Sampled-data H∞ fuzzy filtering for nonlinear systems with missing measurements

In this paper, a sampled-data H fuzzy filtering problem is considered for nonlinear systems with missing measurements. The nonlinear sampled-data system and missing measurements are assumed to be represented by a TakagiSugeno (TS) fuzzy system and an independent, identically distributed Bernoulli random process, respectively. Based on the fuzzy system, the H fuzzy filtering problem is formulated to design the sampled-data fuzzy filter. By using the exponential mean-square stability definition, the stability condition with an H performance is guaranteed for the fuzzy system with the sampled-data fuzzy filter, and its sufficient condition is converted into the linear matrix inequality (LMI) format. Finally, an example is provided to verify the effectiveness of the proposed fuzzy filtering technique.

[1]  Qi Huang,et al.  Exponential L2-L∞ filtering for a class of stochastic system with Markovian jump parameters and mixed mode-dependent time-delays , 2014 .

[2]  Ho Jae Lee,et al.  Sampled-data observer-based output-feedback fuzzy stabilization of nonlinear systems: Exact discrete-time design approach , 2012, Fuzzy Sets Syst..

[3]  Qing-Long Han,et al.  Sampled-data H∞ filtering of Takagi-Sugeno fuzzy systems with interval time-varying delays , 2014, J. Frankl. Inst..

[4]  Minrui Fei,et al.  An improved result on the stability of uncertain T-S fuzzy systems with interval time-varying delay , 2013, Fuzzy Sets Syst..

[5]  Petros G. Voulgaris,et al.  On optimal ℓ∞ to ℓ∞ filtering , 1995, Autom..

[6]  U. Shaked,et al.  H∞ nonlinear filtering , 1996 .

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

[8]  Shen Yin,et al.  H∞ filtering for time-delay T-S fuzzy systems with intermittent measurements and quantization , 2014, J. Frankl. Inst..

[9]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[10]  S. Nguang,et al.  H/sub /spl infin// filtering for fuzzy dynamical systems with D stability constraints , 2003 .

[11]  Chung-Shi Tseng,et al.  A Novel Approach to $H_{\bm \infty}$ Decentralized Fuzzy-Observer-Based Fuzzy Control Design for Nonlinear Interconnected Systems , 2008, IEEE Transactions on Fuzzy Systems.

[12]  Shengyuan Xu,et al.  Robust H∞ filtering for uncertain Markovian jump systems with mode-dependent time delays , 2003, IEEE Trans. Autom. Control..

[13]  Y.-F. Li,et al.  H ∞ fuzzy filtering design for non-linear sampled-data systems , 2009 .

[14]  Sing Kiong Nguang,et al.  H∞ filtering for fuzzy singularly perturbed systems with pole placement constraints: an LMI approach , 2004, IEEE Trans. Signal Process..

[15]  Masayoshi Tomizuka,et al.  Fuzzy Stabilization of Nonlinear Systems under Sampled-Data Feedback: An Exact Discrete-Time Model Approach , 2010, IEEE Transactions on Fuzzy Systems.

[16]  Emilia Fridman,et al.  On regional nonlinear H ∞ -filtering , 1997 .

[17]  Jin Bae Park,et al.  A New Fuzzy Lyapunov Function for Relaxed Stability Condition of Continuous-Time Takagi–Sugeno Fuzzy Systems , 2011, IEEE Transactions on Fuzzy Systems.

[18]  Bor-Sen Chen,et al.  Robust Hinfinity filtering for nonlinear stochastic systems , 2005, IEEE Trans. Signal Process..

[19]  Ji Huang,et al.  I2-I∞ filtering for multirate nonlinear sampled-data systems using T-S fuzzy models , 2013, Digit. Signal Process..

[20]  Kevin Guelton,et al.  Non-quadratic local stabilization for continuous-time Takagi-Sugeno models , 2012, Fuzzy Sets Syst..

