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

Research output: Contribution in Book/Report/ProceedingsPaper

Published

Publication date2011
Host publicationProceedings of the 14th International Conference on Information Fusion: ISIF
Place of publicationUSA
Pages1905-1912
Number of pages8
ISBN (Electronic)978-0-9824438-3-5, IEEE Catalog Number: CFP11FUS-CDR
Original languageEnglish

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.