Efficient federated DRL-based cooperative caching for mobile edge networks

A Tian, B Feng, H Zhou, Y Huang… - … on Network and …, 2022 - ieeexplore.ieee.org
Edge caching has been regarded as a promising technique for low-latency, high-rate data
delivery in future networks, and there is an increasing interest to leverage Machine Learning …

A review on green caching strategies for next generation communication networks

MIA Zahed, I Ahmad, D Habibi, QV Phung… - IEEE …, 2020 - ieeexplore.ieee.org
In recent years, the ever-increasing demand for networking resources and energy, fueled by
the unprecedented upsurge in Internet traffic, has been a cause for concern for many service …

QoE-driven content-centric caching with deep reinforcement learning in edge-enabled IoT

X He, K Wang, W Xu - IEEE Computational Intelligence …, 2019 - ieeexplore.ieee.org
When humans learn several skills to solve multiple tasks, they exhibit an extraordinary
capacity to transfer knowledge between them. The authors present here the last enhanced …

Double coded caching in ultra dense networks: Caching and multicast scheduling via deep reinforcement learning

Z Zhang, H Chen, M Hua, C Li… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Proposed by Maddah-Ali and Niesen, a coded caching scheme has been verified to
alleviate the load of networks efficiently. Recently, a new technique called placement …

Joint optimization of caching and association in energy-harvesting-powered small-cell networks

F Guo, H Zhang, X Li, H Ji… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
The rapidly growing mobile traffic calls for higher quality of service (QoS) and lower on-grid
energy cost. Integrating energy harvesting to small-cell networks (SCNs) with caching has …

K-means based edge server deployment algorithm for edge computing environments

B Li, K Wang, D Xue, Y Pei - … & Big Data Computing, Internet of …, 2018 - ieeexplore.ieee.org
In mobile edge computing environments, edge servers are deployed at the edge of the
network to provide low-latency and high-bandwidth services for mobile terminals. This paper …

A cooperative green content caching technique for next generation communication networks

MIA Zahed, I Ahmad, D Habibi… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Proactive content caching at the network-edge is envisioned as a key technique to reduce
backhaul congestion and latency in popular content delivery. Data storage units, however …

Coded caching under non-uniform content popularity distributions with multiple requests

AG Sheshjavani, A Khonsari… - 2020 IEEE Wireless …, 2020 - ieeexplore.ieee.org
Content caching is a technique aimed to reduce the network load imposed by data
transmission during peak time while ensuring users' quality of experience. Studies have …

Efficient file delivery for coded prefetching in shared cache networks with multiple requests per user

H Xu, C Gong, X Wang - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
We consider a centralized caching network, where a server serves several groups of users,
each having a common shared homogeneous fixed-size cache and requesting arbitrary …

Proactive content caching using surplus renewable energy: A win–win solution for both network service and energy providers

MIA Zahed, I Ahmad, D Habibi, QV Phung… - Future Generation …, 2020 - Elsevier
In recent years, the unprecedented uptake of streaming services has forced the
telecommunication industry to rethink their traditional approach to delivering broadband …