Fuzzy Filtering With Randomly Occurring Parameter Uncertainties, Interval Delays, and Channel Fadings

In this paper, the H∞ fuzzy filtering problem is investigated for a class of discrete-time Takagi-Sugeno (T-S) fuzzy systems with randomly occurring uncertainties and randomly occurring interval time-varying delays, as well as channel fadings. A sequence of random variables obeying the Bernoulli distribution is utilized to govern the randomly occurring uncertainties and probabilistic interval time-varying delays. Simultaneously, the Rice fading model is employed to describe the phenomena of channel fadings by setting different values of the channel coefficients. Our attention is focused on the design of an H∞ fuzzy filter such that the filtering error dynamics is exponentially mean-square stable and the disturbance rejection attenuation is constrained to a given level by means of the H∞-performance index. In the presence of the randomly occurring phenomena, sufficient conditions are derived, via stochastic analysis and Lyapunov functional approach, for the existence of desired filter ensuring both the exponential mean-square stability and the prescribed H∞ performance. The filter parameters can be obtained by solving a convex optimization problem via the semidefinite program method. Finally, a numerical example is utilized to illustrate the usefulness and effectiveness of the proposed design technique.

[1]  Daniel W. C. Ho,et al.  Robust H∞ control for a class of nonlinear discrete time-delay stochastic systems with missing measurements , 2009, Autom..

[2]  X. Mao,et al.  Stochastic Differential Equations and Applications , 1998 .

[3]  Xin-Ping Guan,et al.  Delay-dependent guaranteed cost control for T-S fuzzy systems with time delays , 2004, IEEE Transactions on Fuzzy Systems.

[4]  Yongduan Song,et al.  A Novel Approach to Filter Design for T–S Fuzzy Discrete-Time Systems With Time-Varying Delay , 2012, IEEE Transactions on Fuzzy Systems.

[5]  Daniel W. C. Ho,et al.  Robust $H_{\infty }$ Fuzzy Output-Feedback Control With Multiple Probabilistic Delays and Multiple Missing Measurements , 2010, IEEE Transactions on Fuzzy Systems.

[6]  Honghai Liu,et al.  Reliable Fuzzy Control for Active Suspension Systems With Actuator Delay and Fault , 2012, IEEE Transactions on Fuzzy Systems.

[7]  Gang Feng,et al.  Delay-Dependent hbox H ∞ Filter Design for Discrete-Time Fuzzy Systems With Time-Varying Delays. , 2009 .

[8]  Nicola Elia,et al.  Remote stabilization over fading channels , 2005, Syst. Control. Lett..

[9]  Wei-Wei Lin,et al.  Decentralized PDC for large-scale T-S fuzzy systems , 2005, IEEE Transactions on Fuzzy Systems.

[10]  Gang Feng,et al.  Delay-Dependent $\hbox{H}_{\infty }$ Filter Design for Discrete-Time Fuzzy Systems With Time-Varying Delays , 2009, IEEE Transactions on Fuzzy Systems.

[11]  Jun Hu,et al.  Robust Sliding Mode Control for Discrete Stochastic Systems With Mixed Time Delays, Randomly Occurring Uncertainties, and Randomly Occurring Nonlinearities , 2012, IEEE Transactions on Industrial Electronics.

[12]  Richard A. Brown,et al.  Introduction to random signals and applied kalman filtering (3rd ed , 2012 .

[13]  Wjm Walter Kickert,et al.  ANALYSIS OF A FUZZY LOGIC CONTROLLER , 1978 .

[14]  Bruce F. Cockburn,et al.  Modeling and Hardware Implementation Aspects of Fading Channel Simulators , 2008, IEEE Transactions on Vehicular Technology.

[15]  Jianbin Qiu,et al.  Model Approximation for Discrete-Time State-Delay Systems in the T–S Fuzzy Framework , 2011, IEEE Transactions on Fuzzy Systems.

[16]  Huijun Gao,et al.  H∞ fuzzy control with missing data , 2007, 2007 IEEE International Conference on Systems, Man and Cybernetics.

[17]  Lihua Xie,et al.  H∞ estimation for discrete-time linear uncertain systems , 1991 .

[18]  Andrea J. Goldsmith,et al.  LQG Control for MIMO Systems Over Multiple Erasure Channels With Perfect Acknowledgment , 2012, IEEE Transactions on Automatic Control.

[19]  Richard M. Murray,et al.  To Drop or Not to Drop: Design Principles for Kalman Filtering Over Wireless Fading Channels , 2009, IEEE Transactions on Automatic Control.

[20]  Michio Sugeno,et al.  Fuzzy identification of systems and its applications to modeling and control , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[21]  Jianbin Qiu,et al.  A New Design of Delay-Dependent Robust ${\cal H}_{\bm \infty}$ Filtering for Discrete-Time T--S Fuzzy Systems With Time-Varying Delay , 2009, IEEE Transactions on Fuzzy Systems.

[22]  Jianbin Qiu,et al.  $H_{\infty }$ Filtering For Nonlinear Discrete-Time Systems Subject to Quantization and Packet Dropouts , 2011, IEEE Transactions on Fuzzy Systems.

[23]  Zidong Wang,et al.  H∞ filtering for uncertain stochastic time-delay systems with sector-bounded nonlinearities , 2008, Autom..

[24]  Fei Ren,et al.  A Novel Emulator for Discrete-Time MIMO Triply Selective Fading Channels , 2010, IEEE Transactions on Circuits and Systems I: Regular Papers.

[25]  Bin Jiang,et al.  Fault-Tolerant Control for T–S Fuzzy Systems With Application to Near-Space Hypersonic Vehicle With Actuator Faults , 2012, IEEE Transactions on Fuzzy Systems.

[26]  Jianbin Qiu,et al.  Nonsynchronized-State Estimation of Multichannel Networked Nonlinear Systems With Multiple Packet Dropouts Via T–S Fuzzy-Affine Dynamic Models , 2011, IEEE Transactions on Fuzzy Systems.

[27]  James Lam,et al.  Fuzzy-Model-Based Robust Fault Detection With Stochastic Mixed Time Delays and Successive Packet Dropouts , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[28]  Jianbin Qiu,et al.  Asynchronous Output-Feedback Control of Networked Nonlinear Systems With Multiple Packet Dropouts: T–S Fuzzy Affine Model-Based Approach , 2011, IEEE Transactions on Fuzzy Systems.

[29]  Changchun Hua,et al.  Decentralized Networked Control System Design Using T–S Fuzzy Approach , 2012, IEEE Transactions on Fuzzy Systems.

[30]  Kazuo Tanaka,et al.  Stability analysis and design of fuzzy control systems , 1992 .

[31]  Yong-Yan Cao,et al.  Analysis and synthesis of nonlinear time-delay systems via fuzzy control approach , 2000, IEEE Trans. Fuzzy Syst..

[32]  Zidong Wang,et al.  Synchronization and State Estimation for Discrete-Time Complex Networks With Distributed Delays , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

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

[34]  B. Chen,et al.  Delay-Dependent Robust H∞ Control for T-S Fuzzy Systems With Time Delay , 2005, IEEE Trans. Fuzzy Syst..

[35]  Fei Liu,et al.  Finite-Time $H_{\infty}$ Fuzzy Control of Nonlinear Jump Systems With Time Delays Via Dynamic Observer-Based State Feedback , 2012, IEEE Transactions on Fuzzy Systems.

[36]  Zidong Wang,et al.  H∞ filtering for nonlinear discrete-time stochastic systems with randomly varying sensor delays , 2009, Autom..

[37]  Gang Feng,et al.  H/sub /spl infin// controller synthesis of fuzzy dynamic systems based on piecewise Lyapunov functions and bilinear matrix inequalities , 2005, IEEE Transactions on Fuzzy Systems.

[38]  Ian R. Petersen,et al.  Robust Kalman Filtering for Signals and Systems with Large Uncertainties , 1999 .