A variable step size adaptive multipath interference cancellation algorithm based on partial-update of the weight coefficients

JIANG Bing-lei,FENG Xi-an

Journal of Vibration and Shock ›› 2016, Vol. 35 ›› Issue (13) : 85-89.

PDF(1711 KB)
PDF(1711 KB)
Journal of Vibration and Shock ›› 2016, Vol. 35 ›› Issue (13) : 85-89.

A variable step size adaptive multipath interference cancellation algorithm based on partial-update of the weight coefficients

  • JIANG Bing-lei , FENG Xi-an
Author information +
History +

Abstract

In the shallow water environment, multipath interference will affect the performance of underwater target detection and increase the false alarm probability. Thus, algorithm about multipath interference cancellation is a key to the target detection in shallow water environment. Adaptive LMS algorithm can suppress multipath interference effectively. But when the disturbance lasts too long or its space distribution ranges too wide, the adaptive LMS algorithm needs filter with higher order and huge amount of calculation, bringing difficulties to practical applications. Through analyzing the formation mechanism and distribution characteristics of multipath interference in shallow water, and establishing its theoretical model. Then, we propose a variable step size adaptive multipath interference cancellation algorithm based on partial-update of the weight coefficients. This algorithm resolves the contradiction between calculation amount and convergence speed by periodically updating weight coefficients and using variable step method based on improved Sigmoid function. Theoretical analysis and simulation results show that the proposed algorithm performs well on multipath interference cancellation. It can effectively reduce the calculation amount while keeping a fast convergence speed.

Key words

multipath interference / adaptive interference suppress / partial-update / variable step size

Cite this article

Download Citations
JIANG Bing-lei,FENG Xi-an . A variable step size adaptive multipath interference cancellation algorithm based on partial-update of the weight coefficients[J]. Journal of Vibration and Shock, 2016, 35(13): 85-89

References

[1] Singer A C,Nelson J K, Kozat S S. Signal processing for  underwater acoustic Communications[J]. Communications  Magazine IEEE, 2009, 47(1):90 - 96.
[2] Kailath T. Lectures on Wiener and Kalman Filtering[J].   International Centre for Mechanical Sciences, 1981.
[3] DG Manolakis,VK Ingle,SM Kogon. Statistical and  Adaptive Signal Processing[M]. McGraw Hill, 2000.
[4] Douglas S C. Adaptive filters employing partial  updates[J]. Circuits & Systems II Analog & Digital Signal  Processing IEEE Transactions on, 1997,44(3):209-  216.
[5] Naylor P A, Sherliker W. A short-sort M-Max NLMS  partial-update adaptive filter with  applications to echo  cancellation[J]. IEEE  International Conference on Acoustics,  Speech, and Signal Processing, 2003, 5:V - 373-6.
[6] Godavarti M, Hero A O. Stochastic Partial Update LMS  Algorithm for Adaptive Arrays[J]. IEEE Sensor Array &  Multichannel Signal  Processing Workshop,2000:322 - 326.
[7] Dogancay K.Partial-update adaptive signal processing:Desi-
gn,analysis and implementation[M]. Academic Press, 2008.
[8] Kwong R H,Johnston E W. A variable step size LMS  algorithm[J]. Signal Processing IEEE  Transactions on,  1992, 40(7):1633 - 1642.
[9] 覃景繁,欧阳景正. 一种新的变步长LMS自适应滤波算法 [J]. 数据采集与处理,1997, (3).
QIN Jing-fan,OUYANG Jingzheng. A New Variable Step  Size LMS Adaptive Filtering Algorithm[J]. Data Acquisition  and Processing, 1997, (3).
[10] 高 鹰,谢胜利. 一种变步长LMS自适应滤波算法及分析 [J]. 电子学报,2001,29(8):1094-1097.
GAO Ying, XIE Shengli. A Variable Step Size LMS Adaptive  Filtering Algorithm and Analysis[J]. Chinese Journal of  Electronics, 2001, 29(8):1094-1097.
[11] 张小飞, 汪 飞, 陈伟华. 阵列信号处理的理论与应用(第 二版)[M]. 北京: 国防工业出版社,2013.
ZHANG Xiaofei,WANG Fei,CHEN Weihua.The Theory and  Application of Array Signal Processing(The second  edition)[M]. BEIJING:National Defence Industry Press, 2013.
PDF(1711 KB)

Accesses

Citation

Detail

Sections
Recommended

/