On stability of the Kalman filter for discrete time output error systems

被引:18
|
作者
Zhang, Qinghua [1 ]
机构
[1] INRIA, IFSITAR, Campus Beaulieu, F-35042 Rennes, France
关键词
Kalman filter; Discrete time output error system; Time varying system; Stability; IDENTIFICATION; MODEL;
D O I
10.1016/j.sysconle.2017.07.011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The stability of the Kalman filter is classically ensured by the uniform complete controllability regarding the process noise and the uniform complete observability of linear time varying systems. This paper studies the case of discrete time output error (OE) systems, in which the process noise is totally absent. The classical stability analysis assuming the controllability regarding the process noise is thus not applicable. It is shown in this paper that the uniform complete observability is sufficient to ensure the stability of the Kalman filter applied to time varying OE systems, regardless of the stability of the OE systems. Though the continuous time case has been studied recently, the results on continuous time systems cannot be directly transposed to discrete time systems, because of a difficulty related to the observability of the discrete time filter error dynamics system. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:84 / 91
页数:8
相关论文
共 50 条
  • [1] Stability of the Kalman filter for continuous time output error systems
    Ni, Boyi
    Zhang, Qinghua
    SYSTEMS & CONTROL LETTERS, 2016, 94 : 172 - 180
  • [2] Stability of the Kalman Filter for Output Error Systems
    Ni, Boyi
    Zhang, Qinghua
    IFAC PAPERSONLINE, 2015, 48 (28): : 1106 - 1111
  • [3] Robust Output Feedback Controller Design Based on Kalman Filter for Switched Positive Discrete-Time Systems
    Sadeghighasami, Mohammadreza
    Shafieirad, Mohsen
    Zamani, Iman
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2023, 42 (11) : 6494 - 6523
  • [4] Stochastic stability of the discrete-time extended Kalman filter
    Reif, K
    Günther, S
    Yaz, E
    Unbehauen, R
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1999, 44 (04) : 714 - 728
  • [5] Stability of Kalman filter for time-varying systems with correlated noise
    Li, RS
    Chu, DS
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 1997, 11 (06) : 475 - 487
  • [6] On the general Kalman filter for discrete time stochastic fractional systems
    Sadeghian, Hoda
    Salarieh, Hassan
    Alasty, Aria
    Meghdari, Ali
    MECHATRONICS, 2013, 23 (07) : 764 - 771
  • [7] L2-Stability of Discrete-Time Kalman Filter with Incorrect Covariances
    Zhou Zhenwei
    Fang Haitao
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 1574 - 1579
  • [8] A novel cubature statistically linearized Kalman filter for fractional-order nonlinear discrete-time stochastic systems
    Torabi, Hamed
    Pariz, Naser
    Karimpour, Ali
    JOURNAL OF VIBRATION AND CONTROL, 2018, 24 (24) : 5880 - 5897
  • [9] Kalman Filter Based Iterative Learning Control for Discrete Time MIMO Systems
    Jayawardhana, Rangana N.
    Ghosh, Bijoy K.
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 2257 - 2264
  • [10] A receding horizon Kalman FIR filter for discrete time-invariant systems
    Kwon, WH
    Kim, PS
    Park, P
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1999, 44 (09) : 1787 - 1791