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Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units

The concept of Continuous Authentication is to authenticate an entity on the basis of a digital output generated in a continuous way by the entity itself. This concept has recently been applied in the literature for the continuous authentication of persons on the basis of intrinsic features extracte...

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Detalles Bibliográficos
Autores principales: Baldini, Gianmarco, Geib, Filip, Giuliani, Raimondo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6928623/
https://www.ncbi.nlm.nih.gov/pubmed/31801261
http://dx.doi.org/10.3390/s19235283
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author Baldini, Gianmarco
Geib, Filip
Giuliani, Raimondo
author_facet Baldini, Gianmarco
Geib, Filip
Giuliani, Raimondo
author_sort Baldini, Gianmarco
collection PubMed
description The concept of Continuous Authentication is to authenticate an entity on the basis of a digital output generated in a continuous way by the entity itself. This concept has recently been applied in the literature for the continuous authentication of persons on the basis of intrinsic features extracted from the analysis of the digital output generated by wearable sensors worn by the subjects during their daily routine. This paper investigates the application of this concept to the continuous authentication of automotive vehicles, which is a novel concept in the literature and which could be used where conventional solutions based on cryptographic means could not be used. In this case, the Continuous Authentication concept is implemented using the digital output from Inertial Measurement Units (IMUs) mounted on the vehicle, while it is driving on a specific road path. Different analytical approaches based on the extraction of statistical features from the time domain representation or the use of frequency domain coefficients are compared and the results are presented for various conditions and road segments. The results show that it is possible to authenticate vehicles from the Inertial Measurement Unit (IMU) recordings with great accuracy for different road segments.
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spelling pubmed-69286232019-12-26 Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units Baldini, Gianmarco Geib, Filip Giuliani, Raimondo Sensors (Basel) Article The concept of Continuous Authentication is to authenticate an entity on the basis of a digital output generated in a continuous way by the entity itself. This concept has recently been applied in the literature for the continuous authentication of persons on the basis of intrinsic features extracted from the analysis of the digital output generated by wearable sensors worn by the subjects during their daily routine. This paper investigates the application of this concept to the continuous authentication of automotive vehicles, which is a novel concept in the literature and which could be used where conventional solutions based on cryptographic means could not be used. In this case, the Continuous Authentication concept is implemented using the digital output from Inertial Measurement Units (IMUs) mounted on the vehicle, while it is driving on a specific road path. Different analytical approaches based on the extraction of statistical features from the time domain representation or the use of frequency domain coefficients are compared and the results are presented for various conditions and road segments. The results show that it is possible to authenticate vehicles from the Inertial Measurement Unit (IMU) recordings with great accuracy for different road segments. MDPI 2019-11-30 /pmc/articles/PMC6928623/ /pubmed/31801261 http://dx.doi.org/10.3390/s19235283 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Baldini, Gianmarco
Geib, Filip
Giuliani, Raimondo
Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units
title Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units
title_full Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units
title_fullStr Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units
title_full_unstemmed Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units
title_short Continuous Authentication of Automotive Vehicles Using Inertial Measurement Units
title_sort continuous authentication of automotive vehicles using inertial measurement units
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6928623/
https://www.ncbi.nlm.nih.gov/pubmed/31801261
http://dx.doi.org/10.3390/s19235283
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