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
… cognitive NOMA-based IoT-relay (C-NOMA-IoT) network to … To tackle this challenge, we
design a deep learning framework … wireless-powered C-NOMA-IoT network, where cellular SNs …

Cooperative NOMA-enabled SWIPT IoT networks with imperfect SIC: Performance analysis and deep learning evaluation

TH Vu, TV Nguyen, S Kim - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
… 1) We investigate a time-power EH mechanism in cooperative NOMA networks, where
TS is deployed at an information source and power splitting (PS) is used at relay nodes to …

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
… Motivated by the promising combination of CR, NOMA and … of RIS-aided cognitive NOMA
networks as well as to develop a … evaluation of downlink cognitive RIS-assisted NOMA systems …

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
… In addition, the works of [29]–[33] only evaluated the performance of the NOMA systems …
may profess limitations on the ability of SPCs in NOMA networks. On the other hand, the works of …

ACO-based Scheme in Edge Learning NOMA Networks for Task-Oriented Communications

CE Garcia, MR Camana, I Koo - IEEE Access, 2024 - ieeexplore.ieee.org
… ACO-Based Scheme in Edge Learning NOMA Networks the advantage from using NOMA,
we evaluate its performance against the maximum ratio combining (MRC) technique in terms …

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 performance of the FD-NOMA relay sharing method was evaluated considering outage
capacity, ergodic capacity, and outage probability. Simulation outputs demonstrated the FD-…

Artificial neural network performance evaluation for a hybrid power domain orthogonal/non-orthogonal multiple access (OMA/NOMA) system

JD Belesaca, P Avila-Campos… - … Evaluation of Wireless Ad …, 2020 - dl.acm.org
… In this work, we use an artificial neural network (ANN) to assign an OMA or NOMA access …
we also evaluate the accuracy and training time of the three most relevant learning algorithms …

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

CK Singh, PK Upadhyay… - … and Networking, 2023 - ieeexplore.ieee.org
… We further evaluate the system throughput and ESR to assess the overall performance of …
the QoS for the primary network, we must choose a practical value for the NOMA-based CSAT …

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
… -driven approach through deep learning (DL) to … NOMA scheme, wherein the primary network
consists of a source node S, a near-user D1 and a faruser D2, while the secondary network

A NOMA-Based Q-Learning Random Access Method for Machine Type Communications

MV da Silva, RD Souza, H Alves… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
… We propose the use of Q-Learning and NOMA, alongside with a power control scheme, to …
work are: i) evaluation of the beneficial impact in RA of combining Q-Learning with NOMA; ii) a …