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Techniques of Artificial Intelligence for Space Applications - A Survey

Meß, Jan-Gerd und Dannemann, Frank und Greif, Fabian (2019) Techniques of Artificial Intelligence for Space Applications - A Survey. In: European Workshop on On-Board Data Processing (OBDP2019). European Space Agency. European Workshop on On-Board Data Processing (OBDP2019), 2019-02-25 - 2019-02-27, Noordwijk, Niederlande.

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Kurzfassung

The possibilities to observe and interact with any given spacecraft are naturally limited compared to groundbased systems due to a number of factors. These include but are not limited to the availability and bandwidth of their connection to ground, the availability of staff, communication latencies and power budgets. While a minimum level of autonomy is required for every spacecraft, past experiments and missions have shown that introducing more sophisticated autonomy mechanisms can drastically increase the efficiency for many missions in terms of reliability, science output and required operational effort. Artificial intelligence poses an increasingly popular approach for implementing on-board autonomy. The number of techniques and variants of artificial intelligence available in the literature is, however, just as diversified as their potential field of application. To provide an overview of the current state of the art of artificial intelligence and its application for space systems, this paper provides an extensive survey on existing techniques and algorithms as well as existing and potential applications on board spacecraft and on ground. The survey focuses on autonomous planning and scheduling of operations, self-awareness, anomaly detection and Fault Detection Isolation and Recovery (FDIR), on-board data analysis as well as onboard operations and processing of earth-observation data.

elib-URL des Eintrags:https://elib.dlr.de/129255/
Dokumentart:Konferenzbeitrag (Vortrag)
Titel:Techniques of Artificial Intelligence for Space Applications - A Survey
Autoren:
AutorenInstitution oder E-Mail-AdresseAutoren-ORCID-iDORCID Put Code
Meß, Jan-GerdJan-Gerd.Mess (at) dlr.dehttps://orcid.org/0000-0002-2117-3483NICHT SPEZIFIZIERT
Dannemann, FrankFrank.Dannemann (at) dlr.dehttps://orcid.org/0000-0002-0636-5866138661076
Greif, FabianFabian.Greif (at) dlr.dehttps://orcid.org/0000-0001-7494-909XNICHT SPEZIFIZIERT
Datum:26 Februar 2019
Erschienen in:European Workshop on On-Board Data Processing (OBDP2019)
Referierte Publikation:Nein
Open Access:Ja
Gold Open Access:Nein
In SCOPUS:Nein
In ISI Web of Science:Nein
Verlag:European Space Agency
Status:veröffentlicht
Stichwörter:Artificial Intelligence, Autonomy, FDIR
Veranstaltungstitel:European Workshop on On-Board Data Processing (OBDP2019)
Veranstaltungsort:Noordwijk, Niederlande
Veranstaltungsart:Workshop
Veranstaltungsbeginn:25 Februar 2019
Veranstaltungsende:27 Februar 2019
Veranstalter :ESA
HGF - Forschungsbereich:Luftfahrt, Raumfahrt und Verkehr
HGF - Programm:Raumfahrt
HGF - Programmthema:keine Zuordnung
DLR - Schwerpunkt:Raumfahrt
DLR - Forschungsgebiet:R - keine Zuordnung
DLR - Teilgebiet (Projekt, Vorhaben):R - keine Zuordnung
Standort: Bremen
Institute & Einrichtungen:Institut für Raumfahrtsysteme > Avioniksysteme
Hinterlegt von: Meß, Jan-Gerd
Hinterlegt am:25 Sep 2019 08:57
Letzte Änderung:24 Apr 2024 20:32

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