Robust H2 and H∞ memory filter design for linear uncertain discrete-time delay systems

This paper is concerned with the problems of robust full-order H 2 and H ∞ filter design for linear uncertain discrete-time systems with multiple state delays. The uncertain parameters affecting the matrices of the system are supposed to be time-invariant and to belong to a polytopic domain. The main novelty is the fact that the filter contains an arbitrary number of past states and past output measures of the system, yielding a filtering system with memory. Linear matrix inequality relaxations based on polynomially parameter-dependent Lyapunov matrices and slack variables are proposed for the H 2 and H ∞ filter design. Due to the extra dynamics introduced through the delayed states, the robust memory filter is able to provide less conservative results in terms of the H ∞ and the H 2 performance when compared to the memoryless case. Throughout the paper, the multiple delays are considered to be fixed and time-invariant, but an extension of the conditions to cope with unknown delays belonging to a given interval is also presented for both time-varying and time-invariant delay cases. Numerical examples are given to demonstrate the improvements of the proposed approach with respect to other methods from the literature. HighlightsFilter with arbitrary number of past states and output measures of the system.LMI relaxations based on polynomially parameter-dependent variables for filter design.Unknown (possibly time-varying) delays in an interval can affect the uncertain system.

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

[2]  Huijun Gao,et al.  H ∞ filter design for discrete delay systems: a new parameter-dependent approach , 2009, Int. J. Control.

[3]  Reinaldo M. Palhares,et al.  Robust filtering with guaranteed energy-to-peak performance - an LM1 approach , 2000, Autom..

[4]  Dimitri Peaucelle,et al.  Periodically time-varying memory state-feedback controller synthesis for discrete-time linear systems , 2011, Autom..

[5]  Fei Liu,et al.  Robust peak-to-peak filtering for Markov jump systems , 2010, Signal Process..

[6]  P.L.D. Peres,et al.  Existence of Homogeneous Polynomial Solutions for Parameter-Dependent Linear Matrix Inequalities with Parameters in the Simplex , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[7]  Huijun Gao,et al.  Delay-dependent energy-to-peak filter design for stochastic systems with time delay: A delay partitioning approach , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[8]  Peng Shi,et al.  $H_\infty$ Filtering of Discrete-Time Switched Systems With State Delays via Switched Lyapunov Function Approach , 2007, IEEE Transactions on Automatic Control.

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

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

[11]  Dimitri Peaucelle,et al.  S-Variable Approach to LMI-Based Robust Control , 2014 .

[12]  Zhicheng Li,et al.  Further results on H∞ filtering for discrete‐time systems with state delay , 2011 .

[13]  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.

[14]  Johan Löfberg,et al.  YALMIP : a toolbox for modeling and optimization in MATLAB , 2004 .

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

[16]  R. E. Kalman,et al.  A New Approach to Linear Filtering and Prediction Problems , 2002 .

[17]  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..

[18]  Michael Basin,et al.  Central suboptimal H∞ filter design for nonlinear polynomial systems , 2009, 2009 American Control Conference.

[19]  Alexandre Trofino,et al.  Robust H2 filtering for uncertain linear systems: LMI based methods with parametric Lyapunov functions , 2005, Syst. Control. Lett..

[20]  Jamal Daafouz,et al.  Parameter dependent Lyapunov functions for discrete time systems with time varying parametric uncertainties , 2001, Syst. Control. Lett..

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

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

[23]  Maurício C. de Oliveira,et al.  Robust Filtering of Discrete-Time Linear Systems with Parameter Dependent Lyapunov Functions , 2002, SIAM J. Control. Optim..

[24]  Pedro Luis Dias Peres,et al.  Robust 𝒽∞ filtering for uncertain discrete-time state-delayed systems , 2001, IEEE Trans. Signal Process..

[25]  Vladimir A. Yakubovich,et al.  Linear Matrix Inequalities in System and Control Theory (S. Boyd, L. E. Ghaoui, E. Feron, and V. Balakrishnan) , 1995, SIAM Rev..

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

[27]  Jamal Daafouz,et al.  Analysis and control of LTI and switched systems in digital loops via an event-based modelling , 2008, Int. J. Control.

[28]  Ricardo C. L. F. Oliveira,et al.  A convex optimization procedure to compute ℋ︁2 and ℋ︁∞ norms for uncertain linear systems in polytopic domains , 2008 .

[29]  Pierre-Alexandre Bliman,et al.  An existence result for polynomial solutions of parameter-dependent LMIs , 2004, Syst. Control. Lett..

[30]  Ricardo C. L. F. Oliveira,et al.  Delay-dependent robust ℋ∞ filter design for state-delayed discrete-time linear systems via homogeneous polynomial matrices , 2013 .

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

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

[33]  Dimitri Peaucelle,et al.  Periodically time-varying dynamical controller synthesis for polytopic-type uncertain discrete-time linear systems , 2008, 2008 47th IEEE Conference on Decision and Control.

[34]  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..

[35]  Kezhen Han,et al.  Robust full- and reduced-order energy-to-peak filtering for discrete-time uncertain linear systems , 2015, Signal Process..

[36]  Young Hoon Joo,et al.  Periodically time-varying memory static output feedback control design for discrete-time LTI systems , 2014, Autom..

[37]  Vladimir L. Kharitonov,et al.  Stability of Time-Delay Systems , 2003, Control Engineering.

[38]  Huijun Gao,et al.  Robust Filtering for Uncertain Systems: A Parameter-Dependent Approach , 2014 .

[39]  Geir E. Dullerud,et al.  Uniformly Stabilizing Sets of Switching Sequences for Switched Linear Systems , 2007, IEEE Transactions on Automatic Control.

[40]  Charles R. Johnson,et al.  Topics in Matrix Analysis , 1991 .

[41]  Ligang Wu,et al.  Reliable Filtering With Strict Dissipativity for T-S Fuzzy Time-Delay Systems , 2014, IEEE Transactions on Cybernetics.

[42]  Ligang Wu,et al.  Sensor Networks With Random Link Failures: Distributed Filtering for T–S Fuzzy Systems , 2013, IEEE Transactions on Industrial Informatics.

[43]  Stephen P. Boyd,et al.  Linear Matrix Inequalities in Systems and Control Theory , 1994 .

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

[45]  Patrizio Colaneri,et al.  Invariant representations of discrete-time periodic systems , 2000, Autom..

[46]  S. Niculescu Delay Effects on Stability: A Robust Control Approach , 2001 .

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

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

[49]  Young Hoon Joo,et al.  Periodically Time-Varying ${\cal H}_{\infty}$ Memory Filter Design for Discrete-Time LTI Systems With Polytopic Uncertainty , 2014, IEEE Transactions on Automatic Control.