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Deep Neural Networks for Radio Frequency Fingerprinting
2019As 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 ...
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Antenna-in-Package Assurance with Radio Frequency Fingerprint
International Symposium for Testing and Failure Analysis, 2023Abstract 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
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An Overview of Radio Frequency Fingerprinting for Low-End Devices
International Journal of Mobile Computing and Multimedia Communications, 2014RF 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
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Radio Frequency Fingerprint Identification Method in Wireless Communication
2018The 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
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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
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Radio frequency fingerprinting techniques for device identification: a survey
International Journal of Information Security, 2023Sohail Abbas +5 more
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Radio-Frequency Fingerprint Extraction Based on Feature Inhomogeneity
IEEE Internet of Things Journal, 2022Liting Sun +3 more
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Radio frequency fingerprinting identification for Zigbee via lightweight CNN
Physical Communication, 2021Tingping Zhang
exaly
Radio Frequency Fingerprinting With Siamese Network
2025 International Conference on Computing, Networking and Communications (ICNC)Raju Dhakal +2 more
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Radio Frequency Fingerprints Identification based on GAN Networks
2023 IEEE 24th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2023Weilin Zhu +5 more
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