An online framework for joint network selection and service placement in mobile edge computing

B Gao, Z Zhou, F Liu, F Xu, B Li - IEEE Transactions on Mobile …, 2021 - ieeexplore.ieee.org
With the rapid development and deployment of 5G wireless technology, mobile edge
computing (MEC) has emerged as a new computing paradigm to facilitate a large variety of …

Deep reinforcement learning based resource allocation in low latency edge computing networks

T Yang, Y Hu, MC Gursoy, A Schmeink… - 2018 15th …, 2018 - ieeexplore.ieee.org
In this paper, we investigate strategies for the allocation of computational resources using
deep reinforcement learning in mobile edge computing networks that operate with finite …

Dot: Decentralized offloading of tasks in ofdma-based heterogeneous computing networks

L Wu, Z Liu, P Sun, H Chen, K Wang… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
A fundamental issue in multiaccess edge computing (MEC) is efficiently offloading multiple
tasks to multiple helper nodes (MTMH), ie, MEC servers. However, most of the existing …

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
We consider a multi-user multi-server mobile edge computing (MEC) network with time-
varying fading channels and formulate an offloading decision and resource allocation …

Joint resource allocation and multi-part collaborative task offloading in MEC systems

H Zhang, Y Yang, B Shang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper investigates the multi-part collaborative task offloading with multiple servers in
mobile edge computing (MEC) systems by considering server overload and long-term …

Task offloading in multi-hop relay-aided multi-access edge computing

Y Deng, Z Chen, X Chen, Y Fang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As demands for multi-access edge computing (MEC) increase exponentially, resource
limitations at individual edge servers (ESs) will inevitably become bottlenecks. Most existing …

Online optimal service selection, resource allocation and task offloading for multi-access edge computing: A utility-based approach

W Chu, P Yu, Z Yu, JCS Lui… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Multi-access edge computing promises satisfactory user experience by offloading tasks to
the MEC server deployed at the network edge. However, since the MEC server is often …

Mobility-aware offloading and resource allocation in NOMA-MEC systems via DC

C Li, H Wang, R Song - IEEE Communications Letters, 2022 - ieeexplore.ieee.org
Multi-access edge computing (MEC) is a promising computing paradigm that incorporates
computing capability into a radio access network (RAN) nearby user equipment (UE) to …

Deep learning (DL) based joint resource allocation and RRH association in 5G-multi-tier networks

S Ali, A Haider, M Rahman, M Sohail, YB Zikria - IEEE Access, 2021 - ieeexplore.ieee.org
Fifth-Generation (5G) networks have adopted a multi-tier structural model which includes
femtocells, picocells, and macrocells to ensure the user quality-of-service (QoS). To meet …