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
The current development of 5G technology is flourishing with widespread deployment
across the world at a rapid pace. However, there is still a demand concerning 5G research …

Machine learning for physical layer in 5G and beyond wireless networks: A survey

J Tanveer, A Haider, R Ali, A Kim - Electronics, 2021 - mdpi.com
Fifth-generation (5G) technology will play a vital role in future wireless networks. The
breakthrough 5G technology will unleash a massive Internet of Everything (IoE), where …

Deep learning for physical-layer 5G wireless techniques: Opportunities, challenges and solutions

H Huang, S Guo, G Gui, Z Yang, J Zhang… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
The new demands for high-reliability and ultra-high capacity wireless communication have
led to extensive research into 5G communications. However, current communication …

A novel deep neural network based approach for sparse code multiple access

J Lin, S Feng, Y Zhang, Z Yang, Y Zhang - Neurocomputing, 2020 - Elsevier
Sparse code multiple access (SCMA) has been one of the non-orthogonal multiple access
(NOMA) schemes aiming to support high spectral efficiency and ubiquitous access …

[PDF][PDF] Key techniques for 5G wireless communications: network architecture, physical layer, and MAC layer perspectives

Z Ma, ZQ Zhang, ZG Ding… - Science CHINA …, 2015 - personalpages.manchester.ac.uk
The fourth generation (4G) mobile communication systems are offering service worldwide
steadily. Although 4G systems could be loaded with much more services and data than …

Machine learning for 5G/B5G mobile and wireless communications: Potential, limitations, and future directions

ME Morocho-Cayamcela, H Lee, W Lim - IEEE access, 2019 - ieeexplore.ieee.org
Driven by the demand to accommodate today's growing mobile traffic, 5G is designed to be
a key enabler and a leading infrastructure provider in the information and communication …

Deep learning for wireless communications: An emerging interdisciplinary paradigm

L Dai, R Jiao, F Adachi, HV Poor… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
Wireless communications are envisioned to bring about dramatic changes in the future, with
a variety of emerging applications, such as virtual reality, Internet of Things, and so on …

Enabling technologies for 6G future wireless communications: Opportunities and challenges

S Elmeadawy, RM Shubair - arXiv preprint arXiv:2002.06068, 2020 - arxiv.org
5G wireless communications technology is being launched, with many smart applications
being integrated. However, 5G specifications merge the requirements of new emerging …

Signal processing techniques for 6G

L Mucchi, S Shahabuddin, MAM Albreem… - Journal of Signal …, 2023 - Springer
Abstract 6G networks have the burden to provide not only higher performance compared to
5G, but also to enable new service domains as well as to open the door over a new …

5G and Beyond

X Lin, N Lee - Cham, Switzerland: Springer Nature Switzerland AG, 2021 - Springer
5G is the next generation of mobile communications systems beyond 4G LTE. While mobile
voice telephony and mobile broadband data services remain the primary applications of …