Results 31 to 40 of about 5,135,840 (274)

RL-Cache

open access: yesProceedings of the 2019 Workshop on Network Meets AI & ML - NetAI'19, 2019
pub
Vadim Kirilin   +3 more
openaire   +3 more sources

Multi-Agent Reinforcement Learning Based Cooperative Content Caching for Mobile Edge Networks

open access: yesIEEE Access, 2019
To address the drastic growth of data traffic dominated by streaming of video-on-demand files, mobile edge caching/computing (MEC) can be exploited to develop intelligent content caching at mobile network edges to alleviate redundant traffic and improve ...
Wei Jiang   +3 more
doaj   +1 more source

A Survey of Deep Learning for Data Caching in Edge Network

open access: yesInformatics, 2020
The concept of edge caching provision in emerging 5G and beyond mobile networks is a promising method to deal both with the traffic congestion problem in the core network, as well as reducing latency to access popular content.
Yantong Wang, Vasilis Friderikos
doaj   +1 more source

PA-Cache: Evolving Learning-Based Popularity- Aware Content Caching in Edge Networks [PDF]

open access: yesIEEE Transactions on Network and Service Management, 2021
As ubiquitous and personalized services are growing boomingly, an increasingly large amount of traffic is generated over the network by massive mobile devices. As a result, content caching is gradually extending to network edges to provide low-latency services, improve quality of service, and reduce redundant data traffic.
Qilin Fan   +5 more
openaire   +3 more sources

Deep Q-Learning-Based Content Caching With Update Strategy for Fog Radio Access Networks

open access: yesIEEE Access, 2019
In order to improve the edge caching efficiency of the fog radio access network (F-RAN), this paper put forward a distributed deep Q-learning-based content caching scheme based on user preference prediction and content popularity prediction.
Fan Jiang   +3 more
doaj   +1 more source

Deep Learning for Latent Events Forecasting in Content Caching Networks

open access: yesIEEE Transactions on Wireless Communications, 2022
A novel Twitter context aided content caching (TAC) framework is proposed for enhancing the caching efficiency by taking advantage of the legibility and massive volume of Twitter data.
Zhong Yang   +3 more
semanticscholar   +1 more source

Proactive Edge Caching in Content-Centric Networks With Massive Dynamic Content Requests

open access: yesIEEE Access, 2020
Edge computing is a promising infrastructure evolution to reduce traffic loads and support low-latency communications. Furthermore, content-centric networks provide a natural solution to cache contents at edge nodes.
Xiaogeng Xu   +4 more
doaj   +1 more source

An integration of autonomic computing with multicore systems for performance optimization in Industrial Internet of Things

open access: yesIET Communications, EarlyView., 2022
Abstract The goal of this work is to investigate how the self‐awareness characteristic of autonomic computing, paired with existing performance optimization rules, may be used in applications to minimise multi‐core processor performance concerns. The suggested self‐awareness technique can assist applications in self‐execution while also assisting other
Surendra Kumar Shukla   +8 more
wiley   +1 more source

Contention Tracking in GPU Last-Level Cache

open access: yes2022 IEEE 40th International Conference on Computer Design (ICCD), 2022
The Last-level cache (LLC) is one of the main GPU’s shared resources that contributes to improve performance but also increases individual kernel’s performance variability. This is detrimental in scenarios in which some level of performance predictability is required.
Barrera Herrera, Javier Enrique   +4 more
openaire   +1 more source

An edge communication based probabilistic caching for transient content distribution in vehicular networks

open access: yesScientific Reports, 2023
Vehicular Content Networks (VCNs) represent key empowering solution for content distribution in fully distributed manner for vehicular infotainment applications.
Divya Gupta   +3 more
doaj   +1 more source

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