Skip to main content
Log in

Model reduction of multidimensional linear shift-invariant recursive systems using Padé techniques

  • Published:
Multidimensional Systems and Signal Processing Aims and scope Submit manuscript

Abstract

This paper describes a very flexible “general order” multivariate Padé approximation technique for the model reduction of a multidimensional linear shift-invariant recursive system, i.e., a system characterized by a multivariate rational transfer function. The technique presented allows full control of the regions of support in numerator and denominator of the reduced system and also admits a nonbranched continued fraction representation for an easy realization of the model. The method presented here overcomes some of the problems of related approaches to model reduction of multidimensional linear recursive systems. Different rational approximants can be introduced to compute the reduced model, but a drawback is that these approximants are not always readily available in continued fraction form for immediate implementation of the reduced system. Also multibranched continued fractions can be used to approximate the transfer function, but it was pointed out that the regions of support of numerator and denominator blow up rapidly as one considers successive convergents. Both these problems are overcome here.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. D. Dudgeon and R. Mersereau,Multidimensional Digital Signal Processing, Englewood Cliffs, NJ: Prentice-Hall, 1984.

    Google Scholar 

  2. A. Bultheel and M. Van Barel, “Padé Techniques for Model Reduction in Linear System Theory,”J. Comput. Appl. Math., vol. 14, 1986, pp. 401–438.

    Article  Google Scholar 

  3. E.I. Jury, and K. Premaratne, “Model Reduction of Two-Dimensional Discrete Systems,”IEEE Trans. Circ. Syst., vol. CAS-33, 1986, pp. 558–561.

    Article  Google Scholar 

  4. P.N. Paraskevopoulos, “Padé-Type Order Reduction of Two-Dimensional Systems,”IEEE Trans. Circ. Syst., vol. CAS-27, 1980, 413–416.

    Article  Google Scholar 

  5. G. Subba Rao, P. Karivaratharajan, and K.P. Rajappan, “A General Form of Continued Fraction Expansion for Two-Dimensional Recursive Digital Fitlers,”IEEE Trans. Signal Proc., 1977, pp. 198–200.

  6. G. Subba Rao, P. Karivaratharajan and K.P. Rajappan, “On Realization of Two-Dimensional Digital Filter Structures,”IEEE Trans. Circ. Syst., vol. CAS-23, 1976, p. 479.

    Google Scholar 

  7. A. Cichocki, “Generalized Continued Fraction Expansion of Multidimensional Rational Functions and Its Applications in Synthesis,”Proc. ECCTD, 1980, pp. 286–291.

  8. A. Cichocki, “Modelling ofn-dimensional Functions Using Multibranch Continued Fractions,”Proc. ECCTD, 1980, pp. 331–336.

  9. A. Cuyt, “A Review of Multivarite Padé Approximation Theory,”J. Comput. Appl. Math., vols. 12, 13, 1985, pp. 221–232.

    Article  Google Scholar 

  10. A. Cuyt, “Multivariate Padé Approximants Revisited,”BIT, vol. 26, 1986, pp. 71–79.

    Article  Google Scholar 

  11. A. Cuyt, “A Recursive Computation Scheme for Multivariate Rational Interpolants,”SIAM J. Numer. Anal., vol. 24, 1987, pp. 228–238.

    Article  Google Scholar 

  12. N. Bose and S. Basu, “Two-Dimensional Matrix Padé Approximants: Existence, Nonuniqueness and Recursive Computation,”IEEE Trans. Autom. Control, vol. AC-25, 1980, pp. 509–514.

    Article  Google Scholar 

  13. A. Cuyt, “A Multivariate qd-like Algorithm,”BIT, vol. 28, 1988, pp. 98–112.

    Article  Google Scholar 

  14. H. Allouche and A. Cuyt, “Singular Rules for a Multivariate Quotient-Difference Algorithm,” to appear.

  15. J. Abouir and A. Cuyt, “Multivariate Partial Newton-Padé and Newton-Padé-Type Approximants,” to appear.

  16. A. Cuyt, “A Multivariate Convergence Theorem of the “Montessus de Ballore Type,”J. Comput. Appl. Math., vol. 32, 1990, pp. 47–57.

    Article  Google Scholar 

  17. A. Cuyt, “Extension of ‘A Multivariate Convergence Theorem of the Montessus de Ballore Type’ to Multipoles,” to appear.

Download references

Author information

Authors and Affiliations

Authors

Additional information

Senior Research Associate NFWO.

This report was written while the first author visited the University of Kobe by means of a Masuda Research Fellowship.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Cuyt, A., Ogawa, S. & Verdonk, B. Model reduction of multidimensional linear shift-invariant recursive systems using Padé techniques. Multidim Syst Sign Process 3, 309–322 (1992). https://doi.org/10.1007/BF01940227

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF01940227

Key Words

Navigation