Online computation offloading in NOMA-based multi-access edge computing: A deep reinforcement learning approach

M Nduwayezu, QV Pham, WJ Hwang - IEEE Access, 2020 - ieeexplore.ieee.org
One of the missions of fifth generation (5G) wireless networks is to provide massive
connectivity of the fast growing number of Internet of Things (IoT) devices. To satisfy this …

Computation offloading and resource allocation in NOMA–MEC: A deep reinforcement learning approach

C Shang, Y Sun, H Luo… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Multiaccess edge computing has emerged as a powerful paradigm for increasing the
computation performance of mobile devices (MDs). Applying nonorthogonal multiple access …

Efficient offloading for minimizing task computation delay of NOMA-based multiaccess edge computing

B Zhu, K Chi, J Liu, K Yu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Multi-access edge computing (MEC) has been one promising solution to reduce the
computation delay of wireless devices. Due to the high spectrum efficiency of non …

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

H Li, F Fang, Z Ding - Entropy, 2021 - mdpi.com
Multi-access edge computing (MEC) and non-orthogonal multiple access (NOMA) are
regarded as promising technologies to improve the computation capability and offloading …

Coalitional games for computation offloading in NOMA-enabled multi-access edge computing

QV Pham, HT Nguyen, Z Han… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Multi-access edge computing (MEC) and nonorthogonal multiple access (NOMA) are two
enabling technologies in the 5 G network and beyond. MEC admits user equipments (UEs) …

Joint offloading decision and resource allocation for multiuser NOMA-MEC systems

L Lin, J Liu, D Zhang, Y Xie - IEEE Access, 2019 - ieeexplore.ieee.org
Mobile edge computing (MEC) is becoming a promising paradigm to provide computing
services for smart mobile devices (SMDs) via offloading computation-intensive tasks to MEC …

Delay minimization for NOMA-enabled mobile edge computing in industrial Internet of Things

W Noh, S Cho - IEEE Transactions on Industrial Informatics, 2021 - ieeexplore.ieee.org
Mobile edge computing and nonorthogonal multiple access (NOMA) have been considered
as promising technologies that can satisfy rigorous requirements of industrial Internet of …

NOMA-assisted multi-access mobile edge computing: A joint optimization of computation offloading and time allocation

Y Wu, K Ni, C Zhang, LP Qian… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Multi-access mobile edge computing (MEC), which enables mobile users (MUs) to offload
their computation-workloads to the computation-servers located at the edge of cellular …

Latency optimization for multi-user NOMA-MEC offloading using reinforcement learning

P Yang, L Li, W Liang, H Zhang… - 2019 28th Wireless and …, 2019 - ieeexplore.ieee.org
Both non-orthogonal multiple access (NOMA) and mobile edge computing (MEC) have been
recognized as important techniques in future wireless networks, and the combination of …

Partial computation offloading in NOMA-assisted mobile-edge computing systems using deep reinforcement learning

TP Truong, TV Nguyen, W Noh… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Mobile-edge computing (MEC) and nonorthogonal multiple access (NOMA) have been
regarded as promising technologies for beyond fifth-generation (B5G) and sixth-generation …