Artificial intelligence empowered edge computing and caching for internet of vehicles

Y Dai, D Xu, S Maharjan, G Qiao… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
… Moreover, since some popular contents are shared by V2V edge caching, we plan to
propose a secure caching and sharing mechanism to enhance security and user privacy. …

Artificial intelligence assisted collaborative edge caching in small cell networks

MF Pervej, RQ Hu - GLOBECOM 2020-2020 IEEE Global …, 2020 - ieeexplore.ieee.org
… with heterogeneous caching models at the edge nodes. Besides, aiming to maximize the
cache hit ratio (CHR) in a two-tier heterogeneous network, we let the edge nodes collaborate. …

Artificial intelligence for wireless caching: Schemes, performance, and challenges

M Sheraz, M Ahmed, X Hou, Y Li, D Jin… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
… [33] provided an analysis on different kinds of ANN and how to solve edge caching and
computing problem in wireless networks. Since there is no comprehensive survey on AI-based …

An artificial intelligence perspective on mobile edge computing

Z Chen, Q He, L Liu, D Lan… - … Conference on Smart …, 2019 - ieeexplore.ieee.org
… AI is playing a more important role in the mobile edge computing. In this paper, we conduct
… concept of green edge intelligence. Finally, by using a case study on edge caching with AI …

Twin-timescale artificial intelligence aided mobility-aware edge caching and computing in vehicular networks

RQ Hu, L Hanzo - IEEE Transactions on Vehicular …, 2019 - ieeexplore.ieee.org
… 1, where we consider the vehicular mobility, edge caching and computational models. In
particular, the yellow vehicle starts to request the contents and their computation from the RSU 1…

Applying machine learning techniques for caching in next-generation edge networks: A comprehensive survey

J Shuja, K Bilal, W Alasmary, H Sinky… - Journal of Network and …, 2021 - Elsevier
edge network. This article investigates the application of machine learning techniques for
in-network caching in edge … We also discuss the role of edge caching in 5G networks. Moreover…

In-edge ai: Intelligentizing mobile edge computing, caching and communication by federated learning

X Wang, Y Han, C Wang, Q Zhao, X Chen… - Ieee …, 2019 - ieeexplore.ieee.org
… by Artificial Intelligence (AI) techniques [4, 5], including but not limited to the application of
AI for the physical layer (PHY), the data link Layer, and traffic control [6]. In particular, related …

Edge intelligence: The confluence of edge computing and artificial intelligence

S Deng, H Zhao, W Fang, J Yin… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
… Considering that current research efforts on AI for edge concentrate on WN, service
placement, service caching, and computation offloading, we only focus on these topics in the …

[HTML][HTML] On recommendation-aware content caching for 6G: An artificial intelligence and optimization empowered paradigm

Y Fu, KN Doan, TQS Quek - Digital Communications and Networks, 2020 - Elsevier
… Extensive studies explicitly demonstrate that edge caching induces improved spectrum
efficiency [6,7], energy efficiency [8,9], and transmission reliability [6,9]. Moreover, the authors in …

Deep reinforcement learning-based edge caching in wireless networks

C Zhong, MC Gursoy… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… content caching. For centralized edge caching, we aim at maximizing the cache hit rate…
In decentralized edge caching, we consider both the cache hit rate and transmission delay …