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 …

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 …

Deep convolutional self-attention network for energy-efficient power control in NOMA networks

ABM Adam, L Lei, S Chatzinotas… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this letter, we propose an end-to-end multi-modal based convolutional self-attention
network to perform power control in non-orthogonal multiple access (NOMA) networks. We …

TDMA-NOMA based computation offloading for cognitive capacity harvesting networks with transmission order optimization

B Lu, S Lin, J Shi - IEEE Transactions on Communications, 2022 - ieeexplore.ieee.org
In this paper, we investigate the resource allocation of mobile edge computing (MEC) in
cognitive capacity harvesting networks (CCHNs) when non-orthogonal multiple-access …

A deep learning based acceleration of complex satellite resource management problem

TS Abdu, S Kisseleff, L Lei, E Lagunas… - 2022 30th European …, 2022 - ieeexplore.ieee.org
Demand-based algorithms have been widely studied in the satellite community, where the
satellite's radio resources are allocated according to the on-ground users' demands. Hence …

Non-Orthogonal Multiple Access for Next-Generation Satellite Systems: Flexibility Exploitation and Resource Optimization

A Wang - 2022 - orbilu.uni.lu
In conventional satellite communication systems, onboard resource management follows
pre-design approaches with limited flexibility. On the one hand, this can simplify the satellite …

Machine Learning-Based Efficient Resource Scheduling for Future Wireless Communication Networks

Y Yuan - 2022 - orbilu.uni.lu
The next-generation mobile communication system, eg, 6G communication system, is
envisioned to support unprecedented performance requirements such as exponentially …

Mixed-Criticality Scheduling on 5G New Radio

X Jin, C Xia, C Xu, D Li - Mixed-Criticality Industrial Wireless Networks, 2022 - Springer
Compared to industrial wired networks, 5G can improve device mobility and reduce the cost
of networking. However, the real-time performance and reliability of 5G NR (new radio) still …