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Screen-Off Traffic Characterization and Optimization in 3G/4G Networks

机译:3G / 4G网络中的屏蔽流量表征和优化

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Today's cellular systems operate under diverse resource constraints: limited frequency spectrum, network processing capability, and hand set battery life. We consider a novel and important factor, handset screen status, i.e., whether the screen is on or off, which was ignored by previous approaches for optimizing cellular resource utilization. Based on analyzing real smartphone traffic collected from 20 users over five months, we find that off-screen traffic accounts for 58.5% of the total radio energy consumption although their traffic volume contribution is much smaller. Such unexpected results are attributed to the unique cellular resource management policy that is not well understood by developers, leading to cellular-unfriendly mobile apps. We then make a further step by proposing screen-aware optimization, by leveraging the key observation that screen-off traffic is much more delay-tolerant than its screen-on counterpart due to a lack of user interaction. Our proposal can better balance the key tradeoffs in cellular networks. It saves up to 60.92% of the network energy and reduces signaling and delay overhead by 25.33% and 30.59%, respectively.
机译:当今的蜂窝系统在各种资源限制下运行:有限的频谱,网络处理能力和手机电池寿命。我们考虑了一个新颖而重要的因素,即手机屏幕状态,即屏幕是开还是关,以前的优化蜂窝资源利用的方法都忽略了这一点。通过分析五个月内从20个用户那里收集的实际智能手机流量,我们发现屏幕外流量占总无线电能量消耗的58.5%,尽管他们的流量贡献很小。此类意外结果归因于开发人员未充分理解的独特的蜂窝资源管理策略,从而导致了对蜂窝不友好的移动应用程序。然后,我们通过提出以下关键建议,提出了屏幕感知优化,这是关键一步:由于缺少用户交互,关闭屏幕的流量比其打开屏幕的流量更能容忍延迟。我们的建议可以更好地平衡蜂窝网络中的关键权衡。它最多可节省60.92%的网络能量,并分别减少25.33%和30.59%的信令和延迟开销。

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