A survey of Machine Learning-based Physical-Layer Authentication in wireless communications
To ensure secure and reliable communication in wireless systems, authenticating the
identities of numerous nodes is imperative. Traditional cryptography-based authentication …
identities of numerous nodes is imperative. Traditional cryptography-based authentication …
Adaptive decomposition and extraction network of individual fingerprint features for specific emitter identification
J Zhang, Y Liu, G Ding, B Tang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the rapid development of emitter individual identification technology in cognitive radio
networks, electromagnetic emitter individual target identification based on deep learning has …
networks, electromagnetic emitter individual target identification based on deep learning has …
Few-shot automatic modulation classification using architecture search and knowledge transfer in radar-communication coexistence scenarios
Automatic modulation classification (AMC) holds a significant position in physical-layer
security, offering an innovative method to enhance the security of data transmission and anti …
security, offering an innovative method to enhance the security of data transmission and anti …
VC-SEI: Robust Variable-Channel Specific Emitter Identification Method Using Semi-Supervised Domain Adaptation
Specific emitter identification (SEI) uses advanced techniques to identify radio equipment by
analyzing unique characteristics in radio frequency signals. Recently, deep learning (DL) …
analyzing unique characteristics in radio frequency signals. Recently, deep learning (DL) …
A novel radio frequency fingerprint concealment method based on IQ imbalance compensation and digital pre-distortion
Z Yao, Y Peng, Y Wang, C Xu, J Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Radio frequency fingerprinting (RFF) serves as a distinctive hardware trait in transmitters,
forming the cornerstone of transmitter identification. While recent advancements led to …
forming the cornerstone of transmitter identification. While recent advancements led to …
Physical layer spoof detection and authentication for IoT devices using deep learning methods
The proliferation of the Internet of Things (IoT) has created significant opportunities for future
telecommunications. A popular category of IoT devices is oriented toward low-cost and low …
telecommunications. A popular category of IoT devices is oriented toward low-cost and low …
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 …
Toward robust open-set radiofrequency signal identification in Internet of Things using hypersphere manifold embedding
Radiofrequency signal identification (RSI) provides a critical security solution for device
authentication in the Internet of Things (IoT), characterized by extensive interconnections …
authentication in the Internet of Things (IoT), characterized by extensive interconnections …
Multisource Heterogeneous Specific Emitter Identification Using Attention Mechanism-Based RFF Fusion Method
Cyber security has always been an important issue in the Internet of Everything topic. In the
physical layer of the Internet, specific emitter identification (SEI) technology is widely …
physical layer of the Internet, specific emitter identification (SEI) technology is widely …
A Class-Incremental Approach With Self-Training and Prototype Augmentation for Specific Emitter Identification
D Li, J Qi, S Hong, P Deng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Specific emitter identification (SEI) is a non-cryptographic authentication technique to
provide an extra security layer for wireless devices, which has promising applications …
provide an extra security layer for wireless devices, which has promising applications …