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
. For many applications
has a block triangular structure. When the filter implementation employs
covariance factorization (i.e., recursions for
and
are used, where
, with
unit upper triangular and
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
time update computation costs.
. For many applications
has a block triangular structure. When the filter implementation employs
covariance factorization (i.e., recursions for
and
are used, where
, with
unit upper triangular and
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
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