Poster: MonoSense: An Energy Efficient Transportation Mode Detection System

A. AbdelAziz
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引用次数: 3

Abstract

Transportation mode detection problem has been addressed by a number of recent systems using the ubiquitous mobile phones. Nevertheless, these studies either leverage different sensors, and/or multiple cell towers information. However, these sensors have high energy consumption, are limited to a small subset of phones, cannot work in certain areas (e.g. inside tunnels for GPS). In this paper, we present a transportation mode detection system, MonoSense, that leverages the phone serving cell information only. Our results show that MonoSense can achieve an average precision and recall of 89.26% and 89.84%, respectively in differentiating among stationary, walking, and driving modes.
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海报:MonoSense:一种节能的交通方式检测系统
交通方式检测问题已经被一些最近使用无处不在的移动电话的系统所解决。然而,这些研究要么利用不同的传感器,要么利用多个信号塔的信息。然而,这些传感器能耗高,有限的一小部分手机,不能工作在某些领域(如在隧道GPS)。在本文中,我们提出了一个运输模式检测系统,MonoSense,利用手机只提供蜂窝信息。我们的结果表明,MonoSense可以达到平均89.26%和89.84%的精度和召回,分别在区分静止不动的,散步,和驾驶模式。
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