此页面上的内容需要较新版本的 Adobe Flash Player。

获取 Adobe Flash Player

Novel LMS adaptive filtering algorithm with variable step size

LI Ji-ming(李继明), MA Ji(马骥), WANG Yang(王洋), CHENG Xue-zhen(程学珍)

 

(College of Information and Electrical Engineering, Shandong University of Science and Technology, Qingdao 266590, China)

 

Abstract:By analyzing algorithms available for variable step size least mean square(LMS) adaptive filter, a new modified LMS adaptive filtering algorithm with variable step size is proposed, along with performance analysis based on different parameters. Compared with the existing algorithms through the simulation, the proposed algorithm has faster convergence speed and smaller steady state error.

 

Key words:adaptive filter; variable step size; least mean square(LMS)

 

CLD number: TN713 Document code: A

 

Article ID: 1674-8042(2012)03-0239-04 doi: 10.3969/j.issn.1674-8042.2012.03.008

 

References

 

[1] Manolakis D G. Statistical and Adaptive Signal Processing. NY: McGraw-Hill, 2003.
[2] Slock M T D. On the convergence behavior of the LMS and the normalized LMS algorithms. IEEE Trans.Signal Processing, 1993(41): 353.
[3] WANG Zhi-wu, DING Guo-qing, YAN Guo-zheng, et al. Adaptive lifting wavelet transform and image denoise. Journal of Infrared and Millimeter Waves, 2002, 21(6): 447-450.
[4] QIN Jing-fan, OUYANG Jing-zheng. A novel variable step size LMS adaptive filtering algorithm based on sigmoid function. Journal of Data Acquisition and Processing, 1997, 12(3): 171-1941.
[5] LUO Xiao-dong, JIA Zheng-hong, WANG Qiang. A new variable step size LMS adaptive filtering algorithm. Acta Electronica Sinica, 2006, 34(6): 1123-1126.
[6] GAO Ying, XIE Sheng-li. A variable step size LMS adaptive filtering algorithm and its analysis. Acta Electronica Sinica, 2001, 29: 1094-1097.
[7] LI Cun-wu. Discussion on variable step LMS algorithms. Ship Electronic Engineering, 2008(5).
[8] Lü Zhen-Su, XIONG Jing-song. A novel improved variable step-size LMS algorithm. Signal Processing, 2008, 2.
[9] YU Xia, LIU Jian-chang, LI Hong-ru. A convex combination of variable step-size adaptive filter and its mean-square performance analysis. Acta Electronica Sinica, 2010, 2: 480-484.

 


[full text view]