Channel Coding Towards 6G: Technical Overview and Outlook

M Rowshan, M Qiu, Y Xie, X Gu… - IEEE Open Journal of the …, 2024 - ieeexplore.ieee.org
Channel coding plays a pivotal role in ensuring reliable communication over wireless
channels. With the growing need for ultra-reliable communication in emerging wireless use …

Normalized min-sum neural network for LDPC decoding

Q Wang, Q Liu, S Wang, L Chen, H Fang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The success of deep learning has encouraged its applications in decoding error-correcting
codes, eg, LDPC decoding. In this paper, we propose a model-driven deep learning method …

Recent Advances in Deep Learning for Channel Coding: A Survey

T Matsumine, H Ochiai - arXiv preprint arXiv:2406.19664, 2024 - arxiv.org
This paper provides a comprehensive survey on recent advances in deep learning (DL)
techniques for the channel coding problems. Inspired by the recent successes of DL in a …

[HTML][HTML] Research on Data Link Channel Decoding Optimization Scheme for Drone Power Inspection Scenarios

H Yu, K Zhang, X Zhao, Y Zhang, B Cui, S Sun, G Liu… - Drones, 2023 - mdpi.com
With the rapid development of smart grids, the deployment number of transmission lines has
significantly increased, posing significant challenges to the detection and maintenance of …

Joint-way compression for ldpc neural decoding algorithm with tensor-ring decomposition

Y Liang, CT Lam, BK Ng - IEEE Access, 2023 - ieeexplore.ieee.org
In this paper, we propose low complexity joint-way compression algorithms with Tensor-
Ring (TR) decomposition and weight sharing to further lower the storage and computational …

LDPC Decoding with Degree-Specific Neural Message Weights and RCQ Decoding

L Wang, C Terrill, D Divsalar… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recently, neural networks have improved MinSum message-passing decoders for low-
density parity-check (LDPC) codes by multiplying or adding weights to the messages, where …

Practical Wiretap Code Design by Concatenated Autoencoder and LDPC Codes

S Lyu, R Raghunath, L Kunz, KL Besser… - … and Security (WIFS), 2023 - ieeexplore.ieee.org
Practical wiretap code design for reliable and confidential communication is a difficult multi-
objective task. In literature, neural networks (NN) have been designed as channel encoders …

A bottom‐up design methodology of neural min‐sum decoders for LDPC codes

G Li, X Yu, Y Luo, G Wei - IET Communications, 2023 - Wiley Online Library
It is known the belief propagation variants of linear codes can be readily unrolled as neural
networks, after assigning learnable weights on the message‐passing edges. Contrary to the …

Neural normalized min-sum message-passing vs. viterbi decoding for the CCSDS line product code

J Nguyen, L Wang, C Hulse, S Dani… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
The Consultative Committee for Space Data Systems (CCSDS) 141.11-O-1 Line Product
Code (LPC) provides a rare opportunity to compare maximum-likelihood decoding and …

Embedded Parallel Implementation of LDPC Decoder for Ultra‐Reliable Low‐Latency Communications

M Benhayoun, M Razi, A Mansouri… - … Intelligence and Soft …, 2023 - Wiley Online Library
Ultra‐reliable low‐latency communications, URLLC, are designed for applications such as
self‐driving cars and telesurgery requiring a response in milliseconds and are very sensitive …