Linear Estimation in ein Spaces- eory

The authors develop a self-contained theory for linear estimation in Krein spaces. The derivation is based on simple concepts such as projections and matrix factorizations and leads to an interesting connection between Krein space projection and the recursive computation of the stationary points of certain second-order (or quadratic) forms. The authors use the innovations process to obtain a general recursive linear estimation algorithm. When specialized to a state-space structure, the algorithm yields a Krein space generalization of the celebrated Kalman filter with applications in several areas such as Hw- filtering and control, game problems, risk sensitive control, and adaptive filtering.

[1]  J. Bognár,et al.  Indefinite Inner Product Spaces , 1974 .

[2]  Babak Hassibi Linear estimation in Krein spaces-Part I , 1996 .

[3]  Arthur E. Bryson,et al.  Applied Optimal Control , 1969 .

[4]  T. Kailath,et al.  Linear estimation in Krein spaces. II. Applications , 1996, IEEE Trans. Autom. Control..

[5]  Michael J. Grimble,et al.  Polynomial Matrix Solution of the H/Infinity/ Filtering Problem and the Relationship to Riccati Equation State-Space Results , 1993, IEEE Trans. Signal Process..

[6]  Ali H. Sayed,et al.  Extended Chandrasekhar recursions , 1994, IEEE Trans. Autom. Control..

[7]  T. Kailath,et al.  A state-space approach to adaptive RLS filtering , 1994, IEEE Signal Processing Magazine.

[8]  Pramod P. Khargonekar,et al.  FILTERING AND SMOOTHING IN AN H" SETTING , 1991 .

[9]  J. Meditch,et al.  Applied optimal control , 1972, IEEE Transactions on Automatic Control.

[10]  M. Morf,et al.  Some new algorithms for recursive estimation in constant, linear, discrete-time systems , 1974 .

[11]  Babak Hassibiy,et al.  Linear Estimation in Krein Spaces -part Ii: Applications , 1996 .

[12]  Thomas Kailath,et al.  Square-root arrays and Chandrasekhar recursions for H/sup /spl infin// problems , 1994, Proceedings of 1994 33rd IEEE Conference on Decision and Control.

[13]  Gilead Tadmor H∞ in the time domain: the standard problem , 1989, 1989 American Control Conference.

[14]  V. I. Istratescu,et al.  Inner Product Structures: Theory and Applications , 1987 .

[15]  H. Langer,et al.  Introduction to the spectral theory of operators in spaces with an indefinite metric , 1982 .

[16]  P. Whittle Risk-Sensitive Optimal Control , 1990 .

[17]  David J. N. Limebeer,et al.  Linear Robust Control , 1994 .

[18]  U. Shaked,et al.  H,-OPTIMAL ESTIMATION: A TUTORIAL , 1992 .

[19]  B. Anderson,et al.  A game theoretic approach to H ∞ control for time-varying systems , 1992 .

[20]  Ali H. Sayed,et al.  H∞ optimality of the LMS algorithm , 1996, IEEE Trans. Signal Process..