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author:

Wang, Z. (Wang, Z..) [1] | Yang, F. (Yang, F..) [2] | Ho, D.W.C. (Ho, D.W.C..) [3] | Liu, X. (Liu, X..) [4]

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Scopus

Abstract:

In this letter, we consider the robust finite-horizon filtering problem for a class of discrete time-varying systems with missing measurements and norm-bounded parameter uncertainties. The missing measurements are described by a binary switching sequence satisfying a conditional probability distribution. An upper bound for the state estimation error variance is first derived for all possible missing observations and all admissible parameter uncertainties. Then, a robust filter is designed, guaranteeing that the variance of the state estimation error is not more than the prescribed upper bound. It is shown that the desired filter can be obtained in terms of the solutions to two discrete Riccati difference equations, which are of a form suitable for recursive computation in online applications. A simulation example is presented to show the effectiveness of the proposed approach by comparing to the traditional Kalman filtering method. © 2005 IEEE.

Keyword:

Kalman filtering; Missing measurements; Parameter uncertainty; Robust filtering; Time-varying systems

Community:

  • [ 1 ] [Wang, Z.]School of Information Sciences and Technology, Donghua University, Shanghai 200051, China
  • [ 2 ] [Wang, Z.]Department of Information Systems and Computing, Brunel University, Uxbridge, Middlesex UB8 3PH, United Kingdom
  • [ 3 ] [Yang, F.]Department of Information Systems and Computing, Brunel University, Uxbridge, Middlesex UB8 3PH, United Kingdom
  • [ 4 ] [Yang, F.]Department of Electrical Engineering, Fuzhou University, Fuzhou 350002, China
  • [ 5 ] [Ho, D.W.C.]Department of Mathematics, City University of Hong Kong, Kowloon, Hong Kong
  • [ 6 ] [Liu, X.]Department of Information Systems and Computing, Brunel University, Uxbridge, Middlesex UB8 3PH, United Kingdom

Reprint 's Address:

  • [Wang, Z.]Department of Information Systems and Computing, Brunel University, Uxbridge, Middlesex UB8 3PH, United Kingdom

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Source :

IEEE Signal Processing Letters

ISSN: 1070-9908

Year: 2005

Issue: 6

Volume: 12

Page: 437-440

0 . 6 1 1

JCR@2005

3 . 2 0 0

JCR@2023

JCR Journal Grade:3

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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