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Realizations of stationary stochastic processes: applications of passive system theory (Q2850435)

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scientific article; zbMATH DE number 6212581
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English
Realizations of stationary stochastic processes: applications of passive system theory
scientific article; zbMATH DE number 6212581

    Statements

    26 September 2013
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    stationary discrete-time stochastic process
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    passive impedance system with losses
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    Kalman filter
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    Realizations of stationary stochastic processes: applications of passive system theory (English)
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    The authors investigate realizations of a \(p\)-dimensional regular weak stationary discrete-time stochastic process \(y(t)\) as the output data of a passive linear bi-stable discrete-time dynamical system. The state \(x(t)\) is assumed to tend to zero, as \(t\to -\infty\), and the input data is the \(m\)-dimensional white noise. The results are based on the development by the authors of the Darlington method for passive impedance system with losses; see [J. Math. Sci., New York 156, No. 5, 742--760 (2009); translation from Zap. Nauchn. Semin. POMI 355, 37--71 (2008; Zbl 1196.47011)]. It is shown that the realization for a discrete-time process is possible if the spectral density of the process is a nontangential boundary value of a matrix-valued meromorphic function of rank \(m\) with bounded Nevanlinna characteristic in the open unit disk. A classification of such realizations is given; those which can be obtained by Kalman filters are identified. This is a further development of the Lindquist-Picci realization theory [\textit{A. Lindquist} and \textit{G. Picci}, SIAM J. Control Optimization 23, 809--857 (1985; Zbl 0593.93048)].
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