequency Fingerprint Identification Method in Wireless Communication

2018
The Radio frequency fingerprinting (RFF) generation mechanism is analyzed in this paper. It is proved to be a secure means for network security access. At the same time, the method of RFF extraction is also given. The characteristics of RFF are analyzed theoretically.
Zhe Li, Yanxin Yin, Lili Wu
openaire   +1 more source

Explainable RFF: Radio Frequency Fingerprint via Spectrogram Analysis

2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)
Abstract: Radio Frequency Fingerprint (RFF) is a unique characteristic of radio signals impacted by hardware imperfections of the device’s radio front-end. This characteristic can be used as a security measure to identify individual devices. There are various methods to extract RFF features, ranging from statistical analysis to deep learning methods ...
Thayheng Nhem   +3 more
openaire   +2 more sources

Radio frequency fingerprinting techniques for device identification: a survey

International Journal of Information Security, 2023
Sohail Abbas   +5 more
openaire   +1 more source

Radio-Frequency Fingerprint Extraction Based on Feature Inhomogeneity

IEEE Internet of Things Journal, 2022
Liting Sun   +3 more
openaire   +1 more source

Radio Frequency Fingerprinting With Siamese Network

2025 International Conference on Computing, Networking and Communications (ICNC)
Raju Dhakal   +2 more
openaire   +1 more source

Radio Frequency Fingerprints Identification based on GAN Networks

2023 IEEE 24th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2023
Weilin Zhu   +5 more
openaire   +1 more source

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