A review of deep learning in 5G research: Channel coding, massive MIMO, multiple access, resource allocation, and network security

A Ly, YD Yao - IEEE Open Journal of the Communications …, 2021 - ieeexplore.ieee.org
… Due to the advancement of deep learning, … review of 5G communications research using
deep learning. Specifically, we address the issues of low-density parity-check (LDPC) coding, …

Recent Advances in Deep Learning for Channel Coding: A Survey

T Matsumine, H Ochiai - arXiv preprint arXiv:2406.19664, 2024 - arxiv.org
… in deep learning (DL) techniques for the channel coding problems. … on the channel coding
problems and review existing … DL techniques into code design and channel decoding. After …

Channel coding with deep learning: an overview

S Xu - Machine Learning for Future Wireless Communications, 2020 - Wiley Online Library
… The neural networks discussed in this chapter mainly include deep neural networks (DNNs),
convolutional neural networks (CNNs), and recurrent neural networks (RNNs). …

A Review on Machine Learning for Channel Coding

HLM Kee, N Ahmad, MAM Izhar, K Anwar… - IEEE Access, 2024 - ieeexplore.ieee.org
… trending machine learning techniques for channel coding. … of machine learning classification
for channel coding purposes, … and future machine learning trends for channel coding, which …

Performance analysis of deep learning based on recurrent neural networks for channel coding

R Sattiraju, A Weinand… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
… Abstract—Channel Coding has been one of the central disciplines driving the success …
Deep Learning (DL) architectures based on Recurrent Neural Networks (RNNs) for encoding and …

[PDF][PDF] Joint source-channel coding of images with (not very) deep learning

D Burth Kurka, D Gündüz - International Zurich Seminar …, 2020 - research-collection.ethz.ch
… Using machine learning techniques, we investigate whether end-toend transmission can be
… source-channel coding (JSCC) rather than the separation approach. This paper reviews and …

Deep learning-based video coding: A review and a case study

D Liu, Y Li, J Lin, H Li, F Wu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
… However, deep learning-based video coding remains in its infancy. We review the
representative works about using deep learning for image/video coding, an actively developing …

Deep learning for channel coding via neural mutual information estimation

R Fritschek, RF Schaefer… - 2019 IEEE 20th …, 2019 - ieeexplore.ieee.org
End-to-end deep learning for communication systems, ie, systems whose encoder and … -developed
classical encoder-decoder designs. However, one of the drawbacks of current …

Joint channel coding and modulation via deep learning

Y Jiang, H Kim, H Asnani, S Kannan… - 2020 IEEE 21st …, 2020 - ieeexplore.ieee.org
neural networks with an interleaver) and a neural network based decoder (iterations of
convolutional neural networks … By allowing joint training of the channel coding and modulation in …

Image encryption methods in deep joint source channel coding: A review and performance evaluation

J Xu, B Ai, W Chen, A Yang… - 2021 7th International …, 2021 - ieeexplore.ieee.org
… Abstract—With the introduction of the deep learning (DL), joint source and channel coding
(JSCC) … Perceptual image encryption methods for deep neural networks (DNNs) have been …