论文标题

通过外部感受性传感器的车辆远程信息处理:调查

Vehicle Telematics Via Exteroceptive Sensors: A Survey

论文作者

Ortiz, Fernando Molano, Sammarco, Matteo, Costa, Luís Henrique M. K., Detyniecki, Marcin

论文摘要

尽管在汽车场中提供了大量的传感器,但目前仅使用其中一些传感器,主要是本体感受,但在远程信息处理,汽车保险和移动性安全研究中使用。在本文中,我们表明,麦克风或摄像机等外部感受传感器可以替代许多领域的本体感受。我们的主要动机是为读者提供远程信息处理应用程序开发的替代思想,而本体感受传感器无法使用技术问题,隐私问题或商业设备缺乏可用性。我们首先引入了远程信息处理传感器的分类法。然后,我们详细审查了所有对车辆远程信息处理的兴趣的外部感受传感器,突出了现成设备中的优势,缺点和可用性。先后,我们介绍了研究和行业中著名的远程信息处理服务以及诸如驱动分析或车辆安全的列表。对于他们每个人,我们都报告了依靠外观传感器的最新和重要作品,只要可用的数据集。我们得出结论,使用用于行业和研究的外观感受传感器,表明了公开挑战。

Whereas a very large number of sensors are available in the automotive field, currently just a few of them, mostly proprioceptive ones, are used in telematics, automotive insurance, and mobility safety research. In this paper, we show that exteroceptive sensors, like microphones or cameras, could replace proprioceptive ones in many fields. Our main motivation is to provide the reader with alternative ideas for the development of telematics applications when proprioceptive sensors are unusable for technological issues, privacy concerns, or lack of availability in commercial devices. We first introduce a taxonomy of sensors in telematics. Then, we review in detail all exteroceptive sensors of some interest for vehicle telematics, highlighting advantages, drawbacks, and availability in off-the-shelf devices. Successively, we present a list of notable telematics services and applications in research and industry like driving profiling or vehicular safety. For each of them, we report the most recent and important works relying on exteroceptive sensors, as long as the available datasets. We conclude showing open challenges using exteroceptive sensors both for industry and research.

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