DocumentCode :
1902781
Title :
BLINDSFTF stable fast transversal filters algorithm applied to blind equalization
Author :
Lambert, Russell H.
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Volume :
2
fYear :
1994
fDate :
31 Oct-2 Nov 1994
Firstpage :
1438
Abstract :
SFTF (stable fast transversal filters), an exact least squares adaptation algorithm with complexity of order 8 times the number of filter coefficients, has been applied to the solution of blind equalization cost functions with dramatic improvements in convergence speed compared to stochastic gradient (lms style) adaptation. This method requires only four times more computation than stochastic gradient methods and has the advantage of being eigenvalue spread independent. The SFTF exact least squares adaptation removes the eigenvalue spread of the channel problem and leaves us now with the speed of convergence depending only on the type of signal used and the initial ISI caused by the channel. Gray´s optimum cost function for the generalized Gaussian pdf is discussed and used in the simulations. In summary, an optimal blind cost function is combined with an optimal filter adaptation method. The topic of entropy is discussed and it´s relation to kurtosis and speed of convergence properties
Keywords :
adaptive equalisers; adaptive filters; computational complexity; eigenvalues and eigenfunctions; entropy; intersymbol interference; least squares approximations; BLINDSFTF stable fast transversal filters algorithm; Gray´s optimum cost function; ISI; blind equalization; channel problem; convergence speed; cost functions; eigenvalue spread independent; entropy; exact least squares adaptation algorithm; filter coefficients; kurtosis; optimal filter adaptation method; stochastic gradient methods; Blind equalizers; Convergence; Cost function; Eigenvalues and eigenfunctions; Entropy; Gradient methods; Intersymbol interference; Least squares methods; Stochastic processes; Transversal filters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers, 1994. 1994 Conference Record of the Twenty-Eighth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
0-8186-6405-3
Type :
conf
DOI :
10.1109/ACSSC.1994.471695
Filename :
471695
Link To Document :
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