DocumentCode
417434
Title
Adaptive step-size sign least mean squares
Author
Aldajani, Mansour A.
Author_Institution
Dept. of Syst. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
Volume
2
fYear
2004
fDate
17-21 May 2004
Abstract
In this paper, we propose a novel structure for adaptive sign least mean squares (ASLMS). A powerful adaptation scheme is used to adapt the step-size of the sign function inside the recursion of the sign algorithm. It is shown how the algorithm can be implemented with no real multiplication. Simulation results show that the performance of the proposed algorithm can be made arbitrarily close to that of the original least means squares algorithm.
Keywords
adaptive filters; adaptive signal processing; least mean squares methods; recursive filters; ASLMS; adaptive sign least mean squares; adaptive step-size; performance; sign algorithm recursion; sign function; Additive noise; Delta modulation; Estimation error; Filtering algorithms; Filters; Least squares approximation; Minerals; Petroleum; Power engineering and energy; Systems engineering and theory;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN
1520-6149
Print_ISBN
0-7803-8484-9
Type
conf
DOI
10.1109/ICASSP.2004.1326346
Filename
1326346
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