FastHLA: Energy-Efficient Mobile Data Transfer Optimization Based on Historical Log Analysis

FastHLA: Energy-Efficient Mobile Data Transfer Optimization Based on Historical Log Analysis
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FastHLA:基于历史日志分析的节能移动数据传输优化

DOI:
10.1145/3265863.3265871
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发表时间:
2018
期刊:
MobiWac'18 Proceedings of the 16th ACM International Symposium on Mobility Management and Wireless Access
影响因子:
--
通讯作者:
Kosar, Tevfik
Kosar, Tevfik
中科院分区:
--
文献类型:
--
作者:
Guner, Kemal;Nine, MD S;Bulut, M. Fatih;Kosar, Tevfik

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到2020年,移动数据流量将超过PC互联网流量。随着智能手机用户数量和每部智能手机传输的数据量呈指数级增长,有限的电池电量正成为依赖网络I/O的移动设备日益严重的问题。尽管针对移动设备硬件层和网络栈底层的电源管理技术的研究越来越多,但在网络I/O期间,关注移动系统应用层节能的工作却很少。在本文中,我们提出了一种称为FastHLA的新技术,它可以在不牺牲性能的情况下在移动网络I/O期间实现应用层的显著节能。FastHLA基于历史日志分析和移动数据传输的实时动态调优来实现优化目标。与最先进的HTTP/2.0传输相比,FastHLA可以将数据传输速度提高10倍,并将能耗降低5倍。
Mobile data traffic will exceed PC Internet traffic by 2020. As the number of smartphone users and the amount of data transferred per smartphone grow exponentially, limited battery power is becoming an increasingly critical problem for mobile devices which depend on the network I/O. Despite the growing body of research in power management techniques for the mobile devices at the hardware layer as well as the lower layers of the networking stack, there has been little work focusing on saving energy at the application layer for the mobile systems during network I/O. In this paper, we propose a novel technique, called FastHLA, that can achieve significant energy savings at the application layer during mobile network I/O without sacrificing the performance. FastHLA is based on historical log analysis and real-time dynamic tuning of mobile data transfers to achieve the optimization goal. FastHLA can increase the data transfer throughout by up to 10X and decrease the energy consumption by up to 5X compared to state-of-the-art HTTP/2.0 transfers.
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