On the performance and optimization for MEC networks using uplink NOMA

Y Ye, G Lu, RQ Hu, L Shi - 2019 IEEE International Conference …, 2019 - ieeexplore.ieee.org
… We consider a NOMA based MEC network consisting of one MEC server (ie, gateway or
base state) and two users A and B, as shown in Fig. 1. Each user has tasks with Mk (k = A, B) …

A hybrid DQN and optimization approach for strategy and resource allocation in MEC networks

YC Wu, TQ Dinh, Y Fu, C Lin… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… In section II, the system model of our MEC network is introduced, followed by the problem …
a time-slotted mobile edge computing (MEC) network that consists of K computational access …

Energy and latency efficient joint communication and computation optimization in a multi-uav assisted mec network

F Pervez, A Sultana, C Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
optimizing communication and computation related parameters for users connected to a MEC
… defined problem by jointly optimizing task offloading and MEC server selection decision, …

Performance optimization in mobile-edge computing via deep reinforcement learning

X Chen, H Zhang, C Wu, S Mao, Y Ji… - 2018 IEEE 88th …, 2018 - ieeexplore.ieee.org
… In this paper, we consider MEC for a representative mobile user in an ultra dense network, …
To break the curse of high dimensionality in state space, we propose a deep Q-network-…

Performance analysis for IRS-assisted MEC networks with unit selection

J Lu, S Lai, J Xia, M Tang, C Fan, J Ou, D Fan - Physical Communication, 2022 - Elsevier
performance and obtain some insights on the MEC network. In further, we adjust the deployment
of the IRS location to optimize the system outage performance. … proposed optimization

A novel framework of three-hierarchical offloading optimization for MEC in industrial IoT networks

Z Zhao, R Zhao, J Xia, X Lei, D Li… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… relaying in MEC networks, Chen et al. [22] studied the joint communication and computation
optimization for the relay-aided MEC networks and found that the system performance could …

Adaptive performance modeling framework for QoS-aware offloading in MEC-based IIoT systems

S Bebortta, D Senapati, CR Panigrahi… - IEEE internet of things …, 2021 - ieeexplore.ieee.org
… induced in MEC networks. This problem was formulated as an optimization problem with
the … This work primarily focused on optimizing the allocation and pricing of resource-constrained …

Energy Consumption Modeling and Optimization of UAV-Assisted MEC Networks Using Deep Reinforcement Learning

M Yan, L Zhang, W Jiang, CA Chan… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
network resources on the network energy consumption by comparing the performance of …
future work on system performance optimization, specifically in terms of energy efficiency. …

Cost minimization for cooperative computation framework in MEC networks

Y Pan, C Pan, K Wang, H Zhu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… and can be offloaded to MEC server or nearby UEs for execution. The binary offloading
decisions, ie, which task should be offloaded to which UE or MEC, is optimized together with the …

An integrated optimization-learning framework for online combinatorial computation offloading in MEC networks

X Li, L Huang, H Wang, S Bi… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
… In the following, we conduct numerical simulations to evaluate the performance of LyDROO.
We consider an MEC network of 10 MDs with random task data arrivals. We intend to …