Comparison of black-grey-white box approach in system identification of a flight vehicle
Developing an autonomous flight control system for a fixed-wing unmanned aerial vehicle (UAV) requires the mathematical representation of the system dynamics which can be obtained through system identification, such as using white, grey or black box methods. In this paper, three system identificatio...
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iium-728122019-06-24T03:09:44Z http://irep.iium.edu.my/72812/ Comparison of black-grey-white box approach in system identification of a flight vehicle Nugroho, Larasmoyo Akmeliawati, Rini TL Motor vehicles. Aeronautics. Astronautics TL500 Aeronautics Developing an autonomous flight control system for a fixed-wing unmanned aerial vehicle (UAV) requires the mathematical representation of the system dynamics which can be obtained through system identification, such as using white, grey or black box methods. In this paper, three system identification methods; white method modeling using Cook formulas which is used analytically to develop the linear-time-invariant model structure with the aerodynamic coefficients of the UAV extracted from Missile DATCOM computations at certain flight conditions, and two empirical mathematical models constructed from non-linear flight simulator defined as the Greyification of Black Box Model (B2G) and Direct Grey to White Linkage (G2W). The comparison shows that both empirical methods prove to be very instrumental to contrast and produce higher sense of engineering than the analytical one. Institute of Physics Publishing 2018 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/72812/1/72812_Comparison%20of%20black-grey-white.pdf application/pdf en http://irep.iium.edu.my/72812/2/72812_Comparison%20of%20black-grey-white_SCOPUS.pdf Nugroho, Larasmoyo and Akmeliawati, Rini (2018) Comparison of black-grey-white box approach in system identification of a flight vehicle. In: 6th International Seminar of Aerospace Science and Technology (ISAST 2018), 25th-26th Sept. 2018, Jakarta, Indonesia. https://iopscience.iop.org/article/10.1088/1742-6596/1130/1/012024/pdf 10.1088/1742-6596/1130/1/012024 |
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TL Motor vehicles. Aeronautics. Astronautics TL500 Aeronautics |
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TL Motor vehicles. Aeronautics. Astronautics TL500 Aeronautics Nugroho, Larasmoyo Akmeliawati, Rini Comparison of black-grey-white box approach in system identification of a flight vehicle |
description |
Developing an autonomous flight control system for a fixed-wing unmanned aerial vehicle (UAV) requires the mathematical representation of the system dynamics which can be obtained through system identification, such as using white, grey or black box methods. In this paper, three system identification methods; white method modeling using Cook formulas which is used analytically to develop the linear-time-invariant model structure with the aerodynamic coefficients of the UAV extracted from Missile DATCOM computations at certain flight conditions, and two empirical mathematical models constructed from non-linear flight simulator defined as the Greyification of Black Box Model (B2G) and Direct Grey to White Linkage (G2W). The comparison shows that both empirical methods prove to be very instrumental to contrast and produce higher sense of engineering than the analytical one. |
format |
Conference or Workshop Item |
author |
Nugroho, Larasmoyo Akmeliawati, Rini |
author_facet |
Nugroho, Larasmoyo Akmeliawati, Rini |
author_sort |
Nugroho, Larasmoyo |
title |
Comparison of black-grey-white box approach in system identification of a flight vehicle |
title_short |
Comparison of black-grey-white box approach in system identification of a flight vehicle |
title_full |
Comparison of black-grey-white box approach in system identification of a flight vehicle |
title_fullStr |
Comparison of black-grey-white box approach in system identification of a flight vehicle |
title_full_unstemmed |
Comparison of black-grey-white box approach in system identification of a flight vehicle |
title_sort |
comparison of black-grey-white box approach in system identification of a flight vehicle |
publisher |
Institute of Physics Publishing |
publishDate |
2018 |
url |
http://irep.iium.edu.my/72812/ http://irep.iium.edu.my/72812/ http://irep.iium.edu.my/72812/ http://irep.iium.edu.my/72812/1/72812_Comparison%20of%20black-grey-white.pdf http://irep.iium.edu.my/72812/2/72812_Comparison%20of%20black-grey-white_SCOPUS.pdf |
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2023-09-18T21:43:13Z |
last_indexed |
2023-09-18T21:43:13Z |
_version_ |
1777413278590304256 |