Distributed fusion filter for multi-sensor systems with multiple random measurement delays and packet dropouts

被引:0
作者
Yu Luyang [1 ]
Ma Jing [1 ]
Sun Shuli [2 ]
机构
[1] Heilongjiang Univ, Sch Math Sci, Harbin, Heilongjiang Pr, Peoples R China
[2] Heilongjiang Univ, Sch Elect Engn, Harbin, Heilongjiang Pr, Peoples R China
来源
2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA) | 2014年
关键词
Measurement delay; Packet dropout; Distributed fusion filter; Multi-sensor; Networked system; SENSOR DELAY; LINEAR-ESTIMATION; STATE ESTIMATION;
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
This paper studies the distributed optimal fusion estimation problem for multi-sensors systems with multiple measurement delays and packet dropouts. Firstly, we define a new augmented state vector with a lower dimension. Based on the defined state, the local filter (LF) is given. Then, by applying the weighted fusion algorithms in the linear minimum variance sense, three distributed fusion filters weighted by matrix (FFWM), by diagonal matrix (FFWDM) and by scalars (FFWS) are obtained, respectively. The cross-covariance matrices between any two local filtering errors are derived to compute the fusion weights. Finally, simulation research verifies the effectiveness of the proposed distributed fusion filters.
引用
收藏
页码:1630 / 1634
页数:5
相关论文
共 12 条
  • [1] Deng Z., 2012, Information Fusion Estimation Theory and Applications
  • [2] Optimal Linear State Estimator With Multiple Packet Dropouts
    Liang, Yan
    Chen, Tongwen
    Pan, Quan
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2010, 55 (06) : 1428 - 1433
  • [3] Robust Kalman filtering for discrete-time systems with measurement delay.
    Lu, Xiao
    Xie, Lihua
    Zhang, Huanshui
    Wang, Wei
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2007, 54 (06) : 522 - 526
  • [4] STATE ESTIMATION USING RANDOMLY DELAYED MEASUREMENTS
    RAY, A
    LIOU, LW
    SHEN, JH
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 1993, 115 (01): : 19 - 26
  • [5] Optimal H2 filtering with random sensor delay, multiple packet dropout and uncertain observations
    Sahebsara, M.
    Chen, T.
    Shah, S. L.
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2007, 80 (02) : 292 - 301
  • [6] Optimal linear estimation for systems with multiple packet dropouts
    Sun, Shuli
    Xie, Lihua
    Xiao, Wendong
    Soh, Yeng Chai
    [J]. AUTOMATICA, 2008, 44 (05) : 1333 - 1342
  • [7] Optimal linear estimators for systems with multiple random measurement delays and packet dropouts
    Sun, Shuli
    Xiao, Wendong
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2013, 44 (02) : 358 - 370
  • [8] Multi-sensor optimal information fusion Kalman filters with applications
    Sun, SL
    [J]. AEROSPACE SCIENCE AND TECHNOLOGY, 2004, 8 (01) : 57 - 62
  • [9] Robust filtering under randomly varying sensor delay with variance constraints
    Wang, ZD
    Ho, DWC
    Liu, XH
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2004, 51 (06): : 320 - 326
  • [10] Linear unbiased state estimation under randomly varying bounded sensor delay
    Yaz, E
    Ray, A
    [J]. APPLIED MATHEMATICS LETTERS, 1998, 11 (04) : 27 - 32