[21]  Peng Yang,et al.  Further studies on LMI-based relaxed stabilization conditions for nonlinear systems in Takagi-Sugeno's form , 2006, Autom..

[22]  Hak-Keung Lam,et al.  Stability Analysis and Performance Design for Fuzzy-Model-Based Control System Under Imperfect Premise Matching , 2009, IEEE Transactions on Fuzzy Systems.

[23]  M. Darouach,et al.  H∞ filtering for singular bilinear systems with application to a single-link flexible-joint robot , 2014 .

[24]  Fuwen Yang,et al.  Robust H-infinity filtering for stochastic time-delay systems with missing measurements , 2006 .

[25]  Young Hoon Joo,et al.  Exponential mean-square stabilisation for non-linear systems: sampled-data fuzzy control approach , 2012 .

[26]  Fuwen Yang,et al.  Robust H/sub /spl infin// filtering for stochastic time-delay systems with missing measurements , 2006, IEEE Transactions on Signal Processing.

[27]  W. McEneaney Robust/ H ∞ filtering for nonlinear systems , 1998 .

[28]  Young Hoon Joo,et al.  L ∞ fuzzy filter for non-linear systems with intermittent measurement and persistent bounded disturbances , 2013 .

[29]  Bor-Sen Chen,et al.  Robust H∞ filtering for nonlinear stochastic systems , 2005 .

[30]  Xiao-Heng Chang,et al.  Robust Nonfragile $H_\infty$ Filtering of Fuzzy Systems With Linear Fractional Parametric Uncertainties , 2012, IEEE Transactions on Fuzzy Systems.

[31]  Maurício C. de Oliveira,et al.  H2 and H∞ robust filtering for convex bounded uncertain systems , 2001, IEEE Trans. Autom. Control..

[32]  Young Hoon Joo,et al.  Guaranteed cost sampled‐data fuzzy control for non‐linear systems: a continuous‐time Lyapunov approach , 2013 .

[33]  Dong Yue,et al.  To Transmit or Not to Transmit: A Discrete Event-Triggered Communication Scheme for Networked Takagi–Sugeno Fuzzy Systems , 2013, IEEE Transactions on Fuzzy Systems.

[34]  J.C. Geromel,et al.  H/sub 2/ and H/sub /spl infin// robust filtering for convex bounded uncertain systems , 1998, Proceedings of the 37th IEEE Conference on Decision and Control (Cat. No.98CH36171).

[35]  Kazuo Tanaka,et al.  Fuzzy Control Systems Design and Analysis: A Linear Matrix Inequality Approach , 2008 .

[36]  K. Gu An integral inequality in the stability problem of time-delay systems , 2000, Proceedings of the 39th IEEE Conference on Decision and Control (Cat. No.00CH37187).

[37]  James Lam,et al.  H∞ filtering of discrete-time fuzzy systems via basis-dependent Lyapunov function approach , 2007, Fuzzy Sets Syst..

[38]  T. Tarn,et al.  Observers for nonlinear stochastic systems , 1975, 1975 IEEE Conference on Decision and Control including the 14th Symposium on Adaptive Processes.

[39]  Huijun Gao,et al.  Delay-dependent robust H∞ and L2-L∞ filtering for a class of uncertain nonlinear time-delay systems , 2003, IEEE Trans. Autom. Control..

[40]  Kazuo Tanaka,et al.  A multiple Lyapunov function approach to stabilization of fuzzy control systems , 2003, IEEE Trans. Fuzzy Syst..

[41]  Jun Yoneyama,et al.  Robust H∞ filtering for sampled-data fuzzy systems , 2013, Fuzzy Sets Syst..

[42]  James Lam,et al.  $H_{\bm \infty}$ Fuzzy Filtering of Nonlinear Systems With Intermittent Measurements , 2009, IEEE Transactions on Fuzzy Systems.

[43]  Kazuo Tanaka,et al.  Fuzzy modeling via sector nonlinearity concept , 2003 .