Litcius/Paper detail

Modeling and implementation of 5G edge caching over satellite

Thang X. Vu, Yannick Poirier, Symeon Chatzinotas, Nicola Maturo, Joël Grotz, Frederic Roelens

2020International Journal of Satellite Communications and Networking25 citationsDOIOpen Access PDF

Abstract

Summary The fifth‐generation (5G) wireless networks have to deal with the high data rate and stringent latency requirements due to the massive invasion of connected devices and data‐hungry applications. Edge caching is a promising technique to overcome these challenges by prefetching the content closer to the end users at the edge node's local storage. In this paper, we analyze the performance of edge caching 5G networks with the aid of satellite communication systems. First, we investigate the satellite‐aided edge caching systems in two promising use cases: (a) in dense urban areas and (b) in sparsely populated regions, eg, rural areas. Second, we study the effectiveness of satellite systems via the proposed satellite‐aided caching algorithm, which can be used in three configurations: (a) mono‐beam satellite, (b) multi‐beam satellite, and (c) hybrid mode. Third, the proposed caching algorithm is evaluated by using both empirical Zipf‐distribution data and the more realistic Movielens dataset. Last but not least, the proposed caching scheme is implemented and tested by our developed demonstrators which allow real‐time analysis of the cache hit ratio and cost analysis.

Topics & Concepts

Computer scienceCacheEnhanced Data Rates for GSM EvolutionSatelliteMovieLensComputer networkZipf's lawReal-time computingDistributed computingTelecommunicationsStatisticsMathematicsMachine learningCollaborative filteringRecommender systemAerospace engineeringEngineeringCaching and Content DeliveryOpportunistic and Delay-Tolerant NetworksIoT Networks and Protocols