Robust H∞ filtering of stationary continuous-time linear systems with stochastic uncertainties

被引:131
作者
Gershon, E [1 ]
Limebeer, DJN
Shaked, U
Yaesh, I
机构
[1] Tel Aviv Univ, Dept Elect Engn Syst, IL-69978 Tel Aviv, Israel
[2] Univ London Imperial Coll Sci Technol & Med, Dept Elect & Elect Engn, London SW7 2BT, England
[3] IMI, Adv Syst Div, Ramat Hasharon, Israel
基金
英国工程与自然科学研究理事会;
关键词
mixed H-2/H-infinity filtering; polytopic uncertainty; stochastic H-infinity filtering;
D O I
10.1109/9.964692
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 problem of applying H-infinity-filters on stationary, continuous-time, linear systems with stochastic uncertainties in the state-space signal model is addressed. These uncertainties are modeled via white noise processes. The relevant cost function is the expected value of the standard H-infinity performance index with respect to the uncertain parameters. The solution is obtained via a stochastic bounded real lemma that results in a modified Riccati inequality. This inequality is expressed in the form of a linear matrix inequality whose solution provides the filter parameters. The method proposed is also applied to the case where, in addition to the stochastic uncertainty, other deterministic parameters of the system are not perfectly known and are assumed to lie in a given polytope. The problem of mixed H-2/H-infinity filtering for the above system is also treated. The theory developed is demonstrated by a practical example.
引用
收藏
页码:1788 / 1793
页数:6
相关论文
共 20 条
[1]   LQG CONTROL WITH AN H-INFINITY PERFORMANCE BOUND - A RICCATI EQUATION APPROACH [J].
BERNSTEIN, DS ;
HADDAD, WM .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1989, 34 (03) :293-305
[2]  
Boyd S., 1994, LINEAR MATRIX INEQUA, DOI https://doi.org/10.1109/jproc.1998.735454
[3]  
Costa O.L.V., 1996, J MATH SYST EST CONT, V6, P1
[4]   ON THE DISCRETE-TIME BOUNDED REAL LEMMA WITH APPLICATION IN THE CHARACTERIZATION OF STATIC STATE FEEDBACK H-INFINITY CONTROLLERS [J].
DESOUZA, CE ;
XIE, LH .
SYSTEMS & CONTROL LETTERS, 1992, 18 (01) :61-71
[5]  
Dragan V, 1997, DYN CONTIN DISCRET I, V3, P317
[6]   A small gain theorem for linear stochastic systems [J].
Dragan, V ;
Halanay, A ;
Stoica, A .
SYSTEMS & CONTROL LETTERS, 1997, 30 (05) :243-251
[7]   OPTIMAL STABILIZING COMPENSATOR FOR LINEAR-SYSTEMS WITH STATE-DEPENDENT NOISE [J].
DRAGAN, V ;
MOROZAN, T ;
HALANAY, A .
STOCHASTIC ANALYSIS AND APPLICATIONS, 1992, 10 (05) :557-572
[8]  
Dragan V, 1998, REPRINT SERIES I MAT, V10
[9]   STATE-FEEDBACK CONTROL OF SYSTEMS WITH MULTIPLICATIVE NOISE VIA LINEAR MATRIX INEQUALITIES [J].
ELGHAOUI, L .
SYSTEMS & CONTROL LETTERS, 1995, 24 (03) :223-228
[10]   A LINEAR MATRIX INEQUALITY APPROACH TO H-INFINITY CONTROL [J].
GAHINET, P ;
APKARIAN, P .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 1994, 4 (04) :421-448