TODG: Distributed task offloading with delay guarantees for edge computing

S Yue, J Ren, N Qiao, Y Zhang, H Jiang… - … on Parallel and …, 2021 - ieeexplore.ieee.org
Edge computing has been an efficient way to provide prompt and near-data computing
services for resource-and-delay sensitive IoT applications via computation offloading …

Computation offloading with instantaneous load billing for mobile edge computing

M Gao, R Shen, J Li, S Yan, Y Li, J Shi… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Mobile edge computing (MEC) is a promising approach that can reduce the latency of task
processing by offloading tasks from user equipments (UEs) to MEC servers. Existing works …

Learning driven computation offloading for asymmetrically informed edge computing

M Hu, L Zhuang, D Wu, Y Zhou… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Edge computing emerges as a promising paradigm to decentralize computation power to
the edge of the network and thus improve user experience by task offloading. A user can …

Heterogeneous edge offloading with incomplete information: A minority game approach

M Hu, Z Xie, D Wu, Y Zhou, X Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Task offloading is one of key operations in edge computing, which is essential for reducing
the latency of task processing and boosting the capacity of end devices. However, the …

Optimization for computational offloading in multi-access edge computing: A deep reinforcement learning scheme

J Wang, H Ke, X Liu, H Wang - Computer Networks, 2022 - Elsevier
Owing to their limited computing power and battery level, wireless users (WUs) can hardly
handle compute-intensive workflows by the local processor. Multi-access edge computing …

Computation offloading toward edge computing

L Lin, X Liao, H Jin, P Li - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
We are living in a world where massive end devices perform computing everywhere and
everyday. However, these devices are constrained by the battery and computational …

Distributed optimization for computation offloading in edge computing

R Lin, Z Zhou, S Luo, Y Xiao, X Wang… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Edge computing is a promising technology that offers data analysis and computing for
Internet of Things (IoT) services at the network edge. It has the potential to significantly …

A deep reinforcement learning based offloading game in edge computing

Y Zhan, S Guo, P Li, J Zhang - IEEE Transactions on Computers, 2020 - ieeexplore.ieee.org
Edge computing is a new paradigm to provide strong computing capability at the edge of
pervasive radio access networks close to users. A critical research challenge of edge …

Profit-maximized collaborative computation offloading and resource allocation in distributed cloud and edge computing systems

H Yuan, MC Zhou - IEEE Transactions on Automation Science …, 2020 - ieeexplore.ieee.org
Edge computing is a new architecture to provide computing, storage, and networking
resources for achieving the Internet of Things. It brings computation to the network edge in …

Computation offloading decisions for reducing completion time

S Melendez, MP McGarry - 2017 14th IEEE Annual Consumer …, 2017 - ieeexplore.ieee.org
We analyze the conditions in which offloading computation reduces completion time. We
extend the existing literature by deriving an inequality that relates computation offloading …