DocumentCode
834099
Title
Analysis of stochastic approximation schemes with discontinuous and dependent forcing terms with applications to data communication algorithms
Author
Benveniste, Albert ; Goursat, Maurice ; Ruget, Gabriel
Author_Institution
IRISA, Rennes Cedex, France
Volume
25
Issue
6
fYear
1980
fDate
12/1/1980 12:00:00 AM
Firstpage
1042
Lastpage
1058
Abstract
A general convergence result is given for stochastic approximation schemes with (or without) equality constraints. The following features are taken into account. The forcing term is a strongly dependent sequence and may be discontinuous. Many examples are given to illustrate the applicability of the convergence theorem, both classical (recursive least squares scheme) and nonclassical ones (arising in the theory of self-adaptive eqnalizers).
Keywords
Adaptive equalizers; Least-squares estimation; Recursive estimation; Stochastic approximation; Adaptive control; Algorithm design and analysis; Approximation algorithms; Communication system control; Convergence; Data communication; Differential equations; Programmable control; Stochastic processes; Vibrations;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.1980.1102497
Filename
1102497
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