• DocumentCode
    1653464
  • Title

    Application of a new OLS learning algorithm for video ghost cancellation

  • Author

    Markhauser, C. Pantsios ; Yong, A.

  • Author_Institution
    Dept. de Electronica, Simon Bolivar Univ., Caracas, Venezuela
  • fYear
    1995
  • Firstpage
    363
  • Lastpage
    368
  • Abstract
    Very successful multiple video ghost cancellation simulations have been obtained with the application of a designed learning algorithm, based on the orthogonal least square method, to a channel identification process based on a FIR system model. The algorithm can be visualized by assuming the existence of a data matrix, at the input of the equalizer, which is created with a time shifting process, in order to generate “M” column vectors. The designed algorithm processes these vectors and, with the aid of an orthogonalization method, calculates a set of the most representative one, with respect to a desired output signal. The ghost parameters were obtained with the aid of a forward regressor method. The process has shown to be very effective for the accurate calculation of the ghost parameters, even in the presence of considerable noise levels, and is also used to train RBF approximation networks for the systematic selection of its centroids. In all the tests performed in this work, the proposed technique has given much better results than using conventional algorithms
  • Keywords
    FIR filters; feedforward neural nets; learning (artificial intelligence); least squares approximations; television interference; video signal processing; FIR system model; OLS learning algorithm; RBF approximation networks; channel identification process; column vectors; data matrix; forward regressor method; noise levels; orthogonal least square method; orthogonalization method; time shifting process; video ghost cancellation; Algorithm design and analysis; Data visualization; Equalizers; Finite impulse response filter; Least squares approximation; Least squares methods; Noise level; Process design; Signal design; Signal processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Devices, Circuits and Systems, 1995., Proceedings of the 1995 First IEEE International Caracas Conference on
  • Conference_Location
    Caracas
  • Print_ISBN
    0-7803-2672-5
  • Type

    conf

  • DOI
    10.1109/ICCDCS.1995.499178
  • Filename
    499178