DRL-based energy-efficient resource allocation frameworks for uplink NOMA systems

X Wang, Y Zhang, R Shen, Y Xu… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… ment and power allocation problem in an uplink multiuser NOMA system. Considering the
… three DRL-based frameworks to improve the sum EE of the NOMA system. Specifically, all …

Resource allocation in uplink NOMA-IoT networks: A reinforcement-learning approach

W Ahsan, W Yi, Z Qin, Y Liu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… • We design a 3D association model-free framework for … -learning and DRL-based resource
allocation is investigated. … energy efficient power allocation with user fairness for uplink

Multi-agent DRL approach for energy-efficient resource allocation in URLLC-enabled grant-free NOMA systems

DD Tran, SK Sharma, VN Ha… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
… the system performance, DRL-based GF-NOMA schemes … We consider an uplink
URLLC-GF-NOMA system consisting … MADRL frameworks proposed for GF-NOMA systems

Deep reinforcement learning-based MEC offloading and resource allocation in uplink NOMA heterogeneous network

W Liu, Y He, J Zhang, J Qiao - … , Communications and IoT …, 2021 - ieeexplore.ieee.org
… on NOMA in this paper. In the NOMA system, we focus on optimizing channel resources, user
… multi-agent DQN to solve resource allocation in NOMA system. Due to the strong coupling …

DRL-Driven Optimization for Energy Efficiency and Fairness in NOMA-UAV Networks

BI Ghomri, MY Bendimerad… - IEEE Communications …, 2024 - ieeexplore.ieee.org
… to improve EE while considering fairness in uplink NOMA. … works, we propose a DRL-based
framework to enhance EE and FNF. … When it comes to resource management and trajectory …

Energy efficiency optimization in downlink NOMA-enabled fog radio access network based on deep reinforcement learning

F Wu, L Zhang, Y He - 2021 Computing, Communications and …, 2021 - ieeexplore.ieee.org
system throughput in unknown communication environment. The resource allocation problem
of multi-user in uplink … of the frameworks can obviously improve the EE of the system. Most …

EnergyEfficient Resource Allocation for NOMA‐Enabled Internet of Vehicles

X Chen, Z Ma, T Ma, X Liu… - … and Mobile Computing, 2021 - Wiley Online Library
… propose a DRL-based subchannel and power allocation (DSPA) … In the uplink NOMA system,
the superimposed signal … than that of our proposed DSPA framework because in the DSPA …

A novel approach to efficient resource allocation in load-balanced cellular networks using hierarchical DRL

AM Rahimi, A Ziaeddini, S Gonglee - Journal of Ambient Intelligence and …, 2022 - Springer
resource allocation problem in an uplink NOMA system. … framework to improve the long-term
energy efficiency of the … framework as the continuous DRL-based resource allocation

DRL-assisted resource allocation for NOMA-MEC offloading with hybrid SIC

H Li, F Fang, Z Ding - Entropy, 2021 - mdpi.com
… for uplink transmission in multi-user hybrid NOMA-MEC networks with hybrid SIC. More
specifically, a DRL-based framework … of both cases and choosing the more energy efficient one. …

DRL-Based Resource Allocation for NOMA-Enabled D2D Communications Underlay Cellular Networks

YJ Jeong, S Yu, JW Lee - IEEE Access, 2023 - ieeexplore.ieee.org
… a multi-agent DRL framework in the centralized RA scheme. … We consider a cellular uplink
period, in which D2D clusters … proposed RA scheme is energy efficient and achieves a high …