A Measurement-Based Prioritization Scheme for Smartphone Applications

被引:7
|
作者
Li, Yantao [1 ]
Zhou, Gang [2 ]
Ruddy, George [2 ]
Cutler, Bruce [2 ]
机构
[1] Southwest Univ, Coll Comp & Informat Sci, Chongqing 400715, Peoples R China
[2] Coll William & Mary, Dept Comp Sci, Williamsburg, VA 23187 USA
基金
中国国家自然科学基金;
关键词
Measurements; Smartphone applications; RX rate; ST rate; Prioritization;
D O I
10.1007/s11277-014-1756-5
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Applications labeled with priorities can reduce energy consumption on smartphones for network traffic, by conserving up to 56 % energy under typical usage patterns. In this paper, we present a measurement-based prioritization scheme for smartphone applications, which labels each application with a priority. More specifically, we first conduct a measurement of application usage on Android smartphones based on the implementation of SystemSens. Based on the measurement results, we observe that two key features of receiving rate (RX rate) and screen touch rate (ST rate) extracted from netlog and screen data can reflect the network interactivity and improve the accuracy of the prioritization scheme as well. Then, with the two selected features, we propose an online solution that prioritizes applications on smartphones to conserve energy consumption. Finally, we evaluate the proposed prioritization scheme with data from a user study, and the results demonstrate that our scheme can accurately prioritize applications on smartphones most of the time.
引用
收藏
页码:333 / 346
页数:14
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