Hörger, Till und Dresia, Kai und Waxenegger-Wilfing, Günther und Werling, Lukas und Schlechtriem, Stefan (2022) DEVELOPMENT OF A TEST INFRASTRUCTURE FOR A NEURAL NETWORK CONTROLLED GREEN PROPELLANT THRUSTER. In: 8th Space Propulsion Conference. 8th Space Propulsion Conference, 2022-05-09 - 2022-05-13, Estoril, Portugal.
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Kurzfassung
This paper describes the setup of a test facility for various modern control methods for a green propellant thruster. The overarching goal is the intelligent control of a rocket engine, for example with a neural network. Therefore, a flexible and secure training and testing environment is needed that offers the possibility to test and compare different control approaches. In this paper, particular attention is paid to the interface between the test facility and the neural network. A reinforcement learning based controller is described in more detail and in the last section the results of a first test run with a neural network-based controller at the test facility M11.5 are discussed.
elib-URL des Eintrags: | https://elib.dlr.de/186952/ | ||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||
Titel: | DEVELOPMENT OF A TEST INFRASTRUCTURE FOR A NEURAL NETWORK CONTROLLED GREEN PROPELLANT THRUSTER | ||||||||||||||||||||||||
Autoren: |
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Datum: | Mai 2022 | ||||||||||||||||||||||||
Erschienen in: | 8th Space Propulsion Conference | ||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||
Stichwörter: | reinforcement learning, machine learning, artificial intelligence, rocket engine control, green propulsion, neural networks, test bench, python, nitrous oxide, ethane, control, test facility | ||||||||||||||||||||||||
Veranstaltungstitel: | 8th Space Propulsion Conference | ||||||||||||||||||||||||
Veranstaltungsort: | Estoril, Portugal | ||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
Veranstaltungsbeginn: | 9 Mai 2022 | ||||||||||||||||||||||||
Veranstaltungsende: | 13 Mai 2022 | ||||||||||||||||||||||||
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 - Agile Entwicklung von fortschrittlichen Raketenantrieben | ||||||||||||||||||||||||
Standort: | Lampoldshausen | ||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Raumfahrtantriebe > Satelliten- und Orbitalantriebe | ||||||||||||||||||||||||
Hinterlegt von: | Hörger, Till | ||||||||||||||||||||||||
Hinterlegt am: | 21 Jun 2022 07:19 | ||||||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:48 |
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