• DocumentCode
    1150598
  • Title

    A Modified Discrete Karhunen-Loeve Random Field Estimator

  • Author

    Gupta, S.N.

  • Author_Institution
    Hughes Aircraft Company
  • Issue
    3
  • fYear
    1987
  • fDate
    5/1/1987 12:00:00 AM
  • Firstpage
    339
  • Lastpage
    348
  • Abstract
    Based upon the modified Karhunen-Loeve model of the gravity disturbance vector proposed by us recently, a corresponding Karhunen-Loeve random field estimator is developed in this paper for a two-dimensional grid of gravity data in a local finite region.The new eigenvectors obey the "required" orthogonality relations on the chosen grid provided the KL expansion is now separated into odd and even integers. The closed-form solution of the estimator isthen obtained under the "diagonal" assumption for the gain coefficients. It is shown that this assumption, without which nosolution is possible, enables the estimator to reproduce the data atgrid points when the noise in the data is absent and the number of terms in the Karhunen-Loeve expansion are equal to the number of grid points.
  • Keywords
    Aircraft; Algebra; Anisotropic magnetoresistance; Closed-form solution; Covariance matrix; Error analysis; Gravity; Inertial navigation; Signal processing; Tellurium;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/TAES.1987.310831
  • Filename
    4104347