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Drive now, text later : nonintrusive texting-while-driving detection using smartphones

机译:立即开车,稍后发短信:使用智能手机进行非侵入式驾驶时发短信检测

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摘要

Texting-while-driving (T&D) is one of the top dangerous behaviors for drivers. Many interesting systems and mobile phone applications have been designed to help to detect or combat T&D. However, for a T&D detection system to be practical, a key property is its capability to distinguish driver's mobile phone from passengers'. Existing solutions to this problem generally rely on the user's manual input, or utilize specific localization devices to determine whether a mobile phone is at the driver's location. In this paper, we propose a method which is able to detect T&D automatically without using any extra devices. The idea is very simple: when a user is composing messages, the smartphone embedded sensors (i.e., gyroscopes, accelerometers, and GPS) collect the associated information such as touchstrokes, holding orientation and vehicle speed. This information will then be analyzed to see whether there exists some specific T&D patterns. Extensive experiments have been conducted by different persons and in different driving scenarios. The results show that our approach can achieve a good detection accuracy with low false positive rate. Besides being infrastructure-free and with high accuracy, the method does not access the content of messages and therefore is privacy-preserving.
机译:驾驶时发短信(T&D)是驾驶员最危险的行为之一。已经设计了许多有趣的系统和移动电话应用程序来帮助检测或打击T&D。但是,对于实用的T&D检测系统,关键特性是其区分驾驶员的移动电话和乘客的移动电话的能力。针对该问题的现有解决方案通常依赖于用户的手动输入,或者利用特定的定位设备来确定移动电话是否在驾驶员的位置。在本文中,我们提出了一种无需使用任何额外设备即可自动检测T&D​​的方法。这个想法非常简单:当用户编写消息时,智能手机内置的传感器(即陀螺仪,加速计和GPS)会收集相关信息,例如触击,保持方向和车速。然后将分析此信息以查看是否存在某些特定的T&D模式。不同的人在不同的驾驶场景下进行了广泛的实验。结果表明,我们的方法能够以较低的假阳性率实现良好的检测精度。除了不依赖基础结构且具有很高的准确性外,该方法不访问消息的内容,因此可以保护隐私。

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