Back to Search Start Over

A Novel Robust Student's t-Based Kalman Filter.

Authors :
Huang, Yulong
Zhang, Yonggang
Li, Ning
Wu, Zhemin
Chambers, Jonathon A.
Source :
IEEE Transactions on Aerospace & Electronic Systems; Jun2017, Vol. 53 Issue 3, p1545-1554, 10p
Publication Year :
2017

Abstract

A novel robust Student's t-based Kalman filter is proposed by using the variational Bayesian approach, which provides a Gaussian approximation to the posterior distribution. Simulation results for a manoeuvring target tracking example illustrate that the proposed filter has smaller root mean square error and bias than existing filters. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
00189251
Volume :
53
Issue :
3
Database :
Complementary Index
Journal :
IEEE Transactions on Aerospace & Electronic Systems
Publication Type :
Academic Journal
Accession number :
123544235
Full Text :
https://doi.org/10.1109/TAES.2017.2651684