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
  • [31] Multisensor Estimation Fusion with Gaussian Process for Nonlinear Dynamic Systems
    Liao, Yiwei
    Xie, Jiangqiong
    Wang, Zhiguo
    Shen, Xiaojing
    ENTROPY, 2019, 21 (11)
  • [32] Distributed pseudo-measurement fusion estimation for multisensor system with correlated measurement noise
    Jin, Xue-Bo
    Du, Jing-Jing
    Wang, Ya-Ming
    Journal of Harbin Institute of Technology (New Series), 2011, 18 (SUPPL. 1) : 361 - 364
  • [33] Modeling and Estimation of Asynchronous Multirate Multisensor System With Unreliable Measurements
    Yan, Liping
    Li, X. Rong
    Xia, Yuanqing
    Fu, Mengyin
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2015, 51 (03) : 2012 - 2026
  • [34] Optimal distributed Kalman filtering fusion for multirate multisensor dynamic systems with correlated noise and unreliable measurements
    Yan, Liping
    Jiang, Lu
    Liu, Jun
    Xia, Yuanqing
    Fu, Mengyin
    IET SIGNAL PROCESSING, 2018, 12 (04) : 522 - 531
  • [35] Fusion of Multirate Measurements for Nonlinear Dynamic State Estimation of the Power Systems
    Ghosal, Malini
    Rao, Villa
    IEEE TRANSACTIONS ON SMART GRID, 2019, 10 (01) : 216 - 226
  • [36] Low-Complexity Fusion Estimation Algorithms for Multisensor Dynamic Systems
    Lee, Seokhyoung
    Shin, Vladimir
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2009, E92A (11) : 2910 - 2916
  • [37] Optimal sequential estimation for multirate dynamic systems with unreliable measurements and correlated noise
    Yan, Liping
    Liu, Jun
    Jiang, Lu
    Xia, Yuanqing
    Xiao, Bo
    Liu, Yang
    Fu, Mengyin
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 4900 - 4905
  • [38] The multiscale sequential filter with multisensor data fusion
    Wen, Chenglin
    Wen, Chuanbo
    ISSCAA 2006: 1ST INTERNATIONAL SYMPOSIUM ON SYSTEMS AND CONTROL IN AEROSPACE AND ASTRONAUTICS, VOLS 1AND 2, 2006, : 483 - +
  • [39] An efficient algorithm for optimal linear estimation fusion in distributed multisensor systems
    Zhou, Jie
    Zhu, Yunmin
    You, Zhisheng
    Song, Enbin
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2006, 36 (05): : 1000 - 1009
  • [40] Transcale Fusion and Estimation of 2-D Multisensor Dynamic Systems
    Zhao Lin
    Jia Yingmin
    Du Junping
    Zhang Jun
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3623 - 3628