Deep reinforcement learning based computation offloading and resource allocation for MEC

J Li, H Gao, T Lv, Y Lu - 2018 IEEE wireless communications …, 2018 - ieeexplore.ieee.org
… ) can perform computation offloading via wireless channels to … the offloading decision and
computational resource allocation… framework to tackle the resource allocation in wireless MEC. …

Computation offloading and resource allocation in wireless cellular networks with mobile edge computing

C Wang, C Liang, FR Yu, Q Chen… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
… to studying computation offloading, resource allocation and … offloading, spectrum and
computation resource allocation and … • Computation offloading, resource allocation and content …

Edge intelligence for energy-efficient computation offloading and resource allocation in 5G beyond

Y Dai, K Zhang, S Maharjan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… based computation offloading and resource allocation algorithm … The joint computation
offloading and resource allocation … solve the proposed computation offloading problem in Section …

A DRL agent for jointly optimizing computation offloading and resource allocation in MEC

J Chen, H Xing, Z Xiao, L Xu… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
offloading in wireless-powered MEC networks, with a DRL algorithm designed for binary
offloading decision making and resource allocation. Li … tion offloading and resource allocation in …

Joint offloading and resource allocation for computation and communication in mobile cloud with computing access point

MH Chen, B Liang, M Dong - IEEE INFOCOM 2017-IEEE …, 2017 - ieeexplore.ieee.org
… the offloading decision and the allocation of computation and communication resources of
all … , which contains the binary offloading decision and subsequent optimal allocation of the …

Deep reinforcement learning for offloading and resource allocation in vehicle edge computing and networks

Y Liu, H Yu, S Xie, Y Zhang - IEEE Transactions on Vehicular …, 2019 - ieeexplore.ieee.org
… Then, we propose as vehicle-assisted offloading scheme for UEs while considering the …
obtain the optimal policies of computation offloading and resource allocation. Finally, we analyze …

Task offloading and resource allocation for mobile edge computing by deep reinforcement learning based on SARSA

T Alfakih, MM Hassan, A Gumaei, C Savaglio… - IEEE …, 2020 - ieeexplore.ieee.org
offloading process (how and where to offload), the partition of mobile applications, and resource
allocation, which affect offloading … Few studies have focused on computation offloading

Dynamic task offloading and resource allocation for ultra-reliable low-latency edge computing

CF Liu, M Bennis, M Debbah… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… Let us give an overview of the proposed task offloading and resource allocation approach
before … Afterwards, we focus on task offloading and resource allocation by solving three …

Joint task offloading and resource allocation for energy-constrained mobile edge computing

H Jiang, X Dai, Z Xiao, A Iyengar - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… an encouraging resource allocation scheme can be proposed. What’s worse, task offloading
… , we propose an online joint offloading and resource allocation (JORA) framework under the …

Computation offloading and resource allocation for low-power IoT edge devices

F Samie, V Tsoutsouras, L Bauer… - 2016 IEEE 3rd world …, 2016 - ieeexplore.ieee.org
resource allocationoffloading and bandwidth allocation in local networks of IoT edge
nodes. We present a novel technique that allows the devices to utilized the limited resources (eg …