A deep learning approach for MIMO-NOMA downlink signal detection

C Lin, Q Chang, X Li - Sensors, 2019 - mdpi.com
As a key candidate technique for fifth-generation (5G) mobile communication systems, non-
orthogonal multiple access (NOMA) has attracted considerable attention in the field of …

Joint channel estimation and multiuser detection for uplink grant-free NOMA

Y Du, B Dong, W Zhu, P Gao, Z Chen… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
Grant-free non-orthogonal multiple access is an emerging research topic in machine-type
communications, which is used to reduce signaling overhead. In this context, this letter …

Deep learning-based MIMO-NOMA with imperfect SIC decoding

JM Kang, IM Kim, CJ Chun - IEEE Systems Journal, 2019 - ieeexplore.ieee.org
Nonorthogonal multiple access (NOMA) and multiple-input multiple-output (MIMO) are two
key enablers for 5G systems. In this article, considering the practical issue that successive …

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 …

Joint power-domain and SCMA-based NOMA system for downlink in 5G and beyond

S Sharma, K Deka, V Bhatia… - IEEE communications …, 2019 - ieeexplore.ieee.org
In this letter, we propose a joint power and code-domain non-orthogonal multiple access
(NOMA) technique for the fifth-generation (5G) wireless networks and beyond. We consider …

NOMA receiver design for delay-sensitive systems

T Assaf, A Al-Dweik, MS El Moursi… - IEEE Systems …, 2020 - ieeexplore.ieee.org
Successive interference cancelation (SIC) has been considered widely for the detection of
downlink nonorthogonal multiple access (NOMA) signals. However, the sequential detection …

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 …

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 …

Unveiling the importance of SIC in NOMA systems—Part II: New results and future directions

Z Ding, R Schober, HV Poor - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
In most existing works on non-orthogonal multiple access (NOMA), the decoding order of
successive interference cancellation (SIC) is prefixed and based on either the users' …

Deep neural network-based active user detection for grant-free NOMA systems

W Kim, Y Ahn, B Shim - IEEE Transactions on Communications, 2020 - ieeexplore.ieee.org
As a means to support the access of massive machine-type communication devices, grant-
free access and non-orthogonal multiple access (NOMA) have received great deal of …