Distributed Kalman filtering for time-varying discrete sequential systems

被引:68
作者
Chen, Bo [1 ]
Hu, Guoqiang [1 ]
Ho, Daniel W. C. [2 ]
Yu, Li [3 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] City Univ Hong Kong, Dept Math, Hong Kong 999077, Peoples R China
[3] Zhejiang Univ Technol, Dept Automat, Hangzhou 310023, Zhejiang, Peoples R China
基金
新加坡国家研究基金会;
关键词
Distributed Kalman filtering; Stability analysis; Time-varying discrete sequential systems; STATE ESTIMATION; MODEL;
D O I
10.1016/j.automatica.2018.10.025
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Discrete sequential system (DSS) consisting of different dynamical subsystems is a sequentially connected dynamical system, and has found applications in many fields such as automation processes and series systems. However, few results are focused on the state estimation of DSSs. In this paper, the distributed Kalman filtering problem is studied for time-varying DSSs with Gaussian white noises. A locally optimal distributed estimator is designed in the linear minimum variance sense, and a stability condition is derived such that the mean square error of the distributed estimator is bounded. An illustrative example is given to demonstrate the effectiveness of the proposed methods. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:228 / 236
页数:9
相关论文
共 23 条
  • [1] Anderson Brian DO, 2012, Optimal filtering
  • [2] The transition between immune and disease states in a cellular automaton model of clonal immune response
    Bezzi, M
    Celada, F
    Ruffo, S
    Seiden, PE
    [J]. PHYSICA A, 1997, 245 (1-2): : 145 - 163
  • [3] Networked Fusion Estimation With Bounded Noises
    Chen, Bo
    Ho, Daniel W. C.
    Zhang, Wen-An
    Yu, Li
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (10) : 5415 - 5421
  • [4] Chui C.K., 2009, Kalman Filtering with Real-Time Applications, Vfourth
  • [5] NEAR-OPTIMAL STATE ESTIMATION FOR INTERCONNECTED SYSTEMS
    CLINE, T
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1975, AC20 (03) : 348 - 351
  • [6] Selective Maintenance for Multistate Series Systems With S-Dependent Components
    Dao, Cuong Duc
    Zuo, Ming J.
    [J]. IEEE TRANSACTIONS ON RELIABILITY, 2016, 65 (02) : 525 - 539
  • [7] Moving-horizon partition-based state estimation of large-scale systems
    Farina, Marcello
    Ferrari-Trecate, Giancarlo
    Scattolini, Riccardo
    [J]. AUTOMATICA, 2010, 46 (05) : 910 - 918
  • [8] New approach to mixed H2/H∞ filtering for polytopic discrete-time systems
    Gao, HJ
    Lam, J
    Xie, LH
    Wang, CH
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (08) : 3183 - 3192
  • [9] Moving Horizon Estimation for Large-Scale Interconnected Systems
    Haber, Aleksandar
    Verhaegen, Michel
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (11) : 2834 - 2847
  • [10] Distributing the Kalman filter for large-scale systems
    Khan, Usman A.
    Moura, Jose M. F.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (10) : 4919 - 4935