Dresia, Kai und Waxenegger-Wilfing, Günther und Dos Santos Hahn, Robson Henrique und Deeken, Jan C. und Oschwald, Michael (2021) Nonlinear Control of an Expander-Bleed Rocket Engine using Reinforcement Learning. Space Propulsion 2020+1, 2021-03-17 - 2021-03-19, Virtuelle Konferenz.
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Kurzfassung
Intelligent engine control could be one of the most important innovations in the development of future reusable engines, facilitating a safer and more eco nomical engine operation. In this work, we investigate the closed-loop control of the LUMEN expander-bleed engine by combining machine learning with a transient simulation environment. The controller can dynamically change the set-point of the engine between a chamber pressure of 40 bar to 80 bar by adjusting up to six flow control valves while maintaining several boundary conditions at any given time.
| elib-URL des Eintrags: | https://elib.dlr.de/141739/ | ||||||||||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||
| Titel: | Nonlinear Control of an Expander-Bleed Rocket Engine using Reinforcement Learning | ||||||||||||||||||||||||
| Autoren: |
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| Datum: | 17 März 2021 | ||||||||||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||||||||||
| Open Access: | Ja | ||||||||||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||||||||||
| Stichwörter: | Engine Control, LUMEN, Machine Learning, Liquid Rocket Engine | ||||||||||||||||||||||||
| Veranstaltungstitel: | Space Propulsion 2020+1 | ||||||||||||||||||||||||
| Veranstaltungsort: | Virtuelle Konferenz | ||||||||||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
| Veranstaltungsbeginn: | 17 März 2021 | ||||||||||||||||||||||||
| Veranstaltungsende: | 19 März 2021 | ||||||||||||||||||||||||
| Veranstalter : | 3AF | ||||||||||||||||||||||||
| 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 - Projekt LUMEN (Liquid Upper Stage Demonstrator Engine) | ||||||||||||||||||||||||
| Standort: | Lampoldshausen | ||||||||||||||||||||||||
| Institute & Einrichtungen: | Institut für Raumfahrtantriebe > Raketenantriebssysteme | ||||||||||||||||||||||||
| Hinterlegt von: | Waxenegger-Wilfing, Günther | ||||||||||||||||||||||||
| Hinterlegt am: | 13 Apr 2021 06:42 | ||||||||||||||||||||||||
| Letzte Änderung: | 24 Apr 2024 20:41 |
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