Federated Edge Intelligence and Edge Caching Mechanisms
Information, 2023 Federated learning (FL) has emerged as a promising technique for preserving user privacy and ensuring data security in distributed machine learning contexts, particularly in edge intelligence and edge caching applications. Recognizing the prevalent challenges of imbalanced and noisy data impacting scalability and resilience, our study introduces two ...
Aristeidis Karras +5 more
openaire +3 more sources
A Feature-Based Bayesian Method for Content Popularity Prediction in Edge-Caching Networks [PDF]
, 2019 Edge-caching is recognized as an efficient technique for future wireless cellular networks to improve network capacity and user-perceived quality of experience.
Chatzinotas, Symeon +3 more
core +6 more sources
Dynamic edge-caching through content popularity and crowd prediction for short video services [PDF]
Scientific ReportsWith the explosive growth of short video traffic and the increasing demand for low-latency content delivery, efficient edge caching strategies have become critical for mobile networks. However, the highly dynamic and personalized characteristics of short
Sen Niu +4 more
doaj +2 more sources
Recent advances in mobile edge computing and content caching
Digital Communications and Networks, 2020 The demand for digital media services is increasing as the number of wireless subscriptions is growing exponentially. In order to meet this growing need, mobile wireless networks have been advanced at a tremendous pace over recent days.
Sunitha Safavat +2 more
doaj +3 more sources
Explicit Content Caching at Mobile Edge Networks with Cross-Layer Sensing [PDF]
Sensors, 2018 The deployment density and computational power of small base stations (BSs) are expected to increase significantly in the next generation mobile communication networks.
Lingyu Chen +4 more
doaj +2 more sources
Mobility-Aware Proactive Edge Caching for Connected Vehicles Using Federated Learning
IEEE Transactions on Intelligent Transportation Systems, 2021 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 vehicular applications for intelligent transportation.
Zhengxin, Jia Hu, Geyong Min
exaly +2 more sources
Diversified caching algorithm with cooperation between edge servers [PDF]
PeerJ Computer ScienceEdge computing makes up for the high latency of the central cloud network by deploying server resources in close proximity to users. The storage and other resources configured by edge servers are limited, and a reasonable cache replacement strategy is ...
Yongxuan Sang +3 more
doaj +3 more sources
Soft Cache Hits and the Impact of Alternative Content Recommendations on Mobile Edge Caching [PDF]
, 2016 Caching popular content at the edge of future mobile networks has been widely considered in order to alleviate the impact of the data tsunami on both the access and backhaul networks. A number of interesting techniques have been proposed, including femto-
Boccardi F. +3 more
core +2 more sources
Edge Caching Data Distribution Strategy with Minimum Energy Consumption. [PDF]
Sensors (Basel)Lin Z, Liang J.
europepmc +3 more sources
Caching at the Edge: Outage Probability [PDF]
2021 IEEE Wireless Communications and Networking Conference (WCNC), 2021 Caching at the edge of wireless networks is a keytechnology to reduce traffic in the backhaul link. However, aconcentrated amount of requests during peak-periods may causethe outage of the system, meaning that the network is not ableto serve the whole set of demands.
Recayte, Estefania, Munari, Andrea
openaire +3 more sources