Reinforcement learning methods for computation offloading: a systematic review

Z Zabihi, AM Eftekhari Moghadam… - ACM Computing …, 2023 - dl.acm.org
Today, cloud computation offloading may not be an appropriate solution for delay-sensitive
applications due to the long distance between end-devices and remote datacenters. In …

[HTML][HTML] A comprehensive survey on reinforcement-learning-based computation offloading techniques in edge computing systems

D Hortelano, I de Miguel, RJD Barroso… - Journal of Network and …, 2023 - Elsevier
In recent years, the number of embedded computing devices connected to the Internet has
exponentially increased. At the same time, new applications are becoming more complex …

Machine learning-based computation offloading in edge and fog: a systematic review

S Taheri-abed, AM Eftekhari Moghadam… - Cluster Computing, 2023 - Springer
Abstract Today, Mobile Cloud Computing (MCC) alone can no longer respond to the
increasing volume of data and satisfy the necessary delays in real-time applications. In …

Enhancing AIoT device association with task offloading in aerial MEC networks

J Chen, P Yang, S Ren, Z Zhao… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) have emerged as a promising solution for enhancing
mobile-edge computing (MEC) networks. However, the integration of UAVs into MEC …

多无人机网络边缘智能计算卸载算法.

王心一, 陈志江, 雷磊, 宋晓勤 - … & Processing/Shu Ju Cai Ji …, 2023 - search.ebscohost.com
为了解决大规模部署固定边缘计算节点成本高, 机动性差和难以应对突发事件等问题,
针对计算密集型和延迟敏感型移动业务需求, 提出了一种基于深度强化学习的计算任务卸载算法 …

Energy-Efficient Computation Offloading Based on Multi-Agent Deep Reinforcement Learning for Industrial Internet of Things Systems

S Chouikhi, M Esseghir… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The term Industrial Internet of Things (IIoT) was created to describe a specific area of the
Internet of Things (IoT) that integrates information and communication technologies (ICTs) …

A comprehensive survey on computation offloading using reinforcement learning

J Liang, X Qi, J Yang, F Zhang - International Conference on …, 2023 - spiedigitallibrary.org
The continuous development of computing and communication technologies, as well as the
emergence of new applications such as autonomous driving, augmented reality, and …