Robust H∞ filtering with auxiliary past output measurements

In this paper, the problem of robust H∞ filter design for uncertain time-invariant discrete-time linear systems is addressed. The filter makes use of an arbitrary number of past output measurements. The filter stores the measurements in a buffer and is therefore of order higher than the system being filtered. The robust filtering design conditions are based on Lyapunov matrices with polynomial parameter dependency and are solvable as convex optimization problems with Linear Matrix Inequalities as constraints. A numerical example illustrates the features and improvements of the proposed approach with respect to existing methods.

[1]  J. Geromel,et al.  Extended H 2 and H norm characterizations and controller parametrizations for discrete-time systems , 2002 .

[2]  Alexandre Trofino,et al.  ROBUST ℋ2 FILTER DESIGN VIA PARAMETER-DEPENDENT LYAPUNOV FUNCTIONS , 2000 .

[3]  Huijun Gao,et al.  A new design of robust H2 filters for uncertain systems , 2008, Syst. Control. Lett..

[4]  M. Grimble,et al.  A New Approach to the H ∞ Design of Optimal Digital Linear Filters , 1989 .

[5]  WangChanghong,et al.  ROBUST H∞ FILTERING FOR UNCERTAIN DISCRETE-TIME STATE-DELAYED SYSTEMS: APARAMETER-DEPENDENT LYAPUNOV APPROACH , 2004 .

[6]  C. D. Souza,et al.  A linear matrix inequality approach to the design of robust H 2 filters , 1999 .

[7]  Ju H. Park,et al.  New approach to H∞ filtering for discrete-time systems with polytopic uncertainties , 2015, Signal Process..

[8]  Fei Liu,et al.  H∞ Filtering for Discrete-Time Systems With Stochastic Incomplete Measurement and Mixed Delays , 2012, IEEE Trans. Ind. Electron..

[9]  David Zhang,et al.  Improved robust H2 and Hinfinity filtering for uncertain discrete-time systems , 2004, Autom..

[10]  Young Hoon Joo,et al.  Extended Robust $\mathcal{H}_{2}$ and $\mathcal{H}_{\infty}$ Filter Design for Discrete Time-Invariant Linear Systems with Polytopic Uncertainty , 2014, Circuits Syst. Signal Process..

[11]  Alexandre Trofino,et al.  Robust Linear Hinfinity Filter Design for a Class of Uncertain Nonlinear Systems: An LMI Approach , 2009, SIAM J. Control. Optim..

[12]  John O'Reilly,et al.  Observers for Linear Systems , 1983 .

[13]  Carsten W. Scherer,et al.  Robust H2 Estimation with Dynamic IQCs: A Convex Solution , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[14]  Huijun Gao,et al.  Further improved results on H∞ filtering for discrete time-delay systems , 2013, Signal Process..

[15]  J. Geromel,et al.  Robust filtering of discrete-time linear systems with parameter dependent Lyapunov functions , 1999, Proceedings of the 38th IEEE Conference on Decision and Control (Cat. No.99CH36304).

[16]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[17]  Maurício C. de Oliveira,et al.  H[sub 2] and Hinfinity Robust Filtering for Discrete-Time Linear Systems , 2000, SIAM J. Control. Optim..

[18]  Robert E. Skelton,et al.  Stability tests for constrained linear systems , 2001 .

[19]  D. Luenberger Observing the State of a Linear System , 1964, IEEE Transactions on Military Electronics.

[20]  Jos F. Sturm,et al.  A Matlab toolbox for optimization over symmetric cones , 1999 .

[21]  Fuwen Yang,et al.  Robust H/sub /spl infin// filtering with error variance constraints for uncertain discrete-time systems , 2000, Proceedings of the 2000. IEEE International Conference on Control Applications. Conference Proceedings (Cat. No.00CH37162).

[22]  José Claudio Geromel,et al.  Optimal linear filtering under parameter uncertainty , 1999, IEEE Trans. Signal Process..

[23]  Pedro Luis Dias Peres,et al.  An LMI condition for the robust stability of uncertain continuous-time linear systems , 2002, IEEE Trans. Autom. Control..

[24]  Edoardo Mosca,et al.  Robust H2 and Hinfinity filtering for uncertain linear systems , 2006, Autom..

[25]  Knud D. Andersen,et al.  The Mosek Interior Point Optimizer for Linear Programming: An Implementation of the Homogeneous Algorithm , 2000 .

[26]  Ricardo C. L. F. Oliveira,et al.  Robust H∞ filter design with past output measurements for uncertain discrete-time systems , 2016, Autom..

[27]  Kiyotsugu Takaba,et al.  Discrete-time algebraic Riccati equation arising in H/sub /spl infin// filtering problem , 1995, Proceedings of 1995 34th IEEE Conference on Decision and Control.

[28]  Ricardo C. L. F. Oliveira,et al.  Robust H2 and H∞ memory filter design for linear uncertain discrete-time delay systems , 2015, Signal Process..

[29]  José Claudio Geromel,et al.  I robust filter design with performance certificate via convex programming , 2008, Autom..

[30]  José Claudio Geromel,et al.  H2 Optimal Robust Filtering , 2006, Eur. J. Control.

[31]  Ricardo C. L. F. Oliveira,et al.  Parameter-Dependent LMIs in Robust Analysis: Characterization of Homogeneous Polynomially Parameter-Dependent Solutions Via LMI Relaxations , 2007, IEEE Transactions on Automatic Control.

[32]  Guang-Hong Yang,et al.  A finite frequency approach to filter design for uncertain discrete‐time systems , 2008 .

[33]  Ricardo C. L. F. Oliveira,et al.  Robust H2 and H∞ filter design for uncertain linear systems via LMIs and polynomial matrices , 2011, Signal Process..