• DocumentCode
    2591155
  • Title

    Estimating scalable common-denominator Laplace-domain MIMO models in an errors-in-variables framework

  • Author

    Vandersteen, Gerd ; De Locht, Ludwig ; Jenei, Snezana ; Rolain, Yves ; Pintelon, Rik

  • Author_Institution
    IMEC vzw, Leuven, Belgium
  • fYear
    2005
  • fDate
    7-11 March 2005
  • Firstpage
    1076
  • Abstract
    Design of electrical systems demands simulations using models evaluated in different design parameter choices. To enable the simulation of linear systems, one often requires their modeling as ordinary differential equations given tabular data obtained from device simulations or measurements. Existing techniques need to do this for every choice of design parameters since the model representations do not scale smoothly with the external parameter. The paper describes a frequency-domain identification algorithm to extract the poles and zeros of linear MIMO systems. Furthermore, it expresses the poles and zeros as trajectories that are functions of the design parameter(s). The paper describes the used framework, solves the starting-value problem, presents a solution for high-order systems and provides a model-order selection strategy. The properties of the algorithm are illustrated on microwave measurements of inductors, a variable gain amplifier and a high-order SAW-filter. As shown by these examples, the proposed identification algorithm is very well suited to derive scalable, physically relevant models out of tabular frequency response data.
  • Keywords
    MIMO systems; amplifiers; circuit simulation; differential equations; linear network synthesis; parameter estimation; poles and zeros; surface acoustic wave filters; time-frequency analysis; differential equations; electrical system design; electronic systems; errors-in-variables framework; frequency-domain identification algorithm; high-order SAW-filter; inductors; linear MIMO systems; linear systems; microwave measurements; model estimation; model-order selection strategy; poles and zeros; scalable common-denominator Laplace-domain MIMO models; starting-value problem; tabular data; variable gain amplifier; Data mining; Differential equations; Frequency response; Gain measurement; Inductors; Linear systems; MIMO; Microwave amplifiers; Microwave measurements; Poles and zeros;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design, Automation and Test in Europe, 2005. Proceedings
  • ISSN
    1530-1591
  • Print_ISBN
    0-7695-2288-2
  • Type

    conf

  • DOI
    10.1109/DATE.2005.140
  • Filename
    1395735