Edge intelligence: A computational task offloading scheme for dependent IoT application

H Xiao, C Xu, Y Ma, S Yang, L Zhong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Computational offloading, as an effective way to extend the capability of resource-limited
edge devices in Internet of Things (IoT), is considered as a promising emerging paradigm for …

Offloading and resource allocation with general task graph in mobile edge computing: A deep reinforcement learning approach

J Yan, S Bi, YJA Zhang - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
In this paper, we consider a mobile-edge computing (MEC) system, where an access point
(AP) assists a mobile device (MD) to execute an application consisting of multiple tasks …

Dependent task scheduling and offloading for minimizing deadline violation ratio in mobile edge computing networks

S Liu, Y Yu, X Lian, Y Feng, C She… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
This paper considers computation offloading for mobile applications with task-dependency
requirements in mobile edge computing (MEC) systems. Based on the online arrival patterns …

A task offloading algorithm using multi-objective optimization under hybrid mode in mobile edge computing

H Hou, Z Chai, X Liu, Y Li, Y Zeng - Mobile Networks and Applications, 2023 - Springer
In mobile edge computing (MEC), edge clients have the capability to offload their computing
tasks to edge servers or other edge clients, aiming to reduce their energy consumption and …

Efficient distributed edge computing for dependent delay-sensitive tasks in multi-operator multi-access networks

A Asheralieva, D Niyato, X Wei - IEEE Transactions on Parallel …, 2024 - ieeexplore.ieee.org
We study the problem of distributed computing in the multi-operator multi-access edge
computing (MEC) network for dependent tasks. Every task comprises several sub-tasks …

Joint task partitioning and parallel scheduling in device-assisted mobile edge networks

Y Li, X Ge, B Lei, X Zhang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
With the development of the Internet of Things (IoT), certain IoT devices have the capability
to not only accomplish their own tasks but also simultaneously assist other resource …

Unmanned aerial vehicle computation task scheduling based on parking resources in post-disaster rescue

J Zhu, H Zhao, Y Wei, C Ma, Q Lv - Applied Sciences, 2022 - mdpi.com
Natural disasters bring huge loss of life and property to human beings. Unmanned aerial
vehicles (UAVs) own the advantages of high mobility, high flexibility, and rapid deployment …

Dependency-aware task offloading based on deep reinforcement learning in mobile edge computing networks

J Li, Z Yang, K Chen, Z Ming, X Li, Q Fan, J Hao… - Wireless …, 2024 - Springer
With the rapid development of innovative applications, lots of computation-intensive and
delay-sensitive tasks are emerging. Task offloading, which is regarded as a key technology …

Terminal cooperative interdependent computing task offloading for 6g

Y Yuan, X Xu, M Sun, P Zhang - IEEE Transactions on Network …, 2022 - ieeexplore.ieee.org
Towards the sixth generation (6G) mobile network, the increasingly powerful communication
and computation capacity of mobile terminals enables distributed cooperative computation …

DQN-based computation-intensive graph task offloading for internet of vehicles

J Li, B Gu, Z Qin, Z Lin, Y Han - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
A computation-intensive graph task comprises a set of tasks and corresponding data flows
between adjacent tasks. In this paper, we consider a mobile edge computing (MEC) system …