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
Link To Document :
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