DocumentCode :
836539
Title :
Efficient time propagation of U-D covariance factors
Author :
Bierman, G.J.
Author_Institution :
Factorized Estimation Applications, Incorporated, Canoga Park, CA, USA
Volume :
26
Issue :
4
fYear :
1981
fDate :
8/1/1981 12:00:00 AM
Firstpage :
890
Lastpage :
894
Abstract :
Time propagation of the Kalman filter covariance matrix involves an operation of the form \\Phi P \\Phi ^{T} . For many applications \\Phi has a block triangular structure. When the filter implementation employs U-D covariance factorization (i.e., recursions for U and D are used, where P=UDU^{T} , with U unit upper triangular and D diagonal) this matrix structure can be used to reduce the computation cost of time propagation. The contribution of this paper is a streamlined Gram-Schmidt orthogonalization algorithm that can dramatically reduce U-D time update computation costs.
Keywords :
Covariance matrices; Kalman filtering; Automatic control; Cement industry; Control systems; Covariance matrix; Filters; Industrial control; Laboratories; Process control; Raw materials; Stochastic processes;
fLanguage :
English
Journal_Title :
Automatic Control, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9286
Type :
jour
DOI :
10.1109/TAC.1981.1102737
Filename :
1102737
Link To Document :
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