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Hungar, Hardi (2023) Using AI in the Verification and Validation of Automated Driving Systems. In: Bridging the Gap Between AI and Reality AISoLA 2023. Bridging the Gap Between AI and Reality. AISoLA 2023, 2023-10-23 - 2023-10-28, Kreta, Griechenland.
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Abstract
Automated vehicles must be carefully verified and validated for their type approval. This is an elaborate and complex task. It includes the analysis of data from the real world and from simulation, recognition of maneuvers in real-world data, detection and evaluation of criticality, construction of scenarios, compilation of scenario catalogs, different kinds of simulations, in particular the exploration of scenario spaces, and assignment of real-world data to scenarios. All of these tasks can be supported by AI techniques. This paper defines the respective problems and shows what role AI could play in their solution
| Item URL in elib: | https://elib.dlr.de/201587/ | ||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||
| Title: | Using AI in the Verification and Validation of Automated Driving Systems | ||||||||
| Authors: |
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| Date: | 26 October 2023 | ||||||||
| Journal or Publication Title: | Bridging the Gap Between AI and Reality AISoLA 2023 | ||||||||
| Refereed publication: | No | ||||||||
| Open Access: | No | ||||||||
| Gold Open Access: | No | ||||||||
| In SCOPUS: | No | ||||||||
| In ISI Web of Science: | No | ||||||||
| Editors: |
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| Status: | Published | ||||||||
| Keywords: | Automated driving systems; verification and validation; AI for verification and validation | ||||||||
| Event Title: | Bridging the Gap Between AI and Reality. AISoLA 2023 | ||||||||
| Event Location: | Kreta, Griechenland | ||||||||
| Event Type: | international Conference | ||||||||
| Event Start Date: | 23 October 2023 | ||||||||
| Event End Date: | 28 October 2023 | ||||||||
| 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, R - Machine Learning | ||||||||
| Location: | Braunschweig | ||||||||
| Institutes and Institutions: | Institute of Transportation Systems > Verification and Validation, BS | ||||||||
| Deposited By: | Hungar, PD Dr. Hardi | ||||||||
| Deposited On: | 05 Jan 2024 15:42 | ||||||||
| Last Modified: | 24 Apr 2024 21:02 |
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