An overview of mobile device network traffic and network interface usage patterns

Junghyo Lee, P. Seeling
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引用次数: 10

Abstract

In this paper, we present and evaluate the outcomes of a measurement study amongst Android mobile device users, who volunteered their device-level network activity data through a newly developed mobile application in January 2013. We evaluate the submitted data in two hour time intervals with respect to device-level network traffic amounts, application network activity times, and data distribution (as measure of connectivity) between mobile (cellular) and wireless LAN networks. We find fairly homogeneous values with low levels of autocorrelation or long range dependence for the device-level amounts of data, but an indication for self-similarity for the summed application network usage times, which are positively correlated. In addition, we observe that the average distribution for cellular interface usage exhibits clear patterns for the day of the week as well as the time of the day. The combination of these findings can find direct utilization in future mobile device utilization modeling efforts.
移动设备网络流量和网络接口使用模式的概述
在本文中,我们展示并评估了一项针对Android移动设备用户的测量研究的结果,这些用户在2013年1月通过新开发的移动应用程序自愿提供了他们的设备级网络活动数据。我们在两个小时的时间间隔内评估提交的数据,涉及设备级网络流量、应用程序网络活动时间和移动(蜂窝)和无线LAN网络之间的数据分布(作为连接性的度量)。我们发现,对于设备级的数据量,具有较低水平的自相关或长期依赖的相当均匀的值,但是对于应用程序网络使用时间的总和来说,这是一个自相似性的指示,它们是正相关的。此外,我们观察到蜂窝接口使用的平均分布显示出一周中的一天以及一天中的时间的清晰模式。这些发现的结合可以在未来的移动设备使用建模工作中找到直接的利用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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