• DocumentCode
    3060826
  • Title

    An optimization theoretic framework for spectral estimation

  • Author

    Steinhardt, A. ; Roberts, R.A.

  • Author_Institution
    University of Colorado, Boulder, Colorado
  • Volume
    8
  • fYear
    1983
  • fDate
    30407
  • Firstpage
    1430
  • Lastpage
    1433
  • Abstract
    We present an optimization theoretic framework for spectral estimation. A theorem is given which provides a unification of several prevalent estimates and gives us the ability to systematically generate new classes of estimators. As one application a new optimal estimate was derived, tailored to smooth bandlimited spectra. A fast polynomial recursion exists for computing this estimate, and an extension makes it suitable for data consisting of sinusoids and noise. The high performance of this new estimate is indicative of the effectiveness of the proposed optimization techniques.
  • Keywords
    Cutoff frequency; Entropy; Estimation theory; Filters; Frequency estimation; Military computing; Polynomials; Recursive estimation; Singular value decomposition; White noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '83.
  • Type

    conf

  • DOI
    10.1109/ICASSP.1983.1171925
  • Filename
    1171925