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2013 | OriginalPaper | Chapter

26. A Data Fusion Method of Multi-Sources Measurement Data Based on Federated UKF Filter

Authors : Hong Chen, Jian Jiang, Lin Wang

Published in: Proceedings of the 26th Conference of Spacecraft TT&C Technology in China

Publisher: Springer Berlin Heidelberg

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Abstract

To ensure the tracking reliability and accuracy, and to increase the utilizing efficiency of measurement data in space flight tracking, a data fusion method in real-time orbit tracking based on federated UKF filter is put forward. The key technology of the multi-source measurement data fusion scheme is also analyzed in this paper. The computer simulation shows that the reliability of the real-time orbit tracking can be increased remarkably and the tracking accuracy can be increased by thirty percent. In this method, the fused ballistic curve is continuous and the convergence can meet the requirement of real-time guidance, which has great meanings on the overall level of spaceflight commending and controlling system.

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Literature
1.
go back to reference Liu LS (2000) Post processing of measurement data. National defense industry press, Beijing Liu LS (2000) Post processing of measurement data. National defense industry press, Beijing
2.
go back to reference Blair WD, Rice TR (1991) Asynchronous data fusion for target tracking with a multitasking radar and option sensor. SPIE 1482:234–245 Blair WD, Rice TR (1991) Asynchronous data fusion for target tracking with a multitasking radar and option sensor. SPIE 1482:234–245
3.
go back to reference Peng Y, Xu Y, Jin HB (2005) Analysis of time asynchronization algorithms in multisensor data fusion systems. Radar countermeas 2:16–19 Peng Y, Xu Y, Jin HB (2005) Analysis of time asynchronization algorithms in multisensor data fusion systems. Radar countermeas 2:16–19
4.
go back to reference Fang JC, Shen GX, Wang DJ (1999) Adaptive extended Kalman filter model for integrated land vehicle navigation system. J Beijing Univ Aeronaut astronautieds 25(2):235–239 Fang JC, Shen GX, Wang DJ (1999) Adaptive extended Kalman filter model for integrated land vehicle navigation system. J Beijing Univ Aeronaut astronautieds 25(2):235–239
5.
go back to reference Juliter S, Uhlmann JA (2000) New method for the nonlinear transformation of means and covariance in filters and estimators. IEEE trans autom control 45(3):477–482CrossRef Juliter S, Uhlmann JA (2000) New method for the nonlinear transformation of means and covariance in filters and estimators. IEEE trans autom control 45(3):477–482CrossRef
6.
go back to reference Gordon NJ, Salmond DJ, Smith AFM (1993) Novel approach to nonlinear/non-Gaussian Bayesian state estimation. IEEE Proc radar signal proc 140(2):107–113CrossRef Gordon NJ, Salmond DJ, Smith AFM (1993) Novel approach to nonlinear/non-Gaussian Bayesian state estimation. IEEE Proc radar signal proc 140(2):107–113CrossRef
7.
go back to reference Carlson NA (1988) Federated Kalman for fault-tolerant integrated navigation. Processing of IEEE position location and navigation symposium, pp 110–119 Carlson NA (1988) Federated Kalman for fault-tolerant integrated navigation. Processing of IEEE position location and navigation symposium, pp 110–119
8.
go back to reference Gu QT, Wang S (2003) Optimized algorithm for information sharing coefficients of federated filter. J Chin Inert Technol 11(3):1–6 Gu QT, Wang S (2003) Optimized algorithm for information sharing coefficients of federated filter. J Chin Inert Technol 11(3):1–6
9.
go back to reference Singer RA (1970) Estimating optimal tracking filter performance for manned maneuvering targets. IEEE Trans AES 6(4):473–483 Singer RA (1970) Estimating optimal tracking filter performance for manned maneuvering targets. IEEE Trans AES 6(4):473–483
10.
go back to reference Zou HR, Jin ZL (2000) Maneuvering target tracking. National defense industry press, Beijing Zou HR, Jin ZL (2000) Maneuvering target tracking. National defense industry press, Beijing
Metadata
Title
A Data Fusion Method of Multi-Sources Measurement Data Based on Federated UKF Filter
Authors
Hong Chen
Jian Jiang
Lin Wang
Copyright Year
2013
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-33663-8_26

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