Analyzing road quality using a mobile application

V. Gaspar
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Abstract

This paper presents the current progress in acquiring and analyzing the data, obtained from smartphone sensor measurements during a drive with a car. The main aim of the research is to create generic rules to identify road state and its quality. Previously, the mobile application has been created, and measurements began. Currently, we acquired data from more than 500km of daily driving and created a road map using binning and basic clustering. The aggregated values on the map contain information about speed, location and peek linear 3-axial acceleration. In the future, we expect to apply Kalman filtering for cleansing the acceleration data and to continue with evaluating other quality metrics.
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使用移动应用程序分析道路质量
本文介绍了目前在获取和分析数据方面的进展,这些数据是从智能手机传感器在驾驶过程中获得的。研究的主要目的是创建通用规则来识别道路状态及其质量。在此之前,已经创建了移动应用程序,并开始了测量。目前,我们从每天超过500公里的驾驶中获取数据,并使用分组和基本聚类创建了路线图。地图上的聚合值包含有关速度、位置和峰值线性3轴加速度的信息。在未来,我们希望应用卡尔曼滤波来清理加速度数据,并继续评估其他质量指标。
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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