On physical-layer authentication via online transfer learning

Y Chen, PH Ho, H Wen, SY Chang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
This article introduces a novel physical-layer (PHY-layer) authentication scheme, called
transfer learning-based PHY-layer authentication (TL-PHA), aiming to achieve fast online …

Multiuser physical-layer authentication based on latent perturbed neural networks for industrial internet of things

R Meng, X Xu, H Sun, H Zhao, B Wang… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Recently, learning (DL)-based physical-layer authentication (PLA) has attracted much
attention since artificial neural networks (ANNs) can be built to extract useful features from …

Multiuser physical layer authentication in Internet of Things with data augmentation

RF Liao, H Wen, S Chen, F Xie, F Pan… - IEEE internet of …, 2019 - ieeexplore.ieee.org
Unlike most of the upper layer authentication mechanisms, the physical (PHY) layer
authentication takes advantages of channel impulse response from wireless propagation to …

Learning-aided physical layer authentication as an intelligent process

H Fang, X Wang, L Hanzo - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Performance of the existing physical layer authentication schemes could be severely
affected by the imperfect estimates and variations of the communication link attributes used …

Physical layer authentication in wireless networks-based machine learning approaches

L Alhoraibi, D Alghazzawi, R Alhebshi, OBJ Rabie - Sensors, 2023 - mdpi.com
The physical layer security of wireless networks is becoming increasingly important because
of the rapid development of wireless communications and the increasing security threats. In …

A learning approach for physical layer authentication using adaptive neural network

X Qiu, J Dai, M Hayes - IEEE Access, 2020 - ieeexplore.ieee.org
In communications, innovative paradigm shifts have emerged in integrating various devices
into the network to provide advanced and intelligent services. However, various security …

Physical-layer authentication based on hierarchical variational autoencoder for industrial internet of things

R Meng, X Xu, B Wang, H Sun, S Xia… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Recently, physical-layer authentication (PLA) has attracted much attention since it takes
advantage of the channel randomness nature of transmission media to achieve …

Collaborative physical layer authentication in Internet of Things based on federated learning

S Wang, N Li, S Xia, X Tao, H Lu - 2021 IEEE 32nd Annual …, 2021 - ieeexplore.ieee.org
With the booming growth of Internet of Things (IoT), ensuring the secure access of the IoT
terminals is paramount importance. Machine learning (ML) based physical layer …

Short survey on physical layer authentication by machine-learning for 5G-based Internet of Things

JR Jiang - 2020 3rd IEEE International Conference on …, 2020 - ieeexplore.ieee.org
5G-based Internet of Things (IoT) comprises numerous devices communicating with 10
Gbit/s peak data rate and 1 ms latency. It is challenging to secure the 5G-based IoT. Physical …

CSI-based physical layer authentication via deep learning

S Wang, K Huang, X Xu, Z Zhong… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
CSI-Based physical layer authentication is a promising candidate to achieve fast and
lightweight authentication for wireless communication. However, the current methods …