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Fusion Kalman filtration with k-step delay sharing pattern

Authors :
Duda Zdzisław
Source :
Archives of Control Sciences, Vol 25, Iss 3, Pp 307-318 (2015)
Publication Year :
2015
Publisher :
Polish Academy of Sciences, 2015.

Abstract

A fusion hierarchical state filtration with k−step delay sharing pattern for a multisensor system is considered. A global state estimate depends on local state estimates determined by local nodes using local information. Local available information consists of local measurements and k−step delay global information - global estimate sent from a central node. Local estimates are transmitted to the central node to be fused. The synthesis of local and global filters is presented. It is shown that a fusion filtration with k−step delay sharing pattern is equivalent to the optimal centralized classical Kalman filtration when local measurements are transmitted to the center node and used to determine a global state estimate. It is proved that the k−step delay sharing pattern can reduce covariances of local state errors.

Details

Language :
English
ISSN :
23002611
Volume :
25
Issue :
3
Database :
Directory of Open Access Journals
Journal :
Archives of Control Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.16dcadcc74a34ca39183cecc8fc02811
Document Type :
article
Full Text :
https://doi.org/10.1515/acsc-2015-0020