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Considerations of Artificial Intelligence Safety Engineering in Aerospace

Schirmer, Sebastian and Torens, Christoph and Nikodem, Florian and Dauer, Johann C. (2018) Considerations of Artificial Intelligence Safety Engineering in Aerospace. In: 37th International Conference on Computer Safety, Reliability and Security, SAFECOMP 2018. Springer. Computer Safety, Reliability, and Security SAFECOMP 2018, Vasteras, Schweden. doi: 10.1007/978-3-319-99229-7_40. ISBN 978-3-319-99228-0. ISSN 0302-9743.

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Official URL: https://link.springer.com/book/10.1007/978-3-319-99229-7#about

Abstract

Unmanned aircraft systems promise to be useful for a multitude of applications such as cargo transport and disaster recovery. The research on increased autonomous decision-making capabilities is therefore rapidly growing and advancing. However, the safe use, certification, and airspace integration for unmanned aircraft in a broad fashion is still unclear. Standards for development and verification of manned aircraft are either only partially applicable or resulting safety and verification efforts are unrealistic in practice due to the higher level of autonomy required by unmanned aircraft. Machine learning techniques are hard to interpret for a human and their outcome is strongly dependent on the training data. This work presents the current certification practices in unmanned aviation in the context of autonomy and artificial intelligence. Specifically, the recently introduced categories of unmanned aircraft systems and the specific operation risk assessment are described, which provide means for flight permission not solely focusing on the aircraft but also incorporating the target operation. Exemplary, we show how the specific operation risk assessment might be used as an enabler for hard-to-certify techniques by taking the operation into account during system design.

Item URL in elib:https://elib.dlr.de/124727/
Document Type:Conference or Workshop Item (Speech)
Title:Considerations of Artificial Intelligence Safety Engineering in Aerospace
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Schirmer, SebastianUNSPECIFIEDhttps://orcid.org/0000-0002-4596-2479UNSPECIFIED
Torens, ChristophUNSPECIFIEDhttps://orcid.org/0000-0002-0651-4390146837721
Nikodem, FlorianUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Dauer, Johann C.UNSPECIFIEDhttps://orcid.org/0000-0002-8287-2376UNSPECIFIED
Date:18 September 2018
Journal or Publication Title:37th International Conference on Computer Safety, Reliability and Security, SAFECOMP 2018
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
DOI:10.1007/978-3-319-99229-7_40
Editors:
EditorsEmailEditor's ORCID iDORCID Put Code
Gallina, BarbaraUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Skavhaug, AmundUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Schoitsch, ErwinUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Bitsch, FriedemannUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Publisher:Springer
Series Name:Lecture Notes in Computer Science
ISSN:0302-9743
ISBN:978-3-319-99228-0
Status:Published
Keywords:Aerospace and Certification and AI-based System and Unmanned Aircraft Systems and Verification and Validation
Event Title:Computer Safety, Reliability, and Security SAFECOMP 2018
Event Location:Vasteras, Schweden
Event Type:Workshop
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:rotorcraft
DLR - Research area:Aeronautics
DLR - Program:L RR - Rotorcraft Research
DLR - Research theme (Project):L - The Smart Rotorcraft (old)
Location: Braunschweig
Institutes and Institutions:Institute of Flight Systems > Unmanned Aircraft
Institute of Flight Systems > Safety Critical Systems&Systems Engineering
Deposited By: Schirmer, Sebastian
Deposited On:17 Dec 2018 16:14
Last Modified:17 Nov 2023 07:07

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