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Federated Online Learning Aided Multi-Objective Proactive Caching in Heterogeneous Edge Networks
IEEE Transactions on Cognitive Communications and Networking, 2023To address the drastic increase in multimedia traffic volume, mobile edge caching (MEC) has been exploited to reduce redundant data transmissions by equipping computation and storage capacity at the edge network.
Tan Li, Linqi Song
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User-Aware and Flexible Proactive Caching Using LSTM and Ensemble Learning in IoT-MEC Networks
IEEE Internet of Things Journal, 2022To meet the stringent demands of emerging Internet-of-Things (IoT) applications, such as smart home, smart city, and virtual reality in 5G/6G IoT networks, edge content caching for mobile/multiaccess edge computing (MEC) has been identified as a ...
The-Vi Nguyen +4 more
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A UAV-Enabled Data Dissemination Protocol With Proactive Caching and File Sharing in V2X Networks
IEEE Transactions on Communications, 2021In Vehicle-to-Everything (V2X) networks, where all vehicles and infrastructures are interconnected for information sharing, data dissemination is increasingly playing a significant role in superior and pluralistic communication services.
Rongqing Zhang +4 more
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Enhanced Proactive Caching Through Content Recommendation
2019 53rd Asilomar Conference on Signals, Systems, and Computers, 2019The mismatch between user demand and service supply creates a congestion in mobile wireless networks. Taking advantage of user demand predictability, Service Providers (SPs) apply proactive caching to smooth out the network load. However, the performance of applied caching strategy depends on the content popularity information.
Youssef Ahmed +4 more
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Dynamic proactive caching in relay networks
2017 15th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), 2017We investigate the performance of dynamic proactive caching in relay networks where an intermediate relay station caches content for potential future use by end users. A central base station proactively controls the cache allocation such that cached content remains fresh for consumption for a limited number of time slots called proactive service window.
Rana A. Hassan +5 more
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A proactive caching approach in 5G networks
2020 10th International Conference on Computer and Knowledge Engineering (ICCKE), 2020One of the key challenges of emerging networking technologies e.g. 5G, is handling a large number of user requests. Network caching is a well-experienced approach to addressing this challenge, through which frequently requested files are cached at the network edge to reduce the latency and traffic load of the network.
Saideh Ahangary +5 more
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Stream Floating: Enabling Proactive and Decentralized Cache Optimizations
2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2021As multicore systems continue to grow in scale and on-chip memory capacity, the on-chip network bandwidth and latency become problematic bottlenecks. Because of this, overheads in data transfer, the coherence protocol and replacement policies become increasingly important.
Zhengrong Wang +4 more
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Proactive Cache Placement on Cooperative Client Caches for Online Social Networks
IEEE Transactions on Parallel and Distributed Systems, 2016This paper investigates cache placement on a cooperative cache built from individual client caches in an online social network or web service. We use a service that maintains a mapping between content and the clients that cache it, and propose cache placement schemes that leverage relationships between clients (for example, social links) and workload ...
Stavros Nikolaou +2 more
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Field of View Aware Proactive Caching for Mobile Augmented Reality Applications
Global Communications Conference, 2022Mobile Augmented Reality (MAR) applications require significant computational and storage resources at the end devices or at edge clouds (EC) to, inter alia, support for the Augmented Reality Objects (AROs) that are amalgamated to the physical world.
Zhaohui Huang, V. Friderikos
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QoE-Driven Proactive Caching With DRL in Sustainable Cloud-to-Edge Continuum
IEEE Transactions on Mobile ComputingCloud-assisted edge computing scenarios can intelligently cache and update the content periodically, thereby enhancing users’ overall perception of service, which is called quality of experience (QoE).
Xiaoming He +6 more
semanticscholar +1 more source

