Wireless powered cognitive NOMA-based IoT relay networks: Performance analysis and deep learning evaluation

TH Vu, TV Nguyen, S Kim - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
… Also, it is clear that cooperative NOMA in cognitive … propose a novel cognitive NOMA-based
IoT-relay (C-NOMA-IoT) … To tackle this challenge, we design a deep learning framework for …

Reconfigurable intelligent surface-aided cognitive NOMA networks: Performance analysis and deep learning evaluation

TH Vu, TV Nguyen, DB da Costa… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… We consider an underlay cognitive RIS-assisted NOMA communication scenario which is
under operation over the same spectrum of a primary network (PN). To this end, it is …

Performance analysis and deep learning design of underlay cognitive NOMA-based CDRT networks with imperfect SIC and co-channel interference

TH Vu, TV Nguyen, DB da Costa… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… for the outage probability (OP) of NOMA users and for the overall system … a deep learning
(DL) framework for the OP and system throughput prediction. Our results show that the deep

Performance analysis and deep learning design of wireless powered cognitive NOMA IoT short-packet communications with imperfect CSI and SIC

TH Vu, TV Nguyen, TT Nguyen… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… the block error rate (BLER) of the NOMA users, goodput, energy efficiency, latency… NOMA
users by optimizing power allocation coefficients. In addition, a novel multi-output deeplearning

Deep learning-based joint NOMA signal detection and power allocation in cognitive radio networks

A Kumar, K Kumar - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
… These shortcomings are mitigated by the proposed Deep Learning (DL) schemes for signal
detection and Power Allocation (PA) in NOMA-based futuristic Cognitive Radio Networks (…

Deep cognitive perspective: Resource allocation for NOMA-based heterogeneous IoT with imperfect SIC

M Liu, T Song, G Gui - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
… In this section, we provide the simulation results, in order to investigate our deep learning-based
RA schemes for the heterogeneous IoTUs and MUs in the NOMA system. Practically, …

Exploiting deep learning in the performance evaluation of EH-based coordinated direct and relay transmission system with cognitive NOMA

AK Shukla, K Yadav, PK Upadhyay… - IEEE Communications …, 2023 - ieeexplore.ieee.org
… Although the work in [10] studies an overlay CR NOMAbased … data-driven approach through
deep learning (DL) to estimate … system with an overlay cognitive NOMA scheme, wherein the …

Performance analysis and deep learning assessment of full-duplex overlay cognitive radio NOMA networks under non-ideal system imperfections

CK Singh, PK Upadhyay… - … on Cognitive …, 2023 - ieeexplore.ieee.org
… of an overlay cognitive radio (OCR) coupled with non-orthogonal multiple access (NOMA) …
Our findings manifest that the FD-based OCR-NOMA can comply with the non-ideal system …

Deep reinforcement learning-based multidimensional resource management for energy harvesting cognitive NOMA communications

Z Shi, X Xie, H Lu, H Yang, J Cai… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… networks, and finally pointed out some challenges in CR-NOMA … The convergence of EH,
NOMA, and CR, known as EH-CR-NOMA… All results are obtained based on the deep learning

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

RK Senapati, PJ Tanna - … on Neural Networks and Learning …, 2022 - ieeexplore.ieee.org
… The possible applications namely hybrid NOMA, cognitive NOMA, cooperative NOMA, and
MIMO NOMA for improved 5G communications and open issues in their deployment were …