• DocumentCode
    2443513
  • Title

    A weather radar image prediction method in local parallel computation

  • Author

    Shinozawa, Kazuhiko ; Fujii, Masaharu ; Sonehara, Noboru

  • Author_Institution
    NTT Human Interface Labs., Kanagawa, Japan
  • Volume
    7
  • fYear
    1994
  • fDate
    27 Jun-2 Jul 1994
  • Firstpage
    4210
  • Abstract
    Proposes a new method for the short term weather radar image prediction which depends on local information of images. A conventional method, called a kinetic method, estimates a moving vector of two radar echo images and predicts future radar echo images. This method cannot predict local changes of radar echoes in the image because they calculate the average radar echo velocity of the whole image. The proposed method treats local changes of radar echoes as local mapping between the images and predicts future radar echo images using a neural network as a nonlinear mapping. The performance of the proposed method is 12% better than a conventional method in the best case of critical success index (CSI) evaluation. The authors propose a linear approximation including terms of diffusion, translation and a sink and source to decrease the calculating costs. This approximation method provides almost the same prediction performance as the nonlinear method, and the calculating time is about 25% less than a nonlinear one
  • Keywords
    atmospheric techniques; geophysical signal processing; geophysics computing; meteorological radar; motion estimation; neural nets; radar applications; radar imaging; weather forecasting; atmosphere measurement technique; average radar echo velocity; critical success index evaluation; diffusion; linear approximation; local parallel computation; meteorological radar echo images; moving vector estimation; neural network; nonlinear mapping; radar imaging; remote sensing; short-term weather radar image prediction; sink; source; translation; Concurrent computing; Costs; Equations; Kinetic theory; Meteorological radar; Prediction methods; Radar imaging; Shape; Snow; Spaceborne radar;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • Print_ISBN
    0-7803-1901-X
  • Type

    conf

  • DOI
    10.1109/ICNN.1994.374941
  • Filename
    374941