A Variable Step Size LMS Adaptive Filtering Algorithm and Simulations Based on Computational Verb Theory

Article Preview

Abstract:

Based on traditional LMS algorithm, variable step LMS algorithm and the analysis for improved algorithm, a new variable step adaptive algorithm based on computational verb theory is put forward. A kind of sectorial linear functional relationship is established between step parameters and the error. The simulation results show that the algorithm has the advantage of slow change which is closely to zero. And overcome the defects of some variable step size LMS algorithm in adaptive steady state value is too large.

You might also be interested in these eBooks

Info:

Periodical:

Advanced Materials Research (Volumes 756-759)

Pages:

3972-3976

Citation:

Online since:

September 2013

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2013 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] QN Jing-fan OUYANG Jing-zheng. A Novel Variable Step Size LMS Adaptive Filtering Algorithm Based on Sigmoid Function[J]. Journal of Data Acquisition & processing. 1997, 12(3: 171-174.

Google Scholar

[2] GAO Ying, XIE Sheng-li. A Variable Step Size LMS Adaptive Filtering Algorithmandits Analysis[J]. Acta Electronic Sinica. 2001, 29(8): 1094-1097.

Google Scholar

[3] Xu Kai JI Hong YUE Guang-xin. A Modified LMS Algorithm for Variable Step Size Adaptive Filters[J]. Journal of Circuits and Systems, 2004, 9(4): 115-117.

Google Scholar

[4] LI Fang-wei, ZHANG Hao. A New Variable Step Size LMS Adaptive Filtering Algorithm and Simulations[J]. Journal of Chongqing University of Posts and Telecommunications. 2009, 21(5): 591-594.

Google Scholar