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Angle-only Filtering in 3D using Modified Spherical and Log Spherical Coordinates

Mallick, Mahendra and Mihaylova, Lyudmila and Arulampalam, Sanjeev and Yan, Yanjun (2011) Angle-only Filtering in 3D using Modified Spherical and Log Spherical Coordinates. In: Proceedings of the 14th International Conference on Information Fusion. UNSPECIFIED, USA, pp. 1905-1912. ISBN 978-0-9824438-3-5

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Abstract

This paper considers the angle-only filtering problem in 3D using bearing and elevation angle measurements from a single maneuvering sensor. We develop continuous-discrete extended Kalman filter (EKF) based algorithms using modified spherical coordinates (MSC) and log spherical coordinates (LSC), where the dynamic and measurement models are described in continuous and discrete times, respectively. The predicted state estimate and covariance are calculated numerically by integrating a joint vector differential equation. Numerical results show that, while the discrete-time Cartesian EKF outperforms the proposed algorithms for highly accurate measurements, the new algorithms show superior performance as the measurement accuracy decreases. EKF-MSC and EKF-LSC have comparable performance for the examples examined.

Item Type: Contribution in Book/Report/Proceedings
Subjects: UNSPECIFIED
Departments: Faculty of Science and Technology > School of Computing & Communications
ID Code: 54380
Deposited By: ep_importer_pure
Deposited On: 17 May 2012 16:57
Refereed?: No
Published?: Published
Last Modified: 10 Apr 2014 00:36
Identification Number:
URI: http://eprints.lancs.ac.uk/id/eprint/54380

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