DocumentCode :
960200
Title :
A tight upper bound of the average absolute error in a constant step-size sign algorithm
Author :
Eweda, Eweda
Author_Institution :
Mil. Tech. Coll., Cairo, Egypt
Volume :
37
Issue :
11
fYear :
1989
fDate :
11/1/1989 12:00:00 AM
Firstpage :
1774
Lastpage :
1776
Abstract :
A direct performance index of the adaptive filtering sign algorithm (SA) is the average absolute error (AAE) at the output of the filter. Adopting this performance index, an easy analysis of SA is achieved under a weak assumption. It is proved, for both deterministic and random inputs to the filter, that the AAE has a tight upper bound that exceeds the minimum AAE by half the product of the step size and power of the filter input. The assumption used is existence of average squared and average absolute values of filter input signals. A practical interest of the result is that it provides a formula for the biggest step size as a function of tolerable adaptation-noise-to-desired-signal ratio
Keywords :
adaptive filters; error analysis; filtering and prediction theory; adaptive filtering sign algorithm; average absolute error; constant step-size sign algorithm; direct performance index; tight upper bound; Adaptive filters; Algorithm design and analysis; Estimation error; Filtering algorithms; Performance analysis; Power filters; Random processes; Signal to noise ratio; Stochastic processes; Upper bound;
fLanguage :
English
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
0096-3518
Type :
jour
DOI :
10.1109/29.46562
Filename :
46562
Link To Document :
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