Learning-driven wireless communications, towards 6G

MJ Piran, DY Suh - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
The fifth generation (5G) of wireless communication is in its infancy, and its evolving
versions will be launched over the coming years. However, according to exposing the …

Rate-splitting multiple access for 6G—Part II: Interplay with integrated sensing and communications

L Yin, Y Mao, O Dizdar, B Clerckx - IEEE Communications …, 2022 - ieeexplore.ieee.org
This letter is the second part of a three-part tutorial focusing on rate-splitting multiple access
(RSMA) for 6G. As Part II of the tutorial, this letter addresses the interplay between RSMA …

Deep SCMA receiver: A low‐complexity joint decoder and channel estimator for SCMA over time‐varying channels using RNNs

D Gamal, KMF Elsayed… - Transactions on Emerging …, 2023 - Wiley Online Library
Sparse code multiple access (SCMA) is a promising non‐orthogonal multiple access
scheme for cellular Internet of things (IoT) due to its ability to support massive connectivity …

Throughput optimization for grant-free multiple access with multiagent deep reinforcement learning

R Huang, VWS Wong, R Schober - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Grant-free multiple access (GFMA) is a promising paradigm to efficiently support uplink
access of Internet of Things (IoT) devices. In this paper, we propose a deep reinforcement …

Scalable multi-agent learning for situationally-aware multiple-access and grant-free transmissions

Z Jiang, A Marinescu, LA DaSilva… - 2019 IEEE 20th …, 2019 - ieeexplore.ieee.org
In this paper, we present Situationally-aware Multiple-Access and gRant-free Transmissions
(SMART) to address the low-latency multiple access issue in wireless uplinks with massive …

Rate-splitting multiple access: A new frontier for the PHY layer of 6G

O Dizdar, Y Mao, W Han… - 2020 IEEE 92nd vehicular …, 2020 - ieeexplore.ieee.org
In order to efficiently cope with the high throughput, reliability, heterogeneity of Quality-of-
Service (QoS), and massive connectivity requirements of future 6G multi-antenna wireless …

6G massive radio access networks: key issues, technologies, and future Challenges

YL Lee, D Qin, LC Wang, G Hong - arXiv preprint arXiv:1910.10416, 2019 - arxiv.org
Driven by the emerging use cases in massive access future networks, there is a need for
technological advancements and evolutions for wireless communications beyond the fifth …

Algorithm unrolling for massive access via deep neural networks with theoretical guarantee

Y Shi, H Choi, Y Shi, Y Zhou - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
Massive access is a critical design challenge of Internet of Things (IoT) networks. In this
paper, we consider the grant-free uplink transmission of an IoT network with a multiple …

Deep learning-based multi-user multi-dimensional constellation design in code domain non-orthogonal multiple access

M Han, H Seo, AT Abebe… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Codebook design for code-domain non-orthogonal multiple access (CD-NOMA) can be
considered as a multi-user multi-dimensional modulation (MU-MDM) design. However, the …

Grant-free non-orthogonal multiple access for IoT: A survey

MB Shahab, R Abbas… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Massive machine-type communications (mMTC) is one of the main three focus areas in the
5th generation (5G) of wireless communications technologies to enable connectivity of a …