Deep learning based physical layer security for terrestrial communications in 5G and beyond networks: A survey
The key principle of physical layer security (PLS) is to permit the secure transmission of
confidential data using efficient signal-processing techniques. Also, deep learning (DL) has …
confidential data using efficient signal-processing techniques. Also, deep learning (DL) has …
Deep learning-enabled polar code decoders for 5G networks and beyond
M Meenalakshmi, S Chaturvedi, VK Dwivedi - AEU-International Journal of …, 2024 - Elsevier
The fifth generation (5G) wireless communication standard aims to integrate multiple
networks, offering high throughput, large bandwidth, and ultra-low latency. Importantly …
networks, offering high throughput, large bandwidth, and ultra-low latency. Importantly …
Interacting federated and transfer learning-aided CSI prediction for intelligent cellular networks
To establish more intelligent cellular networks for future ubiquitous access and
heterogeneous devices, we need to obtain channel state information (CSI) in a more agile …
heterogeneous devices, we need to obtain channel state information (CSI) in a more agile …
A quantum annealer-enabled decoder and hardware topology for nextg wireless polar codes
S Kasi, J Kaewelh, K Jamieson - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We present the Hybrid Polar Decoder (HyPD), a hybrid classical–quantum decoder design
for Polar error correction codes, which are becoming widespread in today's 5G and …
for Polar error correction codes, which are becoming widespread in today's 5G and …
A survey on belief propagation decoding of polar codes
AÇ Arli, O Gazi - China Communications, 2021 - ieeexplore.ieee.org
The increasing data traffic rate of wireless communication systems forces the development
of new technologies mandatory. Providing high data rate, extremely low latency and …
of new technologies mandatory. Providing high data rate, extremely low latency and …
End-to-end PSK signals demodulation using convolutional neural network
WJ Chen, J Wang, JQ Li - IEEE Access, 2022 - ieeexplore.ieee.org
Demodulation techniques are of central importance for achieving intelligent receiving.
Improvement in demodulation performance enhances the overall performance of a …
Improvement in demodulation performance enhances the overall performance of a …
Channel noise optimization of polar codes decoding based on a convolutional neural network
M Yan, X Lou, Y Wang - Wireless Communications and Mobile …, 2021 - Wiley Online Library
Polar code has the characteristics of simple coding and high reliability, and it has been used
as the control channel coding scheme of 5G wireless communication. However, its decoding …
as the control channel coding scheme of 5G wireless communication. However, its decoding …
High-Throughput and Flexible Belief Propagation List Decoder for Polar Codes
Due to its high parallelism, belief propagation (BP) decoding is amenable to high-throughput
applications and thus represents a promising solution for the ultra-high peak data rate …
applications and thus represents a promising solution for the ultra-high peak data rate …
Secure RoF system based on key nested polar code and feedback neural network
Y Xiao, T Xie, Z Wang, L Jiang, S Wang, J He - Optics Express, 2023 - opg.optica.org
With the development of 6 G network, the issue of information security is becoming more and
more significant. In this paper, a secure RoF system based on key nested polar code and …
more significant. In this paper, a secure RoF system based on key nested polar code and …
Hardware implementation for belief propagation flip decoding of polar codes
Belief propagation (BP) decoding has natural advantages in throughput for polar codes to
meet high-speed and low-latency requirements. The soft outputs of BP decoding can be …
meet high-speed and low-latency requirements. The soft outputs of BP decoding can be …