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Nonlinear Control of an Expander-Bleed Rocket Engine using Reinforcement Learning

Dresia, Kai and Waxenegger-Wilfing, Günther and Dos Santos Hahn, Robson Henrique and Deeken, Jan C. and Oschwald, Michael (2021) Nonlinear Control of an Expander-Bleed Rocket Engine using Reinforcement Learning. Space Propulsion 2020+1, 17.-19. März 2021, Virtuelle Konferenz.

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Abstract

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.

Item URL in elib:https://elib.dlr.de/141739/
Document Type:Conference or Workshop Item (Speech)
Title:Nonlinear Control of an Expander-Bleed Rocket Engine using Reinforcement Learning
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Dresia, KaiKai.Dresia (at) dlr.dehttps://orcid.org/0000-0003-3229-5184
Waxenegger-Wilfing, GüntherGuenther.Waxenegger (at) dlr.dehttps://orcid.org/0000-0001-5381-6431
Dos Santos Hahn, Robson HenriqueRobson.DosSantosHahn (at) dlr.dehttps://orcid.org/0000-0002-2389-2043
Deeken, Jan C.Jan.Deeken (at) dlr.dehttps://orcid.org/0000-0002-5714-8845
Oschwald, MichaelMichael.Oschwald (at) dlr.dehttps://orcid.org/0000-0002-9579-9825
Date:17 March 2021
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Engine Control, LUMEN, Machine Learning, Liquid Rocket Engine
Event Title:Space Propulsion 2020+1
Event Location:Virtuelle Konferenz
Event Type:international Conference
Event Dates:17.-19. März 2021
Organizer:3AF
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Space Transportation
DLR - Research area:Raumfahrt
DLR - Program:R RP - Space Transportation
DLR - Research theme (Project):R - Project LUMEN (Liquid Upper Stage Demonstrator Engine)
Location: Lampoldshausen
Institutes and Institutions:Institute of Space Propulsion > Rocket Engine Systems
Deposited By: Waxenegger-Wilfing, Günther
Deposited On:13 Apr 2021 06:42
Last Modified:21 Apr 2021 15:14

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