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Bareiß, Vincent und Dresia, Kai und Kurudzija, Eldin und Dauer, Jonas und Waxenegger-Wilfing, Günther und Deeken, Jan C. (2025) Development of a Benchmark for Deep Reinforcement Learning Based Control of Liquid Propellant Rocket Engines. In: 5th Workshop on Advances in Artificial Intelligence for Aerospace Engineering. 5th Workshop on Advances in Artificial Intelligence for Aerospace Engineering, 2025-05-19 - 2025-05-21, Toulouse, Frankreich.
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Offizielle URL: https://w3.onera.fr/ailab/sites/default/files/2025-06/abstractsAI4A5thworkshop_external.pdf
Kurzfassung
In this work, we present the design of a benchmark based on the Liquid Upper Stage Demonstrator Engine (LUMEN) to evaluate a DRL-based control system’s performance and its ability to adapt to modeling errors as well as faults. By incorporating experimental data gathered during hot run tests of LUMEN we increase confidence in the benchmark results.
| elib-URL des Eintrags: | https://elib.dlr.de/220065/ | ||||||||||||||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||||||
| Titel: | Development of a Benchmark for Deep Reinforcement Learning Based Control of Liquid Propellant Rocket Engines | ||||||||||||||||||||||||||||
| Autoren: |
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| Datum: | 20 Mai 2025 | ||||||||||||||||||||||||||||
| Erschienen in: | 5th Workshop on Advances in Artificial Intelligence for Aerospace Engineering | ||||||||||||||||||||||||||||
| Referierte Publikation: | Nein | ||||||||||||||||||||||||||||
| Open Access: | Nein | ||||||||||||||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||||||||||||||
| Stichwörter: | Deep-Reinfocement-Learning Benchmark LUMEN Control Fault-Tolerance | ||||||||||||||||||||||||||||
| Veranstaltungstitel: | 5th Workshop on Advances in Artificial Intelligence for Aerospace Engineering | ||||||||||||||||||||||||||||
| Veranstaltungsort: | Toulouse, Frankreich | ||||||||||||||||||||||||||||
| Veranstaltungsart: | Workshop | ||||||||||||||||||||||||||||
| Veranstaltungsbeginn: | 19 Mai 2025 | ||||||||||||||||||||||||||||
| Veranstaltungsende: | 21 Mai 2025 | ||||||||||||||||||||||||||||
| Veranstalter : | DLR/ONERA | ||||||||||||||||||||||||||||
| HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||
| HGF - Programm: | Raumfahrt | ||||||||||||||||||||||||||||
| HGF - Programmthema: | Raumtransport | ||||||||||||||||||||||||||||
| DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||||||||||
| DLR - Forschungsgebiet: | R RP - Raumtransport | ||||||||||||||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | R - Triebwerksdemonstratoren, R - Projekt LUMEN (Liquid Upper Stage Demonstrator Engine), R - Adaptive and Resilient Control for Advanced Rocket Engines | ||||||||||||||||||||||||||||
| Standort: | Lampoldshausen | ||||||||||||||||||||||||||||
| Institute & Einrichtungen: | Institut für Raumfahrtantriebe > Raketenantriebssysteme | ||||||||||||||||||||||||||||
| Hinterlegt von: | Bareiß, Vincent | ||||||||||||||||||||||||||||
| Hinterlegt am: | 02 Dez 2025 08:35 | ||||||||||||||||||||||||||||
| Letzte Änderung: | 02 Dez 2025 08:35 |
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