Sequential fusion estimation for multisensor multirate systems with measurement outliers

被引:3
|
作者
Deng, Junyong [1 ]
Liu, Shuai [1 ]
Zhang, Mengyao [1 ]
Ye, Changbin [2 ]
机构
[1] Univ Shanghai Sci & Technol, Coll Sci, Shanghai 200093, Peoples R China
[2] Changan Wangjiang Grp Co Ltd, Chongqing, Peoples R China
基金
中国国家自然科学基金;
关键词
colored noises; measurement outliers; multirate systems; recursive filtering; sequential fusion estimation;
D O I
10.1002/asjc.3185
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 investigates the suboptimal sequential fusion estimation problem for multisensor multirate networked systems with colored measurement noises under the interference of measurement outliers. The saturation function is used to constrain the innovation polluted by measurement outliers. Due to diverse physical restrictions, the sampling period of the sensor is assumed to be different from the update period of the system state, thereby better reflecting the engineering practice. The lifting technique is used to convert the multirate sampling system into a single-rate form. By solving the matrix difference equation, an upper bound of the filtering error covariance is obtained, and the filter gain is then derived, which can minimize the upper bound of the error covariance. Finally, a simulation example is given to demonstrate the effectiveness of the proposed sequential fusion method for multirate sampling systems under outlier interference.
引用
收藏
页码:4909 / 4919
页数:11
相关论文
共 50 条
  • [11] Sequential fusion estimation for multisensor systems with non-Gaussian noises
    Liping YAN
    Chenying DI
    Q.M.Jonathan WU
    Yuanqing XIA
    ScienceChina(InformationSciences), 2020, 63 (12) : 153 - 165
  • [12] Sequential fusion estimation for multisensor systems with non-Gaussian noises
    Liping Yan
    Chenying Di
    Q. M. Jonathan Wu
    Yuanqing Xia
    Science China Information Sciences, 2020, 63
  • [13] The Modeling and Estimation of Asynchronous Multirate Multisensor Dynamic Systems
    Yan, Liping
    Xiao, Bo
    Xia, Yuanqing
    Fu, Mengyin
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 4676 - 4681
  • [14] The modeling and estimation of asynchronous multirate multisensor dynamic systems
    Yan, LP
    Liu, BS
    Zhou, DH
    AEROSPACE SCIENCE AND TECHNOLOGY, 2006, 10 (01) : 63 - 71
  • [15] Distributed Fusion Estimator for Multisensor Multirate Systems With Correlated Noises
    Lin, Honglei
    Sun, Shuli
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2018, 48 (07): : 1131 - 1139
  • [16] A State Estimation Method for Multisensor Uncertain Systems Based on Sequential Fusion and Zonotope
    Liu, Wanying
    Xu, Jie
    Dong, Jiuxiang
    IEEE SENSORS JOURNAL, 2023, 23 (12) : 13301 - 13310
  • [17] Sequential Fault-Tolerant Fusion Estimation for Multisensor Time-Varying Systems
    Feng, Xiaoliang
    Wu, Lan
    wen, Chenglin
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2018, 2018
  • [18] Optimal State Estimation for a Class of Asynchronous Multirate Multisensor Dynamic Systems
    Yan Liping
    Zhu Cui
    Xia Yuanqing
    Fu Mengyin
    PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 4329 - 4333
  • [19] Sequential Fusion for State Estimation in Multirate Wireless Sensor Networks
    Yuan, Lin
    Han, Chunyan
    2016 INTERNATIONAL CONFERENCE ON ADVANCED MECHATRONIC SYSTEMS (ICAMECHS), 2016, : 383 - 388
  • [20] Asynchronous multirate multisensor information fusion algorithm
    Yan, L. P.
    Liu, B. S.
    Zhou, D. H.
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2007, 43 (03) : 1135 - 1146