State estimation for multi-channel stochastic singular systems with multiplicative noise†

The state estimation problem for multi-channel singular systems with multiplicative noise is considered based on singular value decomposition. First, two equivalent reduced order subsystems are obtained via the decomposition. Then, in order to solve the estimation problem, the subsystems are rewritten into a new form. It is noted that the measurement noise here becomes colored noise, which contains the dynamic noise, measurement noise, and multiplicative noise of the original system. In this situation, existing filtering methods cannot be directly applied, so a modified filtering method is given. The recursive algorithm for the state estimation is obtained by the filtering method. In addition, the estimation of dynamic noise is derived via the algorithm. A simulation example is given to show the effectiveness of the proposed algorithm. Copyright © 2010 John Wiley and Sons Asia Pte Ltd and Chinese Automatic Control Society

[1]  Mohamed Darouach,et al.  Recursive state and parameter estimation of SISO singular systems , 1992 .

[2]  D. Cobb Controllability, observability, and duality in singular systems , 1984 .

[3]  Ronald A. Iltis,et al.  Joint detection and channel estimation algorithms for QS-CDMA signals over time-varying channels , 2002, IEEE Trans. Commun..

[4]  Tian-You Chai,et al.  A Unified Approach to Optimal State Estimation for Stochastic Singular Systems , 1998, Autom..

[5]  F. Lewis A survey of linear singular systems , 1986 .

[6]  L. Dai Filtering and LQG problems for discrete-time stochastic singular systems , 1989 .

[7]  Mohamed Darouach,et al.  State estimation of stochastic singular linear systems , 1993 .

[8]  R. Mukundan,et al.  On the design of observers for generalized state space systems using singular value decomposition , 1983 .

[9]  Petre Stoica,et al.  Approximate maximum likelihood estimators for array processing in multiplicative noise environments , 2000, IEEE Trans. Signal Process..

[10]  Dai Guan-zhong STATE ESTIMATION FOR SINGULAR DISCRETE STOCHASTIC LINEAR SYSTEMS , 1992 .

[11]  C Ang OPTIMUM RECURRENCE FILTERING METHOD FOR SINGULAR DISCRETE STOCHASTIC LINEAR SYSTEMS (II) , 1988 .

[12]  Basil G. Mertzios,et al.  Fundamental matrix of discrete singular systems , 1989 .

[13]  Jitendra Tugnait Stability of optimum linear estimators of stochastic signals in white multiplicative noise , 1981 .

[14]  Z Hang FEEDBACK CONTROL AND POLE PLACEMENT IN GENERALIZED SYSTEMS , 1988 .