期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

一种改进的VSLMS算法 被引量：3

An improved VSLMS algorithm
下载PDF
导出
摘要 根据几种变步长最小均方误差(VSLMS)算法的特性,把它们分为2类.把2类VSLMS算法的步长公式结合起来,提出一种改进的VSLMS算法.对改进前后的算法进行仿真实验,实验结果表明,改进算法同时获得了2类算法的优良性能,在收敛性、稳态误差及跟踪性方面都有显著提高. According to the features about several variable step-size least mean square （V^LM~） algorithms, they were divided into two categories. Then, after combining the step-size formulas of two algorithms, an improved VSLMS algorithm was proposed. Finally, the improved algorithm and the original algorithms were simulated, the experimental results showed that the improved algorithm obtained all good performance of two different algorithms at the same time, and it improved obviously on convergence, steady-state error and traceability performances.
作者 徐春夏 柯宜京 柯导明
机构地区 安徽大学电子信息工程学院 镇江龙逸电子科技有限公司
出处 《安徽大学学报（自然科学版）》 CAS 北大核心 2013年第4期68-72,共5页 Journal of Anhui University(Natural Science Edition)
基金 国家自然科学基金资助项目(61076086) 高等学校博士学科点专项科研基金资助项目(103401110008) 安徽大学"211工程"基金资助项目
关键词 LMS 变步长 学习曲线 LMS variable step-size learning curve
分类号 TN713 [电子电信—电路与系统]
  • 相关文献

参考文献12

  • 1Wang Y, Zhang C, Wang Z H. A new variable step size LMS algorithm with application to active noise control[C] . International Conference on Acoustics, Speech and Signal Processing (ICASSP) IEEE Conference, 2003 :6-10.
  • 2HAYKINS.自适应滤波器原理[M].4版.郑宝玉,译.北京:电子工业出版社,2010:669-674.
  • 3付瑞玲,栗红霞.改进的变步长LMS自适应滤波算法及其仿真[J].自动化技术与应用,2012,31(9):10-13. 被引量：5
  • 4Ao W, Xiang W Q, Zhang Y P, et al. A new variable step size LMS adaptive filtering algorithm[C] . International Conference on Computer Science and Electronics Engineering (ICCSEE) , IEEE Conference ,2012 :265-268.
  • 5Mayyas K, Aboulnasr T. A robust variable step size LMS-type algorithm: analysis and simulations[CJ. International Conference on Acoustics, Speech and Signal Processing (ICASSP) , IEEE Conference, 1995: 1408-141l.
  • 6Hu M B, Tang W, Cai C H. A new variable step-size LMS adaptive filtering algorithm forbeam forming technology[C]. International Symposium on Antennas Propagation and EM Theory (lSAPE) , IEEE Conference,201O: 101-104.
  • 7HwangJ K, Li Y P. Variable step-size LMS algorithm with a gradient-based weighted average[J]. Signal Processing Letters, IEEEJournal,2009,16(12) :1043-1046.
  • 8Li Y, Wang X N. A modified VSLMS algorithm[C]. International Conference on Advanced Communication Technology, IEEE Conference ,2007 :615-618.
  • 9Li T T, Shi M, Yi Q M. An improved variable step-size LMS algorithm[C]. International Conference on Wireless Communications, Networking and Mobile Computing, IEEE Conference, 2011 :23-25.
  • 10田福庆,罗荣,李克玉,丁庆喜.基于改进的双曲正切函数变步长LMS算法[J].系统工程与电子技术,2012,34(9):1758-1763. 被引量：23

二级参考文献41

  • 1徐凯,纪红,乐光新.一种改进的变步长自适应滤波器LMS算法[J].电路与系统学报,2004,9(4):115-117. 被引量：35
  • 2邓江波,侯新国.一种新的变步长LMS自适应算法及其性能分析[J].电声技术,2004,28(12):4-6. 被引量：10
  • 3罗小东,贾振红,王强.一种新的变步长LMS自适应滤波算法[J].电子学报,2006,34(6):1123-1126. 被引量：126
  • 4Mohammad Z U R,Ahamed S R,Koti R D V R.Cancellation of artifacts in ECG Signals using sign based normalized adaptive filtering technique[C] //2009 IEEE Symposium on Industrial Electronics and Applications(ISIEA 2009),Kuala Lumpur,Malaysia,Oct.2009,442-445.
  • 5Givens M.Enhanced Convergence Normalized LMS Algorithm[J].IEEE Signal Processing Magazine,May 2009,26(3):81-95.
  • 6Fausto Casco,R.Carolina Medina-Ramírez,Miguel Lopez-Guerrero,César Jalpa-Villanueva.VS-SC:A Variable Step Size NLMS Algorithm[C] //2007 Canadian Conference on Electrical and Computer Engineering(CCECE 2007),Canada,April 2007,896-899.
  • 7Paleologu C,Benesty J,Ciochina S.A Variable Step-Size Affine Projection Algorithm Designed for Acoustic Echo Cancellation[J].IEEE Transactions on Audio,Speech,and Language Processing,2008,16(8);1466-1478.
  • 8Hong Cao,Jia Liu,Weiwei Zhang.A Combined De-correlation Method for Acoustic Feedback Cancellation in Hearing Aids[C] //2009 WRI World Congress on Computer Science and Information Engineering,March 31 2009-April 2 2009,220-224.
  • 9Li Yan,Wang Xinan.A Modified VS LMS Algorithm[C] //The 9th International Conference on Advanced Communication Technology,Feb.2007:615-618.
  • 10Glentis G-O,Berberidis K,Theodoridis S.Efficient least squares adaptive algorithms for FIR transversal filtering[J].IEEE Signal Processing Magzine,1999,16(4):13-4.

共引文献52

同被引文献28

  • 1曹亚丽.自适应滤波器中LMS算法的应用[J].仪器仪表学报,2005,26(z2):452-454. 被引量：43
  • 2徐凯,纪红,乐光新.一种改进的变步长自适应滤波器LMS算法[J].电路与系统学报,2004,9(4):115-117. 被引量：35
  • 3Wang Y,Zhang C,Wang Z H.A new variable step size LMS algorithm with application to active noise control[C].International Conference on Acoustics,Speech and Signal Processing(ICASSP).IEEE Conference,2003:6-10.
  • 4赫金著,郑宝玉(译).自适应滤波器原理第四版[M].北京:电子工业出版社,2010.
  • 5Ao W,Xiang W Q,Zhang Y P,et al.A New Variable Step Size LMS Adaptive Filtering Algorithm[C].International Conference on Computer Science and Electronics Engineering(ICCSEE).IEEE Conference,2012:265-268.
  • 6Hu M B,Tang W,Cai C H.A new variable step-size LMS adaptive filtering algorithm for beam forming technology[C].International Symposium on Antennas Propagation and EM Theory(ISAPE).IEEE Conference,2010:101-104.
  • 7Hwang J K,Li Y P.Variable Step-Size LMS Algorithm with a Gradient-Based Weighted Average[J].Signal Processing Letters,IEEE Journal,2009,16(12):1043-1046.
  • 8Li T T,Shi M,Yi Q M.An Improved Variable Step-Size LMS Algorithm[C].International Conference on Wireless Communications,Networking and Mobile Computing.IEEE Conference,2011:23-25.
  • 9朱斌,马艳.一种新的变步长LMS算法分析[J].计算机仿真,2008,25(9):93-95. 被引量：24
  • 10李月琴,栗苹,闫晓鹏,陈慧敏.小波变换模极大去噪法在无线电引信信号处理中的应用[J].兵工学报,2008,29(10):1172-1176. 被引量：14

引证文献3

二级引证文献2

安徽大学学报（自然科学版）
2013年 第4期

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部