A review of radio frequency fingerprinting techniques

N Soltanieh, Y Norouzi, Y Yang… - IEEE Journal of Radio …, 2020 - ieeexplore.ieee.org
Radio frequency (RF) fingerprinting techniques have been used as an extra security layer
for wireless devices. Unique fingerprints are used to identify wireless devices in order to …

On physical-layer identification of wireless devices

B Danev, D Zanetti, S Capkun - ACM Computing Surveys (CSUR), 2012 - dl.acm.org
Physical-layer device identification aims at identifying wireless devices during radio
communication by exploiting unique characteristics of their analog (radio) circuitry. This work …

Unsupervised specific emitter identification method using radio-frequency fingerprint embedded InfoGAN

J Gong, X Xu, Y Lei - IEEE Transactions on Information …, 2020 - ieeexplore.ieee.org
Machine learning approaches are becoming increasingly popular to improve the efficiency
of specific emitter identification (SEI). However, in most non-cooperative SEI scenarios …

Authorized and rogue device discrimination using dimensionally reduced RF-DNA fingerprints

DR Reising, MA Temple… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Unauthorized network access and spoofing attacks at wireless access points (WAPs) have
been traditionally addressed using bit-centric security measures and remain a major …

A survey of techniques for the identification of mobile phones using the physical fingerprints of the built-in components

G Baldini, G Steri - IEEE Communications Surveys & Tutorials, 2017 - ieeexplore.ieee.org
In recent years, several research studies have investigated the identification of electronic
devices through their physical components and properties, both from a theoretical point of …

Radio identity verification-based IoT security using RF-DNA fingerprints and SVM

D Reising, J Cancelleri, TD Loveless… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
It is estimated that the number of Internet-of-Things (IoT) devices will reach 75 billion in the
next five years. Most of those currently and soon-to-be deployed devices lack sufficient …

Intrinsic physical-layer authentication of integrated circuits

WE Cobb, ED Laspe, RO Baldwin… - IEEE Transactions …, 2011 - ieeexplore.ieee.org
Radio-frequency distinct native attribute (RF-DNA) fingerprinting is adapted as a physical-
layer technique to improve the security of integrated circuit (IC)-based multifactor …

Comparison of techniques for radiometric identification based on deep convolutional neural networks

G Baldini, C Gentile, R Giuliani, G Steri - Electronics Letters, 2019 - Wiley Online Library
The authors investigate the application of deep convolutional neural networks (CNNs) to the
problem of radiometric identification, ie the task of authenticating wireless devices on the …

Augmenting bit-level network security using physical layer RF-DNA fingerprinting

MKD Williams, MA Temple… - 2010 IEEE Global …, 2010 - ieeexplore.ieee.org
Successful" cracking" of bit-level security compromises network integrity and physical layer
augmentation is being investigated to improve overall security. Intra-cellular security is …

Adaptive RF fingerprints fusion via dual attention convolutions

W Zhang, W Zhao, X Tan, L Shao… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
In recent years, with the rise of intelligent hardware technology, the Internet of Things (IoT)
has achieved rapid development and has been widely used in smart cities, smart power …