Federated Radio Frequency Fingerprint Identification Powered by Unsupervised Contrastive Learning
Radio frequency fingerprint identification (RFFI) is a promising physical layer authentication
technique that utilizes the unique impairments within the analog front-end of transmitters as …
technique that utilizes the unique impairments within the analog front-end of transmitters as …
KG-IBL: Knowledge Graph Driven Incremental Broad Learning for Few-Shot Specific Emitter Identification
M Hua, Y Zhang, Q Zhang, H Tang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Specific emitter identification (SEI) plays a crucial role in the security of the Industrial Internet
of Things (IIoT). In recent years, research on applying deep learning (DL) methods for signal …
of Things (IIoT). In recent years, research on applying deep learning (DL) methods for signal …
DeepCRF: Deep Learning-Enhanced CSI-Based RF Fingerprinting for Channel-Resilient WiFi Device Identification
R Kong, H Chen - IEEE Transactions on Information Forensics …, 2024 - ieeexplore.ieee.org
This paper presents DeepCRF, a new framework that harnesses deep learning to extract
subtle micro-signals from channel state information (CSI) measurements, enabling robust …
subtle micro-signals from channel state information (CSI) measurements, enabling robust …
SwiftNet: A Cost-Efficient Deep Learning Framework With Diverse Applications
Driven by the pursuit of enhanced performance, deep learning has recently seen rapid
developments in the scaling of network architectures and parameters. However, this …
developments in the scaling of network architectures and parameters. However, this …
Physical Layer Authentication via Conditional Variational Auto-Encoder for AIS
Q Jiang, J Sha - IEEE Transactions on Green Communications …, 2024 - ieeexplore.ieee.org
Automatic identification system (AIS) with satellite components is exposed to increasing
external attackers due to its high degree of openness. Radio frequency fingerprint …
external attackers due to its high degree of openness. Radio frequency fingerprint …
Towards Robust RF Fingerprint Identification Using Spectral Regrowth and Carrier Frequency Offset
Radio frequency fingerprint identification (RFFI) is a promising device authentication
approach by exploiting the unique hardware impairments as device identifiers. Because the …
approach by exploiting the unique hardware impairments as device identifiers. Because the …
Robustness and Security Enhancement of Radio Frequency Fingerprint Identification in Time-Varying Channels
Radio frequency fingerprint identification (RFFI) is becoming increasingly popular,
especially in applications with constrained power, such as the Internet of Things (IoT). Due …
especially in applications with constrained power, such as the Internet of Things (IoT). Due …
GSM-based Mobile Handset Identification Using RF Fingerprints and Deep Learning on the Edge Computing Devices
RCK Ellore, RR Yakkati, SR Yeduri… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
The global system for mobile communications (GSM) is a 2G technology accepted by almost
every communication device. However, the received GSM signals from different mobiles …
every communication device. However, the received GSM signals from different mobiles …
A channel resilient RFF extraction scheme for cyclic prefix contained systems
Z Zhang, A Hu, X Qi, T Chen - Physical Communication, 2024 - Elsevier
Radio frequency fingerprint (RFF) based identification technique has been proved efficient
for ensuring the validity of devices connected to network. However, it is still a tough task to …
for ensuring the validity of devices connected to network. However, it is still a tough task to …
[HTML][HTML] Dataset Augmentation and Fractional Frequency Offset Compensation Based Radio Frequency Fingerprint Identification in Drone Communications
D Li, Z Wang, Y Lai, H Shen - Drones, 2024 - mdpi.com
The open nature of the wireless channel makes the drone communication vulnerable to
adverse spoofing attacks, and the radio frequency fingerprint (RFF) identification is …
adverse spoofing attacks, and the radio frequency fingerprint (RFF) identification is …