Knowledge Commons of Institute of Automation,CAS
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories | |
Yang,Ning; Chen,Shuo; Zhang,Haijun; Berry,Randall | |
发表期刊 | IEEE Communications Surveys and Tutorials |
2024 | |
页码 | 50 |
摘要 | Mobile Edge Computing (MEC) broadens the scope of computation and storage beyond the central network, incorporating edge nodes close to end devices. This expansion facilitates the implementation of large-scale "connected things" within edge networks. The advent of applications necessitating real-time, high-quality service presents several challenges, such as low latency, high data rate, reliability, efficiency, and security, all of which demand resolution. The incorporation of reinforcement learning (RL) methodologies within MEC networks promotes a deeper understanding of mobile user behaviors and network dynamics, thereby optimizing resource use in computing and communication processes. This paper offers an exhaustive survey of RL applications in MEC networks, initially presenting an overview of RL from its fundamental principles to the latest advanced frameworks. Furthermore, it outlines various RL strategies employed in offloading, caching, and communication within MEC networks. Finally, it explores open issues linked with software and hardware platforms, representation, RL robustness, safe RL, large-scale scheduling, generalization, security, and privacy. The paper proposes specific RL techniques to mitigate these issues and provides insights into their practical applications. |
关键词 | Reinforcement learning, mobile edge computing, offloading scheduling, content caching, and communication |
是否为代表性论文 | 是 |
七大方向——子方向分类 | 决策智能理论与方法 |
国重实验室规划方向分类 | 其他 |
是否有论文关联数据集需要存交 | 否 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/57100 |
专题 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Yang,Ning,Chen,Shuo,Zhang,Haijun,et al. Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories[J]. IEEE Communications Surveys and Tutorials,2024:50. |
APA | Yang,Ning,Chen,Shuo,Zhang,Haijun,&Berry,Randall.(2024).Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories.IEEE Communications Surveys and Tutorials,50. |
MLA | Yang,Ning,et al."Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories".IEEE Communications Surveys and Tutorials (2024):50. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Beyond_the_Edge_An_A(1694KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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