Robust estimation for discrete time-varying systems with limited communication capacity
In this paper, we consider the state estimation problem for linear discrete time‐varying systems subject to limited communication capacity which includes measurement quantization, random transmission delay and data‐packet dropouts. Based on transforming the three communication limitations into the s...
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Published in | Asian journal of control Vol. 14; no. 2; pp. 502 - 511 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Chichester, UK
John Wiley & Sons, Ltd
01.03.2012
Wiley Subscription Services, Inc |
Subjects | |
Online Access | Get full text |
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Summary: | In this paper, we consider the state estimation problem for linear discrete time‐varying systems subject to limited communication capacity which includes measurement quantization, random transmission delay and data‐packet dropouts. Based on transforming the three communication limitations into the system with norm‐bounded uncertainties and stochastic matrices, we design a robust filter such that, for all the communication limitations, the error state of the filtering process is mean square bounded. An upper bound on the variance of the state estimation error is first found, and then, a robust filter is derived by minimizing the prescribed upper bound in the sense of the matrix norm. It is shown that the desired filter can be obtained in terms of the solutions to two Riccati‐like difference equations which also provide a recursive algorithm suitable for online computation. A simulation example is presented to demonstrate the effectiveness and applicability of the proposed algorithm.
Copyright © 2010 John Wiley and Sons Asia Pte Ltd and Chinese Automatic Control Society |
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Bibliography: | istex:1B8006F5C27990C77490A85F73389879A97CD824 ArticleID:ASJC300 This work is supported by National Natural Science Foun-dation of China under grant number 60504017, Fok Ying Tong Education Foundation under grant 111066 and Program for New Century Excellent Talents in University under grant NCET-04-0982. ark:/67375/WNG-VQV13LL1-T This work is supported by National Natural Science Foun‐dation of China under grant number 60504017, Fok Ying Tong Education Foundation under grant 111066 and Program for New Century Excellent Talents in University under grant NCET‐04‐0982. ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 |
ISSN: | 1561-8625 1934-6093 |
DOI: | 10.1002/asjc.300 |