Distributed deep learning-based offloading for mobile edge computing networks

L Huang, X Feng, A Feng, Y Huang, LP Qian - Mobile networks and …, 2022 - Springer
This paper studies mobile edge computing (MEC) networks where multiple wireless devices
(WDs) choose to offload their computation tasks to an edge server. To conserve energy and …

Dependency-aware computation offloading in mobile edge computing: A reinforcement learning approach

S Pan, Z Zhang, Z Zhang, D Zeng - IEEE Access, 2019 - ieeexplore.ieee.org
Mobile edge computing (MobEC) builds an Information Technology (IT) service environment
to enable cloud-computing capabilities at the edge of mobile networks. To tackle the …

Ultra-low latency multi-task offloading in mobile edge computing

H Zhang, Y Yang, X Huang, C Fang, P Zhang - IEEE Access, 2021 - ieeexplore.ieee.org
With the development of computer technology, computational-intensive and delay-sensitive
applications are emerging endlessly, and they are limited by the computing power and …

Delay-aware and energy-efficient computation offloading in mobile-edge computing using deep reinforcement learning

L Ale, N Zhang, X Fang, X Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Internet of Things (IoT) is considered as the enabling platform for a variety of promising
applications, such as smart transportation and smart city, where massive devices are …

Energy-efficient computation offloading and resource allocation for delay-sensitive mobile edge computing

Q Wang, S Guo, J Liu, Y Yang - Sustainable Computing: Informatics and …, 2019 - Elsevier
Mobile edge computing is an emerging computing paradigm to augment computational
capabilities of mobile devices by offloading computation-intensive tasks from resource …

Collaborative computation offloading for multiaccess edge computing over fiber–wireless networks

H Guo, J Liu - IEEE Transactions on Vehicular Technology, 2018 - ieeexplore.ieee.org
By offloading the computation tasks of the mobile devices (MDs) to the edge server, mobile-
edge computing (MEC) provides a new paradigm to meet the increasing computation …

Online computation offloading and resource scheduling in mobile-edge computing

T Liu, Y Zhang, Y Zhu, W Tong… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
With the explosion of mobile smart devices, many computation intensive applications have
emerged, such as interactive gaming and augmented reality. Mobile-edge computing (EC) is …

Collaborative cloud-edge-end task offloading in mobile-edge computing networks with limited communication capability

C Kai, H Zhou, Y Yi, W Huang - IEEE Transactions on Cognitive …, 2020 - ieeexplore.ieee.org
Mobile edge computing (MEC) is an emerging computing paradigm for enabling low-
latency, high-bandwidth and agile mobile services by deploying computing platform at the …

Computation offloading in MIMO based mobile edge computing systems under perfect and imperfect CSI estimation

TT Nguyen, LB Le, Q Le-Trung - IEEE Transactions on Services …, 2019 - ieeexplore.ieee.org
Intelligent offloading of computation-intensive tasks to a mobile cloud server provides an
effective mean to expand the usability of wireless devices and prolong their battery life …

An efficient online computation offloading approach for large-scale mobile edge computing via deep reinforcement learning

Z Hu, J Niu, T Ren, B Dai, Q Li, M Xu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Mobile edge computing (MEC) has been envisioned as a promising paradigm that could
effectively enhance the computational capacity of wireless user devices (WUDs) and quality …