Generalised nonlinear l2–l∞ filtering of discrete-time Markov jump descriptor systems

This paper is devoted to the l2–l∞ filter design problem for nonlinear discrete-time Markov jump descriptor systems subject to partially unknown transition probabilities. The partially unknown transition probabilities are modelled via the polytopic uncertainties. The objective is to propose a generalised nonlinear full-order filter design method, such that the resulting filtering error system is regular, casual, and stochastically stable, and a prescribed l2–l∞ attenuation level is satisfied. For the autonomous discrete-time descriptor system subject to Lipschitz nonlinear condition, by introducing some slack matrix variables, a mode-dependent stability criterion is established. It cannot only ensure the regularity, casuality, and stochastic stability of system, but also guarantee the considered system has a unique solution. Based on this obtained criterion, a sufficient condition in terms of linear matrix inequalities (LMIs) is derived, such that the resulting filtering error system is regular, casual, stochastically stable while satisfying a given l2–l∞ performance index. Further, the nonlinear mode-dependent l2–l∞ filter design method is proposed, and by solving a set of LMIs, the desired filter gain matrices are also explicitly given. Finally, a numerical example is included to illustrate the effectiveness of our proposed approach.

[1]  J. Vandewalle,et al.  Inversion of singular systems , 1988 .

[2]  Frank L. Lewis,et al.  Some singular systems applications in circuit theory , 1990, IEEE International Symposium on Circuits and Systems.

[3]  U. Shaked,et al.  Robust Hinfinity minimum entropy static output-feedback control of singularly perturbed systems , 2000, Autom..

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

[5]  David Hill,et al.  A Lyapunov approach to analysis of discrete singular systems , 2002, Syst. Control. Lett..

[6]  D. Ho,et al.  Robust stabilization for a class of discrete-time non-linear systems via output feedback: The unified LMI approach , 2003 .

[7]  James Lam,et al.  Robust filtering for discrete-time Markovian jump delay systems , 2004, IEEE Signal Processing Letters.

[8]  Maurício C. de Oliveira,et al.  Investigating duality on stability conditions , 2004, Syst. Control. Lett..

[9]  Fuchun Sun,et al.  Design of reduced-order H∞ filter for Markovian jumping systems with time delay , 2004, IEEE Trans. Circuits Syst. II Express Briefs.

[10]  Shengyuan Xu,et al.  Robust Control and Filtering of Singular Systems , 2006 .

[11]  Alexandre Trofino,et al.  Mode-Independent ${\cal H}_{\infty}$ Filters for Markovian Jump Linear Systems , 2006, IEEE Transactions on Automatic Control.

[12]  Daniel W. C. Ho,et al.  Stability, robust stabilization and H∞ control of singular-impulsive systems via switching control , 2006, Syst. Control. Lett..

[13]  E. Boukas,et al.  Mode-dependent Hºº filtering for discrete-time Markovian jump linear systems with partly unknown transition probabilities. , 2007 .

[14]  Donghua Zhou,et al.  Robust H ∞ filtering for networked systems with multiple state delays , 2007, Int. J. Control.

[15]  Zidong Wang,et al.  State estimation for discrete-time Markovian jumping neural networks with mixed mode-dependent delays ☆ , 2008 .

[16]  Chaoli Wang,et al.  Semiglobal practical stabilization of nonholonomic wheeled mobile robots with saturated inputs , 2008, Autom..

[17]  Jian-xun Li,et al.  Energy-to-peak filtering for singular systems: the discrete-time case , 2008 .

[18]  Guang-Hong Yang,et al.  Control Synthesis of Singularly Perturbed Fuzzy Systems , 2008, IEEE Transactions on Fuzzy Systems.

[19]  Lin Li,et al.  Observer-based resilient L2L8 control for singular time-delay systems , 2009 .

[20]  Lixian Zhang,et al.  Mode-dependent Hinfinity filtering for discrete-time Markovian jump linear systems with partly unknown transition probabilities , 2009, Autom..

[21]  Huijun Gao,et al.  Robust $H_{\infty}$ Filtering for a Class of Nonlinear Networked Systems With Multiple Stochastic Communication Delays and Packet Dropouts , 2010, IEEE Transactions on Signal Processing.

[22]  Nan Xiao,et al.  Stabilization of Markov jump linear systems using quantized state feedback , 2010, Autom..

[23]  Yang Shi,et al.  Improved robust energy-to-peak filtering for uncertain linear systems , 2010, Signal Process..

[24]  Hui Zhang,et al.  Robust energy-to-peak filtering for networked systems with time-varying delays and randomly missing data , 2010 .

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

[26]  Hongye Su,et al.  Delay-dependent H∞ filtering for singular Markovian jump time-delay systems , 2010, Signal Process..

[27]  James Lam,et al.  Static output-feedback stabilization of discrete-time Markovian jump linear systems: A system augmentation approach , 2010, Autom..

[28]  Hui Zhang,et al.  Robust weighted H∞ filtering for networked systems with intermittent measurements of multiple sensors , 2011 .

[29]  Hui Zhang,et al.  Robust FIR equalization for time-varying communication channels with intermittent observations via an LMI approach , 2011, Signal Process..

[30]  Alim P. C. Gonçalves,et al.  Filtering of discrete‐time Markov jump linear systems with uncertain transition probabilities , 2011 .

[31]  Hui Zhang,et al.  Robust non-fragile dynamic vibration absorbers with uncertain factors , 2011 .

[32]  H. Su,et al.  Robust stabilization for discrete‐time nonlinear singular systems with mixed time delays , 2012 .

[33]  Hui Zhang,et al.  Robust ℋ︁∞ PID control for multivariable networked control systems with disturbance/noise attenuation , 2012 .

[34]  Qing-Long Han,et al.  Network-Based $H_{\infty}$ Filtering for Discrete-Time Systems , 2012, IEEE Transactions on Signal Processing.

[35]  Qing-Long Han,et al.  Network-Based Filtering for Discrete-Time Systems , 2012 .

[36]  Hui Zhang,et al.  Robust equalisation for inter symbol interference communication channels , 2012, IET Signal Process..

[37]  Minqiang Xu,et al.  Observer-based tracking controller design for networked predictive control systems with uncertain Markov delays , 2012, ACC.

[38]  Aryan Saadat Mehr,et al.  On ${\cal H}_{\infty }$ Filtering for Discrete-Time Takagi–Sugeno Fuzzy Systems , 2012, IEEE Transactions on Fuzzy Systems.

[39]  Lin Li,et al.  On mode-dependent H∞ filtering for network-based discrete-time systems , 2013, Signal Process..