Design of Information Fusion Filter for a Class of Multi-sensor Asynchronous Sampling Systems

被引:0
作者
Xiao, Chun-Yu
Ma, Jing
Sun, Shu-Li
机构
来源
2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6 | 2011年
关键词
Multirate; Asynchronous sampling; Kalman filter; Cross-variance matrix; Information fusion;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the discrete-time linear stochastic systems with multiple sensors of different sampling rates, a distributed information fusion filter weighted by matrices is given in the linear minimum variance sense. The correlation of estimation errors between any two local filters is considered. Compared with the fusion filter where the correlation of local estimation errors isn't taken into account, the proposed filter improves the accuracy. An example shows the feasibility and effectiveness of the proposed algorithm.
引用
收藏
页码:1081 / 1084
页数:4
相关论文
共 11 条
[1]  
Anderson B.D.O., 1979, Optimal Filtering
[2]  
CARLSON A. N., 1990, IEEE T AERO ELEC SYS, V26, P517
[3]   MULTIRESOLUTIONAL DISTRIBUTED FILTERING [J].
HONG, L .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1994, 39 (04) :853-856
[4]  
Kang Y. H., 1997, DATA FUSION APPL
[5]  
KIM K. H., 1994, AM CONTR C, V1, P1037
[6]   Multi-rate optimal state estimation [J].
Liang, Yan ;
Chen, Tongwen ;
Pan, Quan .
INTERNATIONAL JOURNAL OF CONTROL, 2009, 82 (11) :2059-2076
[7]  
Liu T. M., 1998, DATA FUSION SKILLS A
[8]   Distributed optimal component fusion weighted by scalars for fixed-lag Kalman smoother [J].
Sun, SL .
AUTOMATICA, 2005, 41 (12) :2153-2159
[9]   Multi-sensor optimal information fusion Kalman filters with applications [J].
Sun, SL .
AEROSPACE SCIENCE AND TECHNOLOGY, 2004, 8 (01) :57-62
[10]   Asynchronous multirate multisensor information fusion algorithm [J].
Yan, L. P. ;
Liu, B. S. ;
Zhou, D. H. .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2007, 43 (03) :1135-1146