Proactive content caching scheme in urban vehicular networks

B Feng, C Feng, D Feng, Y Wu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Stream media content caching is a key enabling technology to promote the value chain of
future urban vehicular networks. Nevertheless, the high mobility of vehicles, intermittency of …

Cooperative caching for content dissemination in vehicular networks

S Akhavan Bitaghsir, A Khonsari - International Journal of …, 2018 - Wiley Online Library
The explosive growth of mobile data traffic has made cellular operators to seek low‐cost
alternatives for cellular traffic off‐loading. In this paper, we consider a content delivery …

Deep reinforcement learning for cooperative content caching in vehicular edge computing and networks

G Qiao, S Leng, S Maharjan, Y Zhang… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
In this article, we propose a cooperative edge caching scheme, a new paradigm to jointly
optimize the content placement and content delivery in the vehicular edge computing and …

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
Content Caching at the edge of vehicular networks has been considered as a promising
technology to satisfy the increasing demands of computation-intensive and latency-sensitive …

On a Novel Content Edge Caching Approach based on Multi-Agent Federated Reinforcement Learning in Internet of Vehicles

Y Liu, B Mao - 2023 32nd Wireless and Optical …, 2023 - ieeexplore.ieee.org
Driven by the emerging requirements of Internet of Vehicles (IoV), future vehicles are
expected to have the ability to provide not only the autonomous driving services, but also the …

An Intelligent Caching Scheme Considering the Spatio-Temporal Characteristics of Data in Internet of Vehicles

S Khodaparas, A Benslimane… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The high mobility of vehicles in vehicular networks presents difficulties in timely and low-
delay content delivery. Edge caching is a promising approach for overcoming these …

Mobility-aware cooperative caching in vehicular edge computing based on asynchronous federated and deep reinforcement learning

Q Wu, Y Zhao, Q Fan, P Fan, J Wang… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Vehicular edge computing (VEC) can learn and cache most popular contents for vehicular
users (VUs) in the roadside units (RSUs) to support real-time vehicular applications …

Towards cooperative caching for vehicular networks with multi-level federated reinforcement learning

L Zhao, Y Ran, H Wang, J Wang… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
Content caching in vehicular networks is a promising technology to dramatically reduce the
request-response time and transmission delay. The existing caching policies often suffer …

A -Learning-Based Proactive Caching Strategy for Non-Safety Related Services in Vehicular Networks

L Hou, L Lei, K Zheng, X Wang - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
Content caching has brought huge potential for the provisioning of non-safety related
infotainment services in future vehicular networks. Assisted by multiaccess edge computing …

Federation-based deep reinforcement learning cooperative cache in vehicular edge networks

H Wu, J Jin, H Ma, L Xing - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
With the emergence of a large number of computing resource-intensive applications and a
variety of content delivery services, data in Internet of Vehicles (IoV) is exploding. In order to …