• DocumentCode
    411199
  • Title

    Assessment of KLT and bit-allocation strategies in the application of JPEG 2000 to the battlescale forecast meteorological data

  • Author

    Kosheleva, Olga ; Aguirre, Alberto ; Cabrera, Sergio D. ; Vidal, Edward, Jr.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Texas Univ., El Paso, TX, USA
  • Volume
    6
  • fYear
    2003
  • fDate
    21-25 July 2003
  • Firstpage
    3589
  • Abstract
    This paper focuses on the parameters selection that optimizes JPEG 2000 compression for meteorological data. In particular, a procedure for bit rate allocation for different slices of data is proposed. The selection is based on the variances of individual slices and a mixed model approximation of MSE. The solution of the constrained minimization problem for MSE is obtained using Lagrange multipliers. This procedure allows the incorporation of other constraints in this problem such as noninteger bit rates, limited range of possible bit rates, etc. Experimental results are given for all six variables. The reduction of MSE also led to the reduction of maximum absolute error in most cases.
  • Keywords
    atmospheric techniques; geographic information systems; geophysics computing; minimisation; weather forecasting; JPEG 2000 compression; Lagrange multipliers; absolute error; battlescale forecast meteorological data; bit rate allocation; constrained minimization problem; mixed model approximation; noninteger bit rates; parameters selection; Application software; Bit rate; Data compression; Graphical user interfaces; Karhunen-Loeve transforms; Load forecasting; Meteorology; Packaging; Transform coding; Weather forecasting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium, 2003. IGARSS '03. Proceedings. 2003 IEEE International
  • Print_ISBN
    0-7803-7929-2
  • Type

    conf

  • DOI
    10.1109/IGARSS.2003.1294863
  • Filename
    1294863