2022 · 80 citations · 27 references
ComputingComputer SystemsInformation TechnologyEdge ComputingMobile ComputingMobile SystemsHandover ManagementMobile NetworkingMobile NetworksMobility ManagementMobility Pattern AnalysisCellular Communication NetworksCellular NetworksDeploymentHandover In Cellular NetworksHandover Performance EvaluationMobility PredictionPower ConsumptionPower Consumption Modeling
With 5G's support for diverse radio bands and different deployment modes, e.g., standalone (SA) vs. non-standalone (NSA), mobility management - especially the handover process - becomes far more complex. Measurement studies have shown that frequent handovers cause wild fluctuations in 5G throughput, and worst, service outages. Through a cross-country (6,200 km+) driving trip, we conduct in-depth measurements to study the current 5G mobility management practices adopted by three major U.S. carriers. Using this rich dataset, we carry out a systematic analysis to uncover the handover mechanisms employed by 5G carriers, and compare them along several dimensions such as (4G vs. 5G) radio technologies, radio (low-, mid- & high-)bands, and deployment (SA vs. NSA) modes. We further quantify the impact of mobility on application performance, power consumption, and signaling overheads. We identify key challenges facing today's NSA 5G deployments which result in unnecessary handovers and reduced coverage. Finally, we design a holistic handover prediction system Prognos and demonstrate its ability to improve QoE for two 5G applications 16K panoramic VoD and realtime volumetric video streaming. We have released the artifacts of our study at https://github.com/SIGCOMM22-5GMobility/artifact.
27
PrefixSpan,: mining sequential patterns efficiently by prefix-projected pattern growth
Jian Pei, Jiawei Han, Behzad Mortazavi-Asl et al. · 2005 · 1.8K citations
Neural Adaptive Video Streaming with Pensieve
Hongzi Mao, Ravi Netravali, Mohammad Alizadeh · 2017 · 1.3K citations · Full text
A Control-Theoretic Approach for Dynamic Adaptive Video Streaming over HTTP
Xiaoqi Yin, Abhishek Jindal, Vyas Sekar et al. · 2015 · 995 citations · Full text
Clayton Shepard, Ahmad Rahmati, Chad C. Tossell et al. · ACM SIGMETRICS Performance Evaluation Review · 2011 · 302 citations