Title :
Optimal gain derivation for the LMS algorithm using a visual fidelity criterion
Author :
Alexander, S.T. ; Rajala, S.A.
Author_Institution :
North Carolina State University, Raleigh, NC
fDate :
4/1/1984 12:00:00 AM
Abstract :
This paper analytically derives the optimal feedback gain parameter, ∞0, for the least mean squares (LMS) algorithm used in a video compression application and subject to a visual fidelity criteria. Experimental results are presented which show these analytically derived values of ∞0to be in excellent agreement with experimentally derived ∞0over a wide range of filter and data parameters.
Keywords :
Adaptive filters; Algebra; Artificial intelligence; Circuits; Digital filters; Image converters; Least squares approximation; Limit-cycles; Linear matrix inequalities; State-space methods;
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on
DOI :
10.1109/TASSP.1984.1164322