Mobility-aware proactive edge caching for connected vehicles using federated learning

Z Yu, J Hu, G Min, Z Zhao, W Miao… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… To address the above challenge, we design a mobilityaware proactive content caching
scheme for connected vehicles using FL. As shown in Fig. 1, it is a three-layered architecture. …

A federated learning-based edge caching approach for mobile edge computing-enabled intelligent connected vehicles

C Li, Y Zhang, Y Luo - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
… of high-precision map caching, we present an edge cooperative caching scheme based on
… adaptive edge caching while protecting user privacy. The collaborative caching model is …

Toward energy-aware caching for intelligent connected vehicles

H Wu, J Zhang, Z Cai, F Liu, Y Li… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
edge node. They studied how to efficiently stream data to connected vehicles on roads covered
by edge … The authors [14] proposed a non-cooperative caching scheme which used the …

Mobility-aware edge caching for connected cars

A Mahmood, C Casetti, CF Chiasserini… - 2016 12th Annual …, 2016 - ieeexplore.ieee.org
… to the mobility characteristics of connected cars. In … caches content at edge nodes where
connected vehicles mostly require it. Unlike blind popularity decisions, the probabilistic caching

Modeling and analysis of a shared edge caching system for connected cars and industrial IoT-based applications

RWL Coutinho, A Boukerche - IEEE Transactions on Industrial …, 2019 - ieeexplore.ieee.org
… Content caching on edge devices has emerged as a promising solution to improve content
distribution in smart and mobile applications (eg, connected vehicles, smart transportation sys…

An efficient caching policy for content retrieval in autonomous connected vehicles

M Rahim, MA Javed, AN Alvi, M Imran - Transportation Research Part A …, 2020 - Elsevier
vehicles to retrieve information from a closer vicinity at a RSU. In this paper, we present a
content caching policy for the connected vehicles … the RSUs and vehicles to cache a particular …

Intelligent edge computing in internet of vehicles: A joint computation offloading and caching solution

Z Ning, K Zhang, X Wang, L Guo, X Hu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… be executed at vehicles or offloaded to the edge server of RSUs. 2… caching storage at the
edge servers of RSUs [22]. Generally, we assume computational tasks generated from vehicles

The rich prefetching in edge caches for in-order delivery to connected cars

A Mahmood, CE Casetti, CF Chiasserini… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… driving motivate the need to develop smart edge caching strategies adapted to the mobility
CacHe (RICH), which optimally caches content at edge nodes where connected vehicles

An intelligent content caching protocol for connected vehicles

M Rahim, S Ali, AN Alvi, MA Javed… - Transactions on …, 2021 - Wiley Online Library
… , connected vehicles provide various infotainment and nonsafety services using vehicle to
vehicle and vehicle to … To enable these infotainment services, content providers cache their …

Service caching and task offloading for mobile edge computing-enabled intelligent connected vehicles

M Huang, Y Yi, G Zhang - Journal of Shanghai Jiaotong University …, 2021 - Springer
… Abstract: The development of intelligent connected vehicles (ICVs) has tremendously … mobile
edge computing (MEC), which meets the demands of delay-sensitive onvehicle applications…