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
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 50 条
  • [31] Sequential Fast Covariance Intersection Fusion Kalman Filter for Multi-Sensor Systems with Random One-step Measurement Delays and Missing Measurements
    Wu, Ke
    Xu, Ke
    Gao, Yuan
    Huo, Yinlong
    [J]. PROCEEDINGS OF THE 33RD CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2021), 2021, : 6291 - 6296
  • [32] Multi-Sensor Distributed Fusion Filter for Stochastic Singular Systems with Unknown Input
    Qu Dongmei
    Ma Jing
    Sun Shuli
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 1431 - 1435
  • [33] H∞ filtering for networked linear systems with multiple packet dropouts and random delays
    Li, Xiu-Ying
    Sun, Shu-Li
    [J]. DIGITAL SIGNAL PROCESSING, 2015, 46 : 59 - 67
  • [34] SICI Fusion Kalman Filter for Multi-sensor Networked Systems with One-step Random Delays and Correlated Noises
    Chen, Lizi
    Yu, Kai
    Liu, Qi
    Wu, Ke
    Gao, Yuan
    Ran, Chenjian
    [J]. 2020 IEEE 16TH INTERNATIONAL CONFERENCE ON CONTROL & AUTOMATION (ICCA), 2020, : 690 - 695
  • [35] Sequential Inverse Covariance Intersection Fusion Kalman Predictor for Multi-sensor Systems with Packet Dropouts and Correlated Noise
    Chen, Lizi
    Yu, Kai
    Wu, Ke
    Gao, Yuan
    [J]. PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, : 1218 - 1223
  • [36] Weighted measurement fusion Fitting Kalman Filter for Multi-sensor Nonlinear Systems
    Li, Guo
    Gao, Shesheng
    Xia, Juan
    Zhang, Jiahao
    Yang, Jiahui
    [J]. PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020), 2020, : 1663 - 1667
  • [37] H∞ Filtering for Networked Systems with Random Sensor Delays, Packet Dropouts and Missing Measurements
    Moayedi, Maryam
    Soh, Yeng C.
    Foo, Yung K.
    [J]. PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 2058 - 2063
  • [38] Multi-sensor Distributed Information Fusion Unscented Particle Filter
    Mao Lin
    Liu Sheng
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 296 - 299
  • [39] Self-Tuning Fusion Filter for Multi-Sensor Systems with Unknown Packet Receiving Rates
    Wang Min-Hui
    Sun Shu-Li
    [J]. PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 3583 - 3588
  • [40] Linear minimum variance estimators for systems with bounded random measurement delays and packet dropouts
    Sun, Shuli
    [J]. SIGNAL PROCESSING, 2009, 89 (07) : 1457 - 1466