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Towards Enabling Level 3A AI in Avionic Platforms

Zaeske, Wanja Marlo Moritz and Brust, Clemens-Alexander and Lund, Andreas and Durak, Umut (2023) Towards Enabling Level 3A AI in Avionic Platforms. In: Software Engineering 2023 Workshops, pp. 189-207. Gesellschaft für Informatik e.V.. AvioSE 2023, 2023-02-21, Paderborn, Deutschland. doi: 10.18420/se2023-ws-18.

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Official URL: https://dl.gi.de/handle/20.500.12116/40203

Abstract

The role of AI evolves from human assistance over human/machine collaboration towards fully autonomous systems. As the push towards more autonomy subsequently removes the reliance on a human overseeing the system, means of self supervision must be provided to enable safe operations. This work explores dynamic reconfiguration to provide resilience to unforeseen environmental conditions that exceed the systems capabilities, but also against normal faults. We focus on providing the means for this in an ARINC 653 compliant environment, since we target avionics platforms. Scheduling and communication are two major aspects of dynamic reconfiguration. Hence, we discuss multiple respective implementation approaches. The third pillar of reconfiguration, the process of deciding when to reconfigure is also investigated. Combining these yields the building blocks for a self-supervising system.

Item URL in elib:https://elib.dlr.de/195403/
Document Type:Conference or Workshop Item (Speech)
Title:Towards Enabling Level 3A AI in Avionic Platforms
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Zaeske, Wanja Marlo MoritzUNSPECIFIEDhttps://orcid.org/0000-0002-1427-2627138790932
Brust, Clemens-AlexanderUNSPECIFIEDhttps://orcid.org/0000-0001-5419-1998138790934
Lund, AndreasUNSPECIFIEDhttps://orcid.org/0000-0002-3828-2088138790935
Durak, UmutUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:2023
Journal or Publication Title:Software Engineering 2023 Workshops
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
DOI:10.18420/se2023-ws-18
Page Range:pp. 189-207
Editors:
EditorsEmailEditor's ORCID iDORCID Put Code
Groher, IrisJohannes Kepler University LinzUNSPECIFIEDUNSPECIFIED
Vogel, ThomasComputer Science Department, Humboldt-Universität zu BerlinUNSPECIFIEDUNSPECIFIED
Publisher:Gesellschaft für Informatik e.V.
Status:Published
Keywords:Avionics; Resilience; ARINC 653; DO-178C; Fault-Tolerance
Event Title:AvioSE 2023
Event Location:Paderborn, Deutschland
Event Type:Workshop
Event Date:21 February 2023
Organizer:Gesellschaft für Informatik e.V.
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:Air Transportation and Impact
DLR - Research area:Aeronautics
DLR - Program:L AI - Air Transportation and Impact
DLR - Research theme (Project):L - Integrated Flight Guidance
Location: Braunschweig
Institutes and Institutions:Institute of Data Science > Data Acquisition and Mobilisation
Institute of Flight Systems > Safety Critical Systems&Systems Engineering
Institute for Software Technology > Software for Space Systems and Interactive Visualisation
Deposited By: Brust, Dr. Clemens-Alexander
Deposited On:17 Jul 2023 11:27
Last Modified:24 Apr 2024 20:55

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