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Block momentum-LMS algorithm based on the method of parallel tangents

Tanrikulu, O, Chambers, JA and Constantinides, AG (1997) Block momentum-LMS algorithm based on the method of parallel tangents IEE Proceedings: Vision, Image and Signal Processing, 144 (2). pp. 49-56.

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Abstract

Based on the method of parallel > tangents, the block-LMS algorithm is modified, and the block momentum-LMS algorithm is proposed. The new algorithm has lower computational complexity than the LMS algorithm. It converges significantly faster than the block-LMS algorithm when the input signal is coloured. The time-constant, mean and meansquare convergence conditions and the misadjustment of the proposed algorithm are derived. As a special case, an accurate meansquare convergence condition is obtained for the block-LMS algorithm. Extension to the frequency domain is also discussed. Comprehensive experimental results on system identification and .channel equalisation are presented that validate the theoretical findings. © lEE, 1997.

Item Type: Article
Authors :
NameEmailORCID
Tanrikulu, OUNSPECIFIEDUNSPECIFIED
Chambers, JAj.a.chambers@surrey.ac.ukUNSPECIFIED
Constantinides, AGUNSPECIFIEDUNSPECIFIED
Date : 1 December 1997
Depositing User : Symplectic Elements
Date Deposited : 17 May 2017 13:27
Last Modified : 17 May 2017 13:27
URI: http://epubs.surrey.ac.uk/id/eprint/839290

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