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Abstract
The paper presents four different non-intrusive approaches to the propagation of uncertainty in orbital dynamics with particular application to space debris orbit analysis. Intrusive approaches are generally understood as those methods that require a modification of the original problem by introducing a new algebra or by directly embedding high-order polynomial expansions of the uncertain quantities in the governing equations. Non-intrusive approaches are instead based on a polynomial representations built on sparse samples of the system response to the uncertain quantities. The paper will present a standard Polynomial Chaos Expansion, an Uncertain Quantification-High Dimensional Model Representation, a Generalised Kriging model and an expansion with Tchebycheff polynomials on sparse grids. The work will assess the computational cost and the suitability of these methods to propagate different type of orbits.
Original language | English |
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Title of host publication | Astrodynamics 2015 |
Subtitle of host publication | Proceedings of the AAS/AIAA Astrodynamics Specialist Conference held August 9–13, 2015, Vail, Colorado, U.S.A. |
Editors | Manoranjan Majji, James D. Turner, Geoff G. Wawrzyniak, William Todd Cerven |
Place of Publication | San Diego, California |
Pages | 3979-3992 |
Number of pages | 14 |
Publication status | Published - 9 Aug 2015 |
Event | AAS/AIAA Astrodynamics Specialist Conference 2015 - Colorado, Vail, United States Duration: 9 Aug 2015 → 13 Aug 2015 |
Publication series
Name | Advances in Astrnautical Sciences |
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Publisher | American Astronautical Society |
Volume | 156 |
ISSN (Print) | 0065-3438 |
Conference
Conference | AAS/AIAA Astrodynamics Specialist Conference 2015 |
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Country/Territory | United States |
City | Vail |
Period | 9/08/15 → 13/08/15 |
Keywords
- space debris
- orbit analysis
- polynomial chaos expansion
- sparse grids
- uncertainty
- non-intrusive
- kriging model
- Tchebycheff polynomials
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Dive into the research topics of 'Comparison of non-intrusive approaches to uncertainty propagation in orbital mechanics'. Together they form a unique fingerprint.Projects
- 1 Finished
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Marie Curie ITN (Stardust)
Vasile, M., Biggs, J., Burns, D., Hopkins, J., Macdonald, M., McInnes, C., Minisci, E. & Maddock, C.
European Commission - FP7 - General
1/02/13 → 31/01/17
Project: Research