DocumentCode :
918300
Title :
Fast converging stochastic gradient algorithm
Author :
Farhang-Boroujeny, Behrouz ; Turner, L.F.
Author_Institution :
Imperial College of Science & Technology, Department of Electrical Engineering, London, UK
Volume :
128
Issue :
5
fYear :
1981
fDate :
10/1/1981 12:00:00 AM
Firstpage :
271
Lastpage :
274
Abstract :
A new scheme for the adjustment of adaptive equaliser tap gains is developed. In the scheme the short-term averages of the stochastic gradients are used to reduce the self-noise arising from the application of noisy gradient estimates. The new algorithm permits the application of larger step sizes, and therefore results in faster convergence. Some theoretical results are presented and compared with results obtained by computer simulation.
Keywords :
mathematical analysis; signal processing; adaptive equaliser tap gains; algorithm; noisy gradient estimates; stochastic gradients;
fLanguage :
English
Journal_Title :
Communications, Radar and Signal Processing, IEE Proceedings F
Publisher :
iet
ISSN :
0143-7070
Type :
jour
DOI :
10.1049/ip-f-1.1981.0045
Filename :
4645033
Link To Document :
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