A VARIABLE STEP SIZE LMS ADAPTIVE FILTERING ALGORITHM BASED ON THE NUMBER OF COMPUTING MECHANISMS

被引：5
|
作者：
Liu, Fu-Cai [1 ]
Zhang, Yan-Xin [1 ]
Wang, Ya-Jing [1 ]
机构：
[1] Yanshan Univ, Key Lab Ind Comp Control Engn Hebei Prov, Qin Huang Dao 066004, Peoples R China
来源：
PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6 | 2009年
关键词：
Adaptive filtering; Many computing mechanism; Variable step size; LMS;
D O I：
10.1109/ICMLC.2009.5212187
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper proposes a novel variable step size LMS algorithm based on the number of computing mechanisms by analyzing the basic principles of the variable step LMS adaptive filtering algorithms. The algorithm establishes a different nonlinear relation-ship between step factor and error signal based on the different sampling time, which not only can control step size by using sampling time indirectly, but also change the parameters to meet the requirement of fast convergence. Compared with the other variable step algorithms, this algorithm is proved to have faster convergence speed and higher stability.
引用
收藏
页码：1904 / 1908
页数：5
相关论文
共 50 条
  • [1] Variable step size LMS adaptive filtering based on genetic algorithm
    Shi Jian
    Zhang Hua-dong
    Wu Guo-hui
    [J]. INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4, 2013, 263-266 : 2238 - +
  • [2] New LMS Adaptive Filtering Algorithm with Variable Step Size
    Zhang Yuan
    Xi Songtao
    [J]. 2017 INTERNATIONAL CONFERENCE ON VISION, IMAGE AND SIGNAL PROCESSING (ICVISP), 2017, : 1 - 4
  • [3] AN IMPROVERD VARIABLE STEP SIZE LMS ADAPTIVE FILTERING ALGORITHM
    Li PingPing
    Pei TengDa
    Pei BingNan
    Hu LiJun
    [J]. 2009 IEEE YOUTH CONFERENCE ON INFORMATION, COMPUTING AND TELECOMMUNICATION, PROCEEDINGS, 2009, : 495 - +
  • [4] A Novel Variable Step Size LMS Adaptive Filtering Algorithm
    Sun, Yi
    Xiao, Rui
    Tang, Liang-Rui
    Qi, Bing
    [J]. APPLIED INFORMATICS AND COMMUNICATION, PT III, 2011, 226 : 367 - 375
  • [5] Novel LMS adaptive filtering algorithm with variable step size
    李继明
    马骥
    王洋
    程学珍
    [J]. Journal of Measurement Science and Instrumentation, 2012, 3 (03) : 239 - 242
  • [6] A new variable step size LMS adaptive filtering algorithm
    Qu Yan-Bin
    Meng Fan-Gang
    Gao Lei
    [J]. 2007 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, PROCEEDINGS, VOLS 1-8, 2007, : 1601 - 1605
  • [7] A Novel Variable Step Size LMS Adaptive Filtering Algorithm
    Sun Yi
    Xiao Rui
    Tang Liang-rui
    Qi Bing
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL III, 2010, : 192 - 195
  • [8] A Variable Step-size LMS Adaptive Filtering Algorithm
    Li Xiao-bo
    Fan Yang-yu
    Peng Ke
    [J]. 2009 5TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-8, 2009, : 2283 - 2286
  • [9] Global Convergence of Variable Step Size LMS Adaptive Filtering Algorithm Based on Variable Region
    Bai, Jing
    Yin, Yixin
    Hao, Zhihong
    Xue, Jian
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3, 2009, : 549 - +
  • [10] A new variable step-size LMS adaptive filtering algorithm
    Zhang Wenguang
    Guo Zhenkai
    Zheng Jiandong
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2006, 13 : 874 - 877
12345