Distributed Kalman filtering with event-triggered communication: a robust approach

被引:2
|
作者
Ghion, Davide [1 ]
Zorzi, Mattia [2 ]
机构
[1] Serenissima Informat Spa, Padua, Italy
[2] Univ Padua, Dept Informat Engn, Padua, Italy
来源
2022 30TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED) | 2022年
关键词
STATE ESTIMATION; CONSENSUS; CONVERGENCE;
D O I
10.1109/MED54222.2022.9837137
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of distributed Kalman filtering for sensor networks in the case there is a limit in data transmission and there is model uncertainty. More precisely, we propose a distributed filtering strategy with event-triggered communication in which the state estimators are computed according to the least favorable model. The latter belongs to a ball (in Kullback-Leibler topology) about the nominal model. We also present a preliminary numerical example in order to test the performance of the proposed strategy.
引用
收藏
页码:785 / 790
页数:6
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