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Generalized Predictive Control Design with Colored Noise: A Simulated Case Study for Spacecraft Emulation

Silveira, Antonio and Sagliano, Marco and Trentini, Rodrigo and Seelbinder, David and Theil, Stephan (2023) Generalized Predictive Control Design with Colored Noise: A Simulated Case Study for Spacecraft Emulation. In: 15th IEEE International Conference on Industry Applications, INDUSCON 2023, pp. 1692-1699. 2023 15th IEEE International Conference on Industry Applications (INDUSCON), 2023-11-22 - 2023-11-24, ão Bernardo do Campo, Brazil. doi: 10.1109/INDUSCON58041.2023.10375052. ISBN 979-835031418-2. ISSN 2572-1445.

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Official URL: https://dx.doi.org/10.1109/INDUSCON58041.2023.10375052

Abstract

In this work the Generalized Predictive Control (GPC) is revisited in order to assess its capabilities in handling colored noise disturbances using a novel design procedure. The proposed method is investigated in a simulated case study of spacecraft emulation. Such emulation is proposed by combining a network-controlled quadcopter and a set of computer-based control algorithms that impose approximated spacecraft dynamics to the aerial system. The corresponding model was built upon real registered flight data. The contribution of this paper is twofold: first, we propose a novel GPC design in the colored noise case. Second, we assess the use of quadcopters to investigate spacecraft guidance and control algorithms. Simulation results confirmed the proposed methodology as a possible low-budget spacecraft-emulation alternative for a future experimental setup. One of the main findings of the current investigation is that no significant enhancements coming from the use of GPC in minimizing the chattering of the control signal under the colored noise disturbance case could be observed. An important discussion on this matter and possible solutions are presented for future investigations.

Item URL in elib:https://elib.dlr.de/210633/
Document Type:Conference or Workshop Item (Speech)
Title:Generalized Predictive Control Design with Colored Noise: A Simulated Case Study for Spacecraft Emulation
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Silveira, AntonioUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sagliano, MarcoUNSPECIFIEDhttps://orcid.org/0000-0003-1026-0693UNSPECIFIED
Trentini, RodrigoUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Seelbinder, DavidUNSPECIFIEDhttps://orcid.org/0000-0003-4080-3169UNSPECIFIED
Theil, StephanUNSPECIFIEDhttps://orcid.org/0000-0002-5346-8091173699418
Date:November 2023
Journal or Publication Title:15th IEEE International Conference on Industry Applications, INDUSCON 2023
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
DOI:10.1109/INDUSCON58041.2023.10375052
Page Range:pp. 1692-1699
ISSN:2572-1445
ISBN:979-835031418-2
Status:Published
Keywords:Generalized Predictive Control, Quadcopters, colored noise
Event Title:2023 15th IEEE International Conference on Industry Applications (INDUSCON)
Event Location:ão Bernardo do Campo, Brazil
Event Type:international Conference
Event Start Date:22 November 2023
Event End Date:24 November 2023
Organizer:IEEE
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:other
DLR - Research area:Transport
DLR - Program:V - no assignment
DLR - Research theme (Project):V - no assignment
Location: Bremen
Institutes and Institutions:Institute of Space Systems > Navigation and Control Systems
Deposited By: Sagliano, Marco
Deposited On:13 Dec 2024 12:18
Last Modified:13 Dec 2024 12:18

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