Channel coding with deep learning: an overview

S Xu - Machine Learning for Future Wireless Communications, 2020 - Wiley Online Library
This chapter is devoted to the use of various neural networks and related learning
algorithms in the channel coding (encoder and decoder) of wireless communications and …

Channel Coding via Machine Learning

H Kim - Machine Learning and Wireless Communications, 2022 - books.google.com
Channel coding is one of the key elements in the physical layer communication system. The
role of channel coding is to introduce redundancy in a controlled manner so that the receiver …

Current trends on deep learning-aided channel coding

TM Dang, E Cho, SH Kim - 2022 13th International Conference …, 2022 - ieeexplore.ieee.org
Artificial intelligence (AI)-aided approaches are emerging in solving physical layer
communication problems. In this paper, we focus on applications of deep learning (DL) in …

[图书][B] Deep Learning for Channel Coding

Y Jiang - 2021 - search.proquest.com
Wireless Communication has become a critical backbone of the information economy in the
past few decades. In this rapidly improving telecommunications landscape, a crucial role is …

Turbo autoencoder: Deep learning based channel codes for point-to-point communication channels

Y Jiang, H Kim, H Asnani, S Kannan… - Advances in neural …, 2019 - proceedings.neurips.cc
Designing codes that combat the noise in a communication medium has remained a
significant area of research in information theory as well as wireless communications …

A Review on Machine Learning for Channel Coding

HLM Kee, N Ahmad, MAM Izhar, K Anwar… - IEEE Access, 2024 - ieeexplore.ieee.org
The usage of artificial intelligence and machine learning in wireless communications is the
stepping stone towards a technological breakthrough in the current limitations of wireless …

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

R Sattiraju, A Weinand… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Channel Coding has been one of the central disciplines driving the success stories of
current generation LTE systems and beyond. In particular, turbo codes are mostly used for …

Joint channel coding and modulation via deep learning

Y Jiang, H Kim, H Asnani, S Kannan… - 2020 IEEE 21st …, 2020 - ieeexplore.ieee.org
Channel coding and modulation are two fundamental building blocks of physical layer
wireless communications. We propose a neural network based end-to-end communication …

Circular convolutional auto-encoder for channel coding

H Ye, L Liang, GY Li - 2019 IEEE 20th International Workshop …, 2019 - ieeexplore.ieee.org
In this article, we investigate deep auto-encoders for channel coding to combat the curse of
dimensionality commonly existing in learning based coding. Inspired by convolutional …

Exploiting noise correlation for channel decoding with convolutional neural networks

F Liang, C Shen, F Wu - 2018 IEEE International Conference …, 2018 - ieeexplore.ieee.org
Inspired by the recent advances in deep learning, we propose a novel iterative belief
propagation-convolutional neural network (BP-CNN) architecture to exploit noise correlation …