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Providing Evidence for the Validity of the Virtual Verification of Automated Driving Systems

Neurohr, Birte and de Graaff, Thies and Eggers, Andreas and Bienmüller, Tom and Möhlmann, Eike (2024) Providing Evidence for the Validity of the Virtual Verification of Automated Driving Systems. In: Dependable Computing – EDCC 2024 Workshops (2078), pp. 5-13. Springer Nature Switzerland AG. SafeAutonomy Workshop, 2024-04-08, Löwen, Belgien. doi: 10.1007/978-3-031-56776-6_1. ISBN 978-303156775-9. ISSN 1865-0929.

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Official URL: https://link.springer.com/chapter/10.1007/978-3-031-56776-6_1

Abstract

With the increasing complexity of automated driving systems, formal verification as well as statistical verification that solely relies on real-world testing methods, become infeasible. Virtual testing seems like a promising alternative to traditional methods, especially as part of a scenario-based verification and validation methodology. But in order to transfer the test results of a system from a simulation to the real world, we need to argue the validity of the virtual tests. Our proposed method enables this validity argumentation by comparing the virtual test traces against traces that have sufficiently similar recorded real-world traces. To reduce the amount of required real-world data, the method involves two mechanisms to generalize the validity statement of a single real-world trace to a set of virtual traces. The reduction of required data is showcased in a proof of concept that compares the needed amounts of data with a "naive" validation method and here presented enhancements in an ablation study.

Item URL in elib:https://elib.dlr.de/203456/
Document Type:Conference or Workshop Item (Speech)
Title:Providing Evidence for the Validity of the Virtual Verification of Automated Driving Systems
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Neurohr, BirteUNSPECIFIEDhttps://orcid.org/0000-0002-9982-0206UNSPECIFIED
de Graaff, ThiesUNSPECIFIEDhttps://orcid.org/0009-0006-5918-9524UNSPECIFIED
Eggers, AndreasUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Bienmüller, TomUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Möhlmann, EikeUNSPECIFIEDhttps://orcid.org/0000-0003-3815-6353UNSPECIFIED
Date:2024
Journal or Publication Title:Dependable Computing – EDCC 2024 Workshops
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
DOI:10.1007/978-3-031-56776-6_1
Page Range:pp. 5-13
Editors:
EditorsEmailEditor's ORCID iDORCID Put Code
Sangchoolie, BehroozRISE Research Institutes of Sweden, Borås, SwedenUNSPECIFIEDUNSPECIFIED
Adler, RasmusFraunhofer IESEUNSPECIFIEDUNSPECIFIED
Hawkins, RichardUniversity of York, York, UKUNSPECIFIEDUNSPECIFIED
Schleiß, PhillippFraunhofer IKSUNSPECIFIEDUNSPECIFIED
Arteconi, AlessiaKU Leuven, Geel, BelgiumUNSPECIFIEDUNSPECIFIED
Mancini, AdrianoPolytechnic University of MarchesUNSPECIFIEDUNSPECIFIED
Publisher:Springer Nature Switzerland AG
Series Name:Communications in Computer and Information Science
ISSN:1865-0929
ISBN:978-303156775-9
Status:Published
Keywords:Automated Driving, Automated Driving Systems, Computer Simulation, Simulation-based Testing, Validity, Virtual Testing, Virtual Validation
Event Title:SafeAutonomy Workshop
Event Location:Löwen, Belgien
Event Type:Workshop
Event Date:8 April 2024
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Road Transport
DLR - Research area:Transport
DLR - Program:V ST Straßenverkehr
DLR - Research theme (Project):V - V&V4NGC - Methoden, Prozesse und Werkzeugketten für die Validierung & Verifikation von NGC
Location: Oldenburg
Institutes and Institutions:Institute of Systems Engineering for Future Mobility > Systems Theory and Design
Deposited By: Neurohr, Birte
Deposited On:08 Apr 2024 10:48
Last Modified:10 May 2024 11:24

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