2019
DOI: 10.1109/comst.2019.2911906
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Vehicular Data Space: The Data Point of View

Abstract: Over the years, governments and automakers launched initiatives to improve road traffic efficiency, safety, and people mobility. They have been working on various aspects of intelligent transportation systems (ITSs), which aim to improve decision-making, availability of information, and communication technologies to provide applications and services to boost the transportation systems. The development of new applications and services for ITS depends on the availability of different data sources, what it is not… Show more

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Cited by 21 publications
(21 citation statements)
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“…Historically, IoT sensors are prone to failures and, as such, create serious quality concerns when deployed on a moving vehicles [24]. Due to reliability limitations of these sensors, CAVs are prone into making erroneous decision and causing fatal disasters [14].…”
Section: A Anomaly Detection In Cavsmentioning
confidence: 99%
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“…Historically, IoT sensors are prone to failures and, as such, create serious quality concerns when deployed on a moving vehicles [24]. Due to reliability limitations of these sensors, CAVs are prone into making erroneous decision and causing fatal disasters [14].…”
Section: A Anomaly Detection In Cavsmentioning
confidence: 99%
“…CAVs use a variety of perception and control sensors to safely maneuver on the road [8]. AD models have been directly applied to raw vehicle sensor data for ensuring data reliability, availability, and general data quality [11], [24]. Wyk et al [8] use CNN in combination with KF to identify anomalies in real-life vehicle data from speed, location, and acceleration sensors.…”
Section: A Anomaly Detection In Cavsmentioning
confidence: 99%
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“…Vehicles are getting more and more intelligent. An average car today contains more than 20,000 components, including about 40 microprocessors and an important set of embedded sensors that can number up to 200 sensors per vehicle in 2020 [25]. Modern vehicles hinge on these considerable sets of sensors in order to generate and exchange vehicle motion and status data.…”
Section: Vehicular Data Representationmentioning
confidence: 99%
“…O VER the years, to enhance traffic safety and enable driving automation, there is a considerable growth of embedded sensors inside vehicles [1]. By sharing the local sensor data with surrounding environment via vehicle-toeverything (V2X) communication, vehicles can collectively perceive the environment.…”
Section: Introductionmentioning
confidence: 99%