Vehicle Telematics Via Exteroceptive Sensors: A Survey
August 27, 2020 ยท The Cartographer ยท ๐ arXiv.org
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"Title-pattern auto-detect: Vehicle Telematics Via Exteroceptive Sensors: A Survey"
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Authors
Fernando Molano Ortiz, Matteo Sammarco, Luรญs Henrique M. K. Costa, Marcin Detyniecki
arXiv ID
2008.12632
Category
eess.SP: Signal Processing
Cross-listed
cs.HC
Citations
11
Venue
arXiv.org
Last Checked
3 days ago
Abstract
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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