Development of a System Identification Tool for Subscale Flight Testing

Aircraft system identification has been widely used to this day in applications like control law design, building simulators or extending flight envelopes. It can also be utilized for determining flight-mechanical characteristics in the preliminary design phase of a flight vehicle. In this thesis, t...

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Bibliographic Details
Main Author: Arustei, Adrian
Format: Others
Language:English
Published: Linköpings universitet, Fluida och mekatroniska system 2019
Subjects:
GFF
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-157292
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spelling ndltd-UPSALLA1-oai-DiVA.org-liu-1572922019-06-19T05:31:10ZDevelopment of a System Identification Tool for Subscale Flight TestingengArustei, AdrianLinköpings universitet, Fluida och mekatroniska system2019GFFGeneric Future Fightersystem identificationorthogonal function modelingequation error methodoutput error methodaerodynamic derivativesflight dynamicsflight testingAerospace EngineeringRymd- och flygteknikAircraft system identification has been widely used to this day in applications like control law design, building simulators or extending flight envelopes. It can also be utilized for determining flight-mechanical characteristics in the preliminary design phase of a flight vehicle. In this thesis, three common time-domain methods were implemented in MATLAB for determining the aerodynamic derivatives of a subscale aircraft. For parameter estimation, the equation-error method is quick, robust and can provide good parameter estimates on its own. The output-error method is computationally intensive but keeps account of the aircraft's evolution in time, being more suitable for fine-tuning predictive models. A new model structure is identified using multivariate orthogonal functions with a predicted squared error stopping criteria. This method is based on linear regression (equation-error). The code written is flexible and can also be used for other aircraft and with other aerodynamic models. Simulations are compared with experimental data from a previous flight test campaign for validation. In the future, this tool may help taking decisions in conceptual design after a prototype is tested. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-157292application/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Others
sources NDLTD
topic GFF
Generic Future Fighter
system identification
orthogonal function modeling
equation error method
output error method
aerodynamic derivatives
flight dynamics
flight testing
Aerospace Engineering
Rymd- och flygteknik
spellingShingle GFF
Generic Future Fighter
system identification
orthogonal function modeling
equation error method
output error method
aerodynamic derivatives
flight dynamics
flight testing
Aerospace Engineering
Rymd- och flygteknik
Arustei, Adrian
Development of a System Identification Tool for Subscale Flight Testing
description Aircraft system identification has been widely used to this day in applications like control law design, building simulators or extending flight envelopes. It can also be utilized for determining flight-mechanical characteristics in the preliminary design phase of a flight vehicle. In this thesis, three common time-domain methods were implemented in MATLAB for determining the aerodynamic derivatives of a subscale aircraft. For parameter estimation, the equation-error method is quick, robust and can provide good parameter estimates on its own. The output-error method is computationally intensive but keeps account of the aircraft's evolution in time, being more suitable for fine-tuning predictive models. A new model structure is identified using multivariate orthogonal functions with a predicted squared error stopping criteria. This method is based on linear regression (equation-error). The code written is flexible and can also be used for other aircraft and with other aerodynamic models. Simulations are compared with experimental data from a previous flight test campaign for validation. In the future, this tool may help taking decisions in conceptual design after a prototype is tested.
author Arustei, Adrian
author_facet Arustei, Adrian
author_sort Arustei, Adrian
title Development of a System Identification Tool for Subscale Flight Testing
title_short Development of a System Identification Tool for Subscale Flight Testing
title_full Development of a System Identification Tool for Subscale Flight Testing
title_fullStr Development of a System Identification Tool for Subscale Flight Testing
title_full_unstemmed Development of a System Identification Tool for Subscale Flight Testing
title_sort development of a system identification tool for subscale flight testing
publisher Linköpings universitet, Fluida och mekatroniska system
publishDate 2019
url http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-157292
work_keys_str_mv AT arusteiadrian developmentofasystemidentificationtoolforsubscaleflighttesting
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