An efficient specific emitter identification method based on complex-valued neural networks and network compression

Y Wang, G Gui, H Gacanin, T Ohtsuki… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
Specific emitter identification (SEI) is a promising technology to discriminate the individual
emitter and enhance the security of various wireless communication systems. SEI is …

GPU-free specific emitter identification using signal feature embedded broad learning

Y Zhang, Y Peng, J Sun, G Gui, Y Lin… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Emerging wireless networks may suffer severe security threats due to the ubiquitous access
of massive wireless devices. Specific emitter identification (SEI) is considered as one of the …

A lightweight specific emitter identification model for IIoT devices based on adaptive broad learning

Z Xu, G Han, L Liu, H Zhu, J Peng - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Specific emitter identification (SEI) is a technology that extracts subtle features from signals
sent by emitters to identify different individuals. It can effectively improve the security of the …

Semi-supervised specific emitter identification via dual consistency regularization

X Fu, S Shi, Y Wang, Y Lin, G Gui… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Deep learning (DL)-based specific emitter identification (SEI) is a potential physical layer
authentication technique for Industrial Internet-of-Things (IIoT) Security, which detects the …

Overcoming data limitations: a few-shot specific emitter identification method using self-supervised learning and adversarial augmentation

C Liu, X Fu, Y Wang, L Guo, Y Liu, Y Lin… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Specific emitter identification (SEI) based on radio frequency fingerprinting (RFF) is a
physical layer authentication method in the field of wireless network security. RFFs are …

Specific emitter identification based on deep residual networks

Y Pan, S Yang, H Peng, T Li, W Wang - IEEE Access, 2019 - ieeexplore.ieee.org
Specific emitter identification (SEI) enables the discrimination of individual radio emitters
with the external features carried by the received waveforms. This identification technique …

A vector neural network for emitter identification

CS Shieh, CT Lin - IEEE Transactions on Antennas and …, 2002 - ieeexplore.ieee.org
This paper proposes a three-layer vector neural network (VNN) with a supervised learning
algorithm suitable for signal classification in general, and for emitter identification (EID) in …

GLR-SEI: green and low resource specific emitter identification based on complex networks and fisher pruning

Y Lin, H Zha, Y Tu, S Zhang, W Yan… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Better neural networks, more powerful computer hardware and signal Big Data make deep
learning increasingly important in Specific Emitter Identification (SEI). However, its …

Specific emitter identification via convolutional neural networks

L Ding, S Wang, F Wang… - IEEE communications …, 2018 - ieeexplore.ieee.org
Specific emitter identification (SEI) is a technique that distinguishes between unique emitters
using the external feature measurements from their transmit signals, primarily radio …

Semi-supervised specific emitter identification method using metric-adversarial training

X Fu, Y Peng, Y Liu, Y Lin, G Gui… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Specific emitter identification (SEI) plays an increasingly crucial and potential role in both
military and civilian scenarios. It refers to a process to discriminate individual emitters from …