2015 · 62 citations · 16 references
ComputingComputer EngineeringComputer ScienceComputer NetworksEdge ComputingMobile ComputingCache Behavior AnalysisCachingCaching StrategiesMobile Edge ComputingMobile NetworkingMobile NetworksBandwidthCache Hit RateCache Hit Ratio OptimizationCache Performance ModelingCaching MechanismsEdge CachingHit RatePopularity-based Caching
The paper considers the use of caching in mobile access networks and seeks to evaluate the optimal memory for bandwidth tradeoff at base station (BS), packet gateway (PGW) and a possible intermediate mobile cloud node (MCN). Formulas are derived for the hit rate under time varying popularity and for a novel cache insertion policy incorporating a pre-filter. The analytical model is applied first to demonstrate that reactive caching is not efficient for nodes with low demand due to the negative impact of content churn. This means BS or MCN caches must be managed proactively with popular content items pre-fetched under some centralized control. Quantifying the tradeoff at each level leads us to conclude that limited caching at BS and MCN levels brings significant savings while to store the vast majority of the content catalogue at the Internet edge at the PGW is clearly cost effective.
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Temporal locality in today's content caching
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