Proceedings of the 2013 International Conference on Advanced Computer Science and Electronics Information (ICACSEI 2013)

Error Signal Difference Based Variable Step Size LMS Algorithm

Authors
Min Zhang, Bao qi Huang, Li qian Wang
Corresponding Author
Min Zhang
Available Online August 2013.
DOI
https://doi.org/10.2991/icacsei.2013.36How to use a DOI?
Keywords
LMS algorithm, variable step size, adaptive filter, MSE
Abstract
A variable step size Least Mean Square (LMS) algorithm based on the difference of the error signal (ESD-VSS) is proposed. The convergence and steady state behavior of the ESD-VSS is analyzed and the key parameters are given. Simulations are conducted and the results show that, compared with the Modified Variable Step Size (MVSS) algorithm, modified LMS algorithm and the standard LMS algorithm, the ESD-VSS provides faster convergence speed and smaller steady state misadjustment.
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Proceedings
2013 International Conference on Advanced Computer Science and Electronics Information (ICACSEI 2013)
Part of series
Advances in Intelligent Systems Research
Publication Date
August 2013
ISBN
978-90-78677-74-1
ISSN
1951-6851
DOI
https://doi.org/10.2991/icacsei.2013.36How to use a DOI?
Open Access
This is an open access article distributed under the CC BY-NC license.

Cite this article

TY  - CONF
AU  - Min Zhang
AU  - Bao qi Huang
AU  - Li qian Wang
PY  - 2013/08
DA  - 2013/08
TI  - Error Signal Difference Based Variable Step Size LMS Algorithm
BT  - 2013 International Conference on Advanced Computer Science and Electronics Information (ICACSEI 2013)
PB  - Atlantis Press
SN  - 1951-6851
UR  - https://doi.org/10.2991/icacsei.2013.36
DO  - https://doi.org/10.2991/icacsei.2013.36
ID  - Zhang2013/08
ER  -