Kent, JT orcid.org/0000-0002-1861-8349, Bhattacharjee, S orcid.org/0000-0002-0862-9108, Hussein, II et al. (2 more authors) (2018) Fisher-Bingham-Kent Mixture Models for Angles-Only Observation Processing. In: Proceedings of 2018 Space Flight Mechanics Meeting. 2018 Space Flight Mechanics Meeting, 08-12 Jan 2018, Kissimmee, Florida, USA. American Institute of Aeronautics and Astronautics ISBN 978-1-62410-533-3
Abstract
The Fisher-Bingham-Kent (FBK) distribution was developed to describe uncertainty in angles-only observations when the distribution is concentrated near an arc of a great circle. It is a suitable model to describe the angular position of a propagated space object when the initial position and velocity are known up to small errors. However, in settings where the initial conditions are less constrained, e.g. when the maneuvering capabilities of the object are uncertain, it is of interest to fit a mixture of FBK distributions. In this paper we investigate how to fit such models using the expectation-maximization (EM) algorithm and and discuss a variety of space situational awareness applications.
Metadata
Item Type: | Proceedings Paper |
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Authors/Creators: |
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Dates: |
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Institution: | The University of Leeds |
Academic Units: | The University of Leeds > Faculty of Engineering & Physical Sciences (Leeds) > School of Mathematics (Leeds) > Statistics (Leeds) |
Funding Information: | Funder Grant number Air Force Research Lab Munitions Directorate FA9550-16-1-0099 |
Depositing User: | Symplectic Publications |
Date Deposited: | 27 Jul 2020 11:19 |
Last Modified: | 30 Jul 2020 10:32 |
Status: | Published |
Publisher: | American Institute of Aeronautics and Astronautics |
Identification Number: | 10.2514/6.2018-1972 |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:163728 |