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Recursive Modeling of Discrete-Time Time Series

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Linear Algebra for Control Theory

Part of the book series: The IMA Volumes in Mathematics and its Applications ((IMA,volume 62))

Abstract

The approach to modeling inspired by the behavioral framework consists in treating all measurements on an equal footing, not distinguishing between inputs and outputs. Consequently, the initial search is for autonomous models. In the linear, time invariant case, the main result guarantees the existence of a minimal complexity autonomous generating model Θ*. This means that all other models can be explicitely constructed from Θ*. Among them in most cases, the so-called input-output controllable models are of interest. The main purpose of this paper is to show how these models can be constructed in a an easy-to-implement, recursive way.

Partially supported by NSF through Grant ECS-9017618 and by the State of Texas through the Advanced Technology Program Grant 003604–041.

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References

  1. A.C. Antoulas, On recursiveness and related topics in linear systems, IEEE Transactions on Automatic Control, AC-31: 1121–1135 (1986).

    Article  MathSciNet  Google Scholar 

  2. A.C. Antoulas, J.A. Ball, J. Kang, and J.C. Willems, On the the solution of the minimal rational interpolation problem, Lin ear Algebra and its Applications, 137/138: 511–573 (1990).

    Article  MathSciNet  Google Scholar 

  3. A.C. Antoulas and J.C. Willems, A behavioral approach to linear exact modeling, IEEE Transactions on Automatic Control, AC-38 (1993).

    Google Scholar 

  4. P.A. Fuhrmann, Algebraic methods in system theory, in Mathematical System Theory (A.C. Antoulas Editor), pp. 233–265, Springer Verlag (1991).

    Google Scholar 

  5. I. Gohberg, M.A. Kaashoek, and L. Lerer, A directional partial realization problem, Systems and Control Letters, 17: 305–314 (1991).

    Article  MathSciNet  MATH  Google Scholar 

  6. T. Kailath, Linear Systems, Prentice-Hall, (1980).

    MATH  Google Scholar 

  7. J.C. Willems, Paradigms and puzzles in the theory of dynamical systems, IEEE Transactions on Automatic Control, AC-36: 259–294 (1991).

    Article  MathSciNet  Google Scholar 

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© 1994 Springer-Verlag New York, Inc.

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Antoulas, A.C. (1994). Recursive Modeling of Discrete-Time Time Series. In: Van Dooren, P., Wyman, B. (eds) Linear Algebra for Control Theory. The IMA Volumes in Mathematics and its Applications, vol 62. Springer, New York, NY. https://doi.org/10.1007/978-1-4613-8419-9_1

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  • DOI: https://doi.org/10.1007/978-1-4613-8419-9_1

  • Publisher Name: Springer, New York, NY

  • Print ISBN: 978-1-4613-8421-2

  • Online ISBN: 978-1-4613-8419-9

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