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GNN-GM: A Proactive Caching Scheme for Named Data Networking

2022 IEEE International Conference on Communications Workshops (ICC Workshops), 2022
As people spend more time watching movies and sharing videos online, it is crucial to provide users with a satisfactory quality of experience (QoE). With the help of the in-network caching feature in named data networking (NDN), our paper aims to improve
Jiacheng Hou, Haoye Lu, A. Nayak
semanticscholar   +1 more source

Deep Reinforcement Learning Based Two-phase Proactive Caching for Collaborative Edge Networks

IEEE Wireless Communications and Networking Conference
In cache-assisted wireless edge networking, the proactive content caching policy is acknowledged as an effective way for data traffic relief. In this paper, we introduce an online content caching scheme for a mobile edge computing (MEC) system, which ...
Ming Zhao, M. R. Nakhai
semanticscholar   +1 more source

Proactive Caching in the Edge-Cloud Continuum with Federated Learning

Consumer Communications and Networking Conference
In edge-cloud IoT scenarios, proactive caching strategies constitute an effective solution to optimize the use of resources while ensuring adequate Age of Information (Aol).
Ivan D. Zyrianoff   +5 more
semanticscholar   +1 more source

Trailblazer: A proactive caching, blockchain, minimum content retrieval latency, and energy cost-aware resource and job orchestration scheme for publisher-subscriber based 6G ICN services

J. High Speed Networks
With the rise of information-centric networks (ICN), the user can access the caching content from nearby caching nodes rather than the remote content server through in-network caching facilities.
Mahfuzulhoq Chowdhury
semanticscholar   +1 more source

Smart Proactive Caching: Empower the Video Delivery for Autonomous Vehicles in ICN-Based Networks

IEEE Transactions on Vehicular Technology, 2020
The recent advances in vehicular communications and networking are bringing self-driving vehicles closer to reality. Once full automation (i.e., levels 4 and 5 as defined in the five levels of autonomous driving) becomes a reality, entertainment services
Zhe Zhang   +3 more
semanticscholar   +1 more source

Joint Scheduling of Proactive Caching and On-Demand Transmission Traffics Over Shared Spectrum

IEEE Transactions on Communications, 2021
Proactive caching has emerged as a promising solution to reduce the content access latency in radio access networks (RANs), thereby attracting considerable attention in the era of 6G research.
Changkun Li, Wei Chen, K. Letaief
semanticscholar   +1 more source

Context-Aware Proactive Edge Caching for Vehicular Edge Computing Based on Asynchronous Federated Learning

IEEE Internet of Things Journal
Edge caching is a promising technique for effectively reducing backhaul pressure and content access latency in the Internet of Vehicles (IoV). The existing content caching solutions still face the following challenges: 1) contents cached on edge servers ...
Zhoufan Liao   +3 more
semanticscholar   +1 more source

Online Proactive Caching in Mobile Edge Computing Using Bidirectional Deep Recurrent Neural Network

IEEE Internet of Things Journal, 2019
With emergence of Internet of Things (IoT), wireless traffic has grown dramatically, posing severe strain on core network and backhaul bandwidth. Proactive caching in mobile edge computing systems can not only efficiently mitigate the traffic congestion ...
Laha Ale   +4 more
semanticscholar   +1 more source

Privacy-preserving federated k-means for proactive caching in next generation cellular networks

Information Sciences, 2020
Proactive caching is a novel smart communication resource management method that can offer intelligent and economic networking services in the next generation cellular networks.
Yang Liu   +5 more
semanticscholar   +1 more source

Optimal Proactive Caching in VANETs for Social Networking

2019 IEEE Global Communications Conference (GLOBECOM), 2019
Social media traffic is considered the primary source of Internet traffic. Such traffic is largely facilitated by mobile devices. Consequently, cellular networks tend to experience significantly high traffic load, and mobile users tend to incur high cellular costs.
Sara A. Elsayed   +2 more
openaire   +1 more source

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