Aggregating inter-app traffic to optimize cellular radio energy consumption on smartphones

S. Pradhan, Sourav Kumar Dandapat, Niloy Ganguly, Bivas Mitra, Pradipta De
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引用次数: 4

Abstract

Cellular radio interfaces on smartphones consume a significant amount of battery power, specially with growing number of network centric applications. With high bandwidth cellular access links pushing the bottleneck to the network core, the risk of poor bandwidth utilization of the access link increases, which leads to energy wastage as the radio interface must stay active longer. In addition, small sized packet transmissions from applications wake up the interface frequently, but do not require the entire bandwidth capacity. In this work, we improve the radio usage by aggregating packet transmission from multiple applications. We introduce different time delays while transmitting packets from foreground and background applications such that user experience is minimally impacted. Through empirical observations, we determine the impact of different types of traffic on bandwidth utilization. Naive attempts to improve bandwidth utilization lead to increase in the number of packets missing the deadline for dispatch. With these observations, we propose a technique that balances the bandwidth utilization and deadline misses. Simulation driven experiments using synthetic traces and real trace based on application usage on Android based smartphones show energy gain of around 10% over other competing techniques.
聚合应用间流量以优化智能手机上的蜂窝无线电能耗
智能手机上的蜂窝无线电接口消耗大量的电池电量,特别是随着以网络为中心的应用程序数量的增加。随着高带宽蜂窝接入链路将瓶颈推向网络核心,接入链路带宽利用率低的风险增加,由于无线电接口必须保持更长时间的活动,从而导致能量浪费。此外,来自应用程序的小报文传输会频繁唤醒接口,但不需要占用整个带宽容量。在这项工作中,我们通过聚合来自多个应用程序的数据包传输来提高无线电利用率。当从前台和后台应用程序传输数据包时,我们引入了不同的时间延迟,以使用户体验受到最小的影响。通过实证观察,我们确定了不同类型的流量对带宽利用率的影响。天真地尝试提高带宽利用率会导致错过调度截止日期的数据包数量增加。根据这些观察结果,我们提出了一种平衡带宽利用率和截止日期错过的技术。在基于Android的智能手机上使用合成轨迹和真实轨迹的模拟驱动实验显示,与其他竞争技术相比,能量增益约为10%。
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