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 …

4 Channel Coding via Machine Learning

H Kim - Machine Learning and Wireless Communications, 2022 - cambridge.org
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 …

Channel Coding Technologies in Next-Generation Wireless Systems

KA Alnajjar, S Al Ali, H Albanna… - … Multi-Conference on …, 2024 - ieeexplore.ieee.org
N ext-generation wireless systems are poised to de-liver unprecedented advancements in
data rates, latency, and coverage compared to their predecessors. A key enabler for …

Classification of Channel Encoders Using Convolutional Neural Network

N Ahamed, B Naveen… - 2024 16th International …, 2024 - ieeexplore.ieee.org
In digital communication systems, channel encoders play a crucial role in rectifying random
errors introduced by the channel. Typically, information about the type and parameters of …

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 …

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 …

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 …

Advanced channel coding schemes for B5G/6G networks: State‐of‐the‐art analysis, research challenges and future directions

A Gautam, P Thakur, G Singh - International Journal of …, 2024 - Wiley Online Library
As a consequence of continuing demand for additional capacity and higher quality data
transmission, channel coding as a key component of a digital communication network has …

Modulation classification in the presence of adjacent channel interference using convolutional neural networks

RM Al‐Makhlasawy, AA Hefnawy… - International Journal …, 2020 - Wiley Online Library
This paper investigates a vital issue in wireless communication systems, which is the
modulation classification. A proposed framework for modulation classification based on …

A survey on channel coding techniques for 5G wireless networks

K Arora, J Singh, YS Randhawa - Telecommunication Systems, 2020 - Springer
Although 4G (fourth generation) ie LTE (long term evolution) systems are now in use world-
wide. But today's 4G systems have some challenges left such as spectrum scarcity and …