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Distributed Kalman filtering fusion with packet loss or intermittent communications from local estimators to fusion center

Authors :
Yingting Luo
Yunmin Zhu
Xiaojing Shen
Enbin Song
Source :
Journal of Systems Science and Complexity. 25:463-485
Publication Year :
2012
Publisher :
Springer Science and Business Media LLC, 2012.

Abstract

This paper considers the distributed Kalman filtering fusion with passive packet loss or initiative intermittent communications from local estimators to a fusion center while the process noise does exist. We present a specific condition-properly short intermittent communication period/packet loss under which a proposed optimal distributed algorithm can be equivalent to the corresponding centralized Kalman filtering fusion with complete communications even if the process noise does exist. When this condition is not satisfied, using some recent results, a suboptimal distributed fusion algorithm is motivated. Numerical examples show that this algorithm still works well and significantly better than the standard distributed Kalman filtering fusion with a proper modification due to packet loss even if the condition is violated strongly.

Details

ISSN :
15597067 and 10096124
Volume :
25
Database :
OpenAIRE
Journal :
Journal of Systems Science and Complexity
Accession number :
edsair.doi...........4a139a5694fffeb40ab7e8f9fce35f07
Full Text :
https://doi.org/10.1007/s11424-012-0275-2