• DocumentCode
    797980
  • Title

    Best least-squares representation of signals by exponentials

  • Author

    Mcdonough, R.N. ; Huggins, W.H.

  • Author_Institution
    Bell Telephone Laboratories, Inc., Whippany, NJ, USA
  • Volume
    13
  • Issue
    4
  • fYear
    1968
  • fDate
    8/1/1968 12:00:00 AM
  • Firstpage
    408
  • Lastpage
    412
  • Abstract
    In this paper the approximation of a given real time function over (0, \\infty ) by a linear combination of a given number n of exponentials is considered, such that the integrated squared error is minimized over both the n coefficients of the linear combination and the n exponents used. The usual necessary condition for stationarity of the integrated squared error leads to a set of 2n simultaneous equations, nonlinear in the exponents. This condition is interpreted in the geometric language of abstract vector spaces, and an equivalent condition involving only the exponents, with the coefficients suppressed, is developed. It is next indicated how this latter condition can be applied to signals which are not known analytically, but only, for example, as voltages recorded on magnetic tape, or as a table of sampled values. The condition still in effect requires solution of nonlinear algebraic equations, and a linear iterative method is proposed for this purpose. Finally, the procedure is illustrated with a simple example.
  • Keywords
    Least-squares approximation; Electrostatic precipitators; Iterative methods; Laboratories; Laplace equations; Magnetic analysis; Nonlinear equations; Signal analysis; Speech analysis; Vectors; Voltage;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.1968.1098950
  • Filename
    1098950