Identifying Relationships in Vehicular Sensor Data: A Case Study and Characterization

Paulo H. L. Rettore, André B. Campolina, L. Villas, A. Loureiro
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引用次数: 8

Abstract

Many technologies have been developed to provide effective opportunities to enhance the safety of roads and improve transportation system. In face of that, the concept of Vehicular Ad-Hoc Networks (VANET) was introduced to provide intelligent transportation systems. In this work, we propose the use of an OBD Bluetooth adapter and a smartphone to gather data from two cars, then we analyze the relationships between RPM and speed data to identify if this reflects the vehicle's current gear. As a result, we found a coefficient that indicates the behavior of each gear along the time in a trace. We conclude that these analysis, although in the beginning, suggests a way to determine the gear state. Therefore, many services can be developed using this information as, recommendation of gear shift time, eco-driving support, security patterns and entertainment applications.
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识别车辆传感器数据中的关系:一个案例研究和表征
许多技术的发展为提高道路安全和改善交通系统提供了有效的机会。为此,引入了车辆自组织网络(Vehicular Ad-Hoc Networks, VANET)的概念来提供智能交通系统。在这项工作中,我们建议使用OBD蓝牙适配器和智能手机来收集两辆车的数据,然后我们分析RPM和速度数据之间的关系,以确定这是否反映了车辆当前的档位。结果,我们发现了一个系数,该系数表明了每个齿轮沿时间轨迹的行为。我们得出结论,这些分析,虽然在开始,提出了一种确定齿轮状态的方法。因此,可以利用这些信息开发许多服务,如换挡时间推荐、生态驾驶支持、安全模式和娱乐应用。
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