The role of deep learning in NOMA for 5G and beyond communications

MK Hasan, M Shahjalal, MM Islam… - … in Information and …, 2020 - ieeexplore.ieee.org
In the coming future, it is obvious that the wireless networks will be congested with massive
amounts of data traffic with the increasing number of users. Current multiple access …

A survey of deep learning based NOMA: State of the art, key aspects, open challenges and future trends

SAH Mohsan, Y Li, AV Shvetsov, J Varela-Aldás… - Sensors, 2023 - mdpi.com
Non-Orthogonal Multiple Access (NOMA) has become a promising evolution with the
emergence of fifth-generation (5G) and Beyond-5G (B5G) rollouts. The potentials of NOMA …

[PDF][PDF] Application of NOMA in 6G networks: Future vision and research opportunities for next generation multiple access

Y Liu, W Yi, Z Ding, X Liu, O Dobre… - arXiv preprint arXiv …, 2021 - researchgate.net
As a prominent member of the next generation multiple access (NGMA) family, non-
orthogonal multiple access (NOMA) has been recognized as a promising multiple access …

Deep learning enhanced NOMA system: A survey on future scope and challenges

V Andiappan, V Ponnusamy - Wireless Personal Communications, 2022 - Springer
As a key important approach for next generation communication systems, Non-Orthogonal
Multiple Access (NOMA) has made high attention in the wireless communication. NOMA …

Developing NOMA to next generation multiple access: Future vision and research opportunities

Y Liu, W Yi, Z Ding, X Liu, OA Dobre… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
As a prominent member of the Next Generation Multiple Access (NGMA) family, Non-
Orthogonal Multiple Access (NOMA) has been recognized as a promising multiple access …

Deep learning for an effective nonorthogonal multiple access scheme

G Gui, H Huang, Y Song, H Sari - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Nonorthogonal multiple access (NOMA) has been considered as an essential multiple
access technique for enhancing system capacity and spectral efficiency in future …

Deep learning-based NOMA system for enhancement of 5G networks: A review

RK Senapati, PJ Tanna - IEEE Transactions on Neural …, 2022 - ieeexplore.ieee.org
The fresh and rising demands for high-reliability and ultrahigh-capacity wireless
communication have led to extensive research into 5G communications. The wide progress …

DeepNOMA: A unified framework for NOMA using deep multi-task learning

N Ye, X Li, H Yu, L Zhao, W Liu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Non-orthogonal multiple access (NOMA) will provide massive connectivity for future Internet
of Things. However, the intrinsic non-orthogonality in NOMA makes it non-trivial to approach …

Analytical review on OMA vs. NOMA and challenges implementing NOMA

PV Reddy, S Reddy, S Reddy… - … on Smart Electronics …, 2021 - ieeexplore.ieee.org
The increasing number of devices and high data speed requirements are putting a
challenge. To address these problems 5G is implemented. The Orthogonal Multiple Access …

A systematic review on NOMA variants for 5G and beyond

I Budhiraja, N Kumar, S Tyagi, S Tanwar, Z Han… - IEEE …, 2021 - ieeexplore.ieee.org
Over the last few years, interference has been a major hurdle for successfully implementing
various end-user applications in the fifth-generation (5G) of wireless networks. During this …