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A Homotopy Approach to Rational Covariance Extension With Degree Constraint

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Języki publikacji
EN
Abstrakty
EN
The solutions to the Rational Covariance Extension Problem (RCEP) are parameterized by the spectral zeros. The rational filter with a specified numerator solving the RCEP can be determined from a known convex optimization problem. However, this optimization problem may become ill-conditioned for some parameter values. A modification of the optimization problem to avoid the ill-conditioning is proposed and the modified problem is solved efficiently by a continuation method.
Rocznik
Strony
1173--1201
Opis fizyczny
Bibliogr. 23 poz., rys., wykr.
Twórcy
autor
  • Division of Optimization and Systems Theory, Royal Institute of Technology, Lindstedtsv. 25 SE 100 44 Stockholm, Sweden, pere@math.kth.se
Bibliografia
  • [1] Allgower E.L. and Georg K. (1990): Numerical Continuation Methods. - Berlin, New York: Springer.
  • [2] Allgower E.L. and Georg K. (1993): Continuation and path following. - Acta Numerica, Vol. 2, pp. 1-64.
  • [3] Arnold V.I. (1983): Geometrical Methods in the Theory of Ordinary Differential Equations. - New York, Berlin: Springer.
  • [4] Bauer F.L. (1955): Ein direktes iterationverfahren zur Hurwitz-zerlegung eines polynoms. - Arch. Elek. Ubertragung, Vol. 9, pp. 285-290.
  • [5] Byrnes C.I., Enqvist P. and Lindquist A. (2001): Cepstral coefficients, covariance lags and pole-zero models for finite data strings. - IEEE Trans. Sign. Process, Vol. 49, No. 4.
  • [6] Byrnes C.I., Gusev S.V. and Lindquist A. (1999): A convex optimization approach to the rational covariance extension problem. - SIAM J. Contr. Optim., Vol. 37, No. 1, pp. 211-229.
  • [7] Byrnes C.I., Lindquist A., Gusev S.V. and Matveev A.S. (1995): A complete parametrization of all positive rational extensions of a covariance sequence. - IEEE Trans. Automat. Contr., Vol. 40, No. 11, pp. 1841-1857.
  • [8] Caines P.E. (1987): Linear Stochastic Systems. - New York: Wiley.
  • [9] Chui C.K. and Chen G. (1992): Signal Processing and Systems Theory. - Berlin: Springer.
  • [10] Davidenko D. (1953): On a new method of numerically integrating a system of nonlinear equations. - Dokl. Akad. Nauk SSSR, Vol. 88, pp. 601-604 (in Russian).
  • [11] Den Heijer C. and Rheinboldt W.C. (1981): On steplength algorithms for a class of continuation methods. - SIAM J. Numer. Anal., Vol. 18, No. 5, pp. 925-948.
  • [12] Georgiou T.T. (1983): Partial Realization of Covariance Sequences. - Ph.D. Thesis, University of Florida.
  • [13] Georgiou T.T. (1987): Realization of power spectra from partial covariance sequences. - IEEE Trans. Acoust. Speech Sign. Process., Vol. ASSP-35, No. 4, pp. 438-449.
  • [14] Goodman T., Michelli C., Rodriguez G. and Seatzu S. (1997): Spectral factorization of Laurent polynomials. - Adv. Comp. Math., Vol. 7, No. 4, pp. 429-454.
  • [15] Kalman R.E. (1981): Realization of covariance sequences. - Toeplitz Memorial Conference, Tel Aviv, Israel, pp. 331-342.
  • [16] Luenberger D.G. (1984): Linear and Nonlinear Programming. - Reading, Mass.: Addison Wesley.
  • [17] Markel J.D. and Gray Jr. A.H. (1976): Linear Prediction of Speech. - New York: Springer.
  • [18] Nash S.G. and Sofer A. (1996): Linear and Nonlinear Programming. - New York: McGraw-Hill.
  • [19] Ortega J.M. and Rheinboldt W.C. (1970): Iterative Solution of Nonlinear Equations in Several Variables. - New York: Academic Press.
  • [20] Porat B. (1994): Digital Processing of Random Signals, Theory & Methods. - Englewood Cliffs. NJ.: Prentice Hall.
  • [21] Rudin W. (1976): Principles of Mathematical Analysis. - New York: McGraw Hill.
  • [22] Wilson G. (1969): Factorization of the covariance generating function of a pure moving average process. - SIAM J. Numer. Anal., Vol. 6, pp. 1-7.
  • [23] Wu S-P., Boyd S. and Vandenberghe L. (1997): FIR filter design via spectral factorization and convex optimization, In: Applied Computational Control, Signal and Communications (Biswa Datta, Ed.) - Boston: Birkhäuser, pp. 215-245.
Uwagi
This research was supported by grants from the Swedish Research Council for Engineering Sciences (TFR).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BPZ1-0012-0055
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