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/ | ||||||||||||||||||||
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Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||
Title: | Towards Enabling Level 3A AI in Avionic Platforms | ||||||||||||||||||||
Authors: |
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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: |
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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 of 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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