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A comprehensive survey on radio frequency (RF) fingerprinting: Traditional approaches, deep learning, and open challenges
Fifth generation (5G) network and beyond envision massive Internet of Things (IoT) rollout to
support disruptive applications such as extended reality (XR), augmented/virtual reality …
support disruptive applications such as extended reality (XR), augmented/virtual reality …
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 …
for wireless devices. Unique fingerprints are used to identify wireless devices in order to …
Wireless physical-layer identification: Modeling and validation
The wireless physical-layer identification (WPLI) techniques utilize the unique features of the
physical waveforms of wireless signals to identify and classify authorized devices. As the …
physical waveforms of wireless signals to identify and classify authorized devices. As the …
Physical layer authentication in wireless communication networks: A survey
Physical layer security (PLS) in wireless communication systems has attracted extensive
research attentions in recent years. Unlike cryptography-based methods applied in upper …
research attentions in recent years. Unlike cryptography-based methods applied in upper …
Evaluating physical-layer ble location tracking attacks on mobile devices
H Givehchian, N Bhaskar, ER Herrera… - … IEEE symposium on …, 2022 - ieeexplore.ieee.org
Mobile devices increasingly function as wireless tracking beacons. Using the Bluetooth Low
Energy (BLE) protocol, mobile devices such as smartphones and smartwatches …
Energy (BLE) protocol, mobile devices such as smartphones and smartwatches …
Physical-layer fingerprinting of LoRa devices using supervised and zero-shot learning
Physical-layer fingerprinting investigates how features extracted from radio signals can be
used to uniquely identify devices. This paper proposes and analyses a novel methodology …
used to uniquely identify devices. This paper proposes and analyses a novel methodology …
Toward intelligent lightweight and efficient UAV identification with RF fingerprinting
The inherent flexibility of small unmanned aerial vehicles (UAVs) enables their deployment
across various emerging markets. Unauthenticated UAVs pose a significant threat if they …
across various emerging markets. Unauthenticated UAVs pose a significant threat if they …
Specific emitter identification based on Hilbert–Huang transform‐based time–frequency–energy distribution features
Y Yuan, Z Huang, H Wu, X Wang - IET communications, 2014 - Wiley Online Library
A novel specific emitter identification method based on transient communication signal's
time–frequency–energy distribution obtained by Hilbert–Huang transform (HHT) is …
time–frequency–energy distribution obtained by Hilbert–Huang transform (HHT) is …
RF fingerprinting of IoT devices based on transient energy spectrum
Radio frequency (RF) fingerprinting is considered as one of the promising techniques to
enhance wireless security in the Internet of Things (IoT) applications. In this paper, a low …
enhance wireless security in the Internet of Things (IoT) applications. In this paper, a low …
Deep learning-based RF fingerprint identification with channel effects mitigation
The radio frequency fingerprint (RFF)-based device identification is a promising physical
layer authentication technique. However, the wireless channel significantly affects the RFF …
layer authentication technique. However, the wireless channel significantly affects the RFF